diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index bff48bcf0273eb4e0a1932a5a4b9e5369a98ddd4..005410c9dcbf8f9f868e7d224481a44a35b12834 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": "20260503T180031Z", - "generated_at": "2026-05-03T18:13:28Z", + "snapshot_id": "20260504T000033Z", + "generated_at": "2026-05-04T00:08:46Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1426,7 +1426,7 @@ "cluster_id": "cluster-43824-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #43824.", "status": "open", - "confidence": 0.75, + "confidence": 0.55, "canonical_issue_number": 43824, "canonical_pr_number": 43836, "issue_numbers": [ @@ -1437,8 +1437,7 @@ 43842 ], "evidence_types": [ - "closing_reference", - "shared_issue_target" + "closing_reference" ], "pr_comparisons": [ { @@ -1496,7 +1495,7 @@ "cluster_id": "cluster-45685-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #45685.", "status": "open", - "confidence": 0.75, + "confidence": 0.55, "canonical_issue_number": 45685, "canonical_pr_number": 45687, "issue_numbers": [ @@ -1507,8 +1506,7 @@ 45754 ], "evidence_types": [ - "closing_reference", - "shared_issue_target" + "closing_reference" ], "pr_comparisons": [ { @@ -2008,35 +2006,6 @@ ] } ] - }, - { - "cluster_id": "cluster-44024-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 44076, - "issue_numbers": [], - "pr_numbers": [ - 44024, - 44076 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 44024, - "right_pr_number": 44076, - "code_similarity": 0.269, - "size_similarity": 0.976, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.492, - "shared_filenames": [], - "shared_file_areas": [] - } - ] } ], "duplicate_issues": [], @@ -2084,7 +2053,7 @@ 43842 ], "target_issue_number": 43824, - "reason": "PRs in cluster-43824-3 are treated as duplicates because they converge on issue #43824 with closing_reference, shared_issue_target evidence." + "reason": "PRs in cluster-43824-3 are treated as duplicates because they converge on issue #43824 with closing_reference evidence." }, { "cluster_id": "cluster-43979-11", @@ -2112,15 +2081,6 @@ "target_issue_number": null, "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." }, - { - "cluster_id": "cluster-44024-2", - "canonical_pr_number": 44076, - "duplicate_pr_numbers": [ - 44024 - ], - "target_issue_number": null, - "reason": "PRs in cluster-44024-2 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-45081-3", "canonical_pr_number": 45317, @@ -2155,7 +2115,7 @@ 45754 ], "target_issue_number": 45685, - "reason": "PRs in cluster-45685-3 are treated as duplicates because they converge on issue #45685 with closing_reference, shared_issue_target evidence." + "reason": "PRs in cluster-45685-3 are treated as duplicates because they converge on issue #45685 with closing_reference evidence." } ], "best_issue": { diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 0050285df7dc2afcdc0fb4509be80ed16062c260..2a59a0f05c7f33043315134c175f5eb4f0ac5838 100644 --- a/analysis/current/analysis-report-hybrid.llm-reviews.json +++ b/analysis/current/analysis-report-hybrid.llm-reviews.json @@ -1,14 +1,14 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260503T180031Z", - "generated_at": "2026-05-03T18:13:28Z", + "snapshot_id": "20260504T000033Z", + "generated_at": "2026-05-04T00:08:46Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { "label": "issue", "component_index": 1, - "component_count": 14, + "component_count": 16, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -26,12 +26,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "e1974be73fe1271f4ea77edb97bb53db8005877915a2ecd5ba92004d0abd8849", + "prepared_review_unit_hash": "30feca13ee61f1371a80548f6ff5c721f885c74e66adddd7b85f7a1178a6bb01", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, + "serialized_chars": 2477, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -39,7 +39,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, + "serialized_chars": 2477, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -48,24 +48,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are not duplicates of the same bug. #16618 is about a model loading failure for a specific public model, while #15980 is an authentication/error-message problem during private model download, and #13244 is a tokenization mismatch against TensorFlow code.", - "confidence": 0.91, - "canonical_issue_reason": "#16618 is the best representative issue in this cluster because it is the most general and concrete model-loading failure report, with the strongest discussion activity among the three.", + "summary": "Only one issue is plausibly related to model-loading/auth errors; the Tapas tokenization report is unrelated. The two model-loading issues still look like different failure modes, so I would not merge them as duplicates.", + "confidence": 0.62, + "canonical_issue_reason": "issue:16618 is the broadest user-facing model-loading failure report; issue:13244 is unrelated, and issue:15980 is a narrower auth/error-message case.", "canonical_pr_reason": null, - "best_issue_reason": "#16618 is the strongest standalone issue: it describes a clear reproducible failure ('Can't load the model for bert-base-uncased') and is more central than the other two, which are about different subsystems/problems.", + "best_issue_reason": "issue:16618 is the best representative for the cluster because it is the most generic and likely to attract related model-load reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Different underlying problems: tokenization behavior mismatch vs. model loading failure. They do not appear to share the same code path or fix." + "reason": "Tapas tokenization vs. loading 'bert-base-uncased' are different subsystems and different bugs." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "#15980 is about a bad error message when downloading a private model without login, not a generic inability to load bert-base-uncased." + "reason": "One is a private-model login/error-message problem; the other is a generic inability to load a public model, so they do not appear to be the same underlying bug." } ] }, @@ -79,7 +79,7 @@ { "label": "issue", "component_index": 2, - "component_count": 14, + "component_count": 16, "review_unit_index": 1, "review_unit_count": 44, "status": "reviewed", @@ -87,7 +87,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-383", + "cluster_id": "cluster-15354-384", "nodes": [ "issue:24643", "issue:30277", @@ -169,16 +169,16 @@ "issue:39290|issue:45081", "issue:43828|issue:45161", "issue:43425|issue:44292", - "issue:34928|issue:41720", "issue:44918|issue:45161", + "issue:34928|issue:41720", "issue:43716|issue:45685", "issue:43541|issue:43716", "issue:43828|issue:44292", "issue:45507|issue:45685", "issue:43716|issue:44292", "issue:44292|issue:44918", - "issue:41762|issue:43638", "issue:43039|issue:44918", + "issue:41762|issue:43638", "issue:43827|issue:44512", "issue:43716|issue:44560", "issue:43828|issue:45685", @@ -187,18 +187,18 @@ "issue:30277|issue:36331", "issue:43039|issue:44805", "issue:34928|issue:36010", - "issue:41762|issue:43596", "issue:43901|issue:44512", + "issue:41762|issue:43596", "issue:39290|issue:41720", - "issue:43866|issue:44863", "issue:43039|issue:44560", + "issue:43866|issue:44863", "issue:43854|issue:43866", - "issue:41093|issue:43638", "issue:39290|issue:43531", + "issue:41093|issue:43638", "issue:43425|issue:45070", "issue:45362|issue:45464", - "issue:43404|issue:43866", "issue:43792|issue:45070", + "issue:43404|issue:43866", "issue:45464|issue:45685", "issue:43541|issue:45685", "issue:43541|issue:43828", @@ -206,445 +206,397 @@ "issue:44841|issue:45084", "issue:41093|issue:41762" ], - "prepared_review_unit_hash": "e96321135e3b1b737e0b2d75cfafbfd8925124f90917eeea4eb8d74f9e7968fa", + "prepared_review_unit_hash": "62dca3c2fec25ee14c6af56212d37ebfaffd8d654ead8961e02b3d63236cb52b", "component_budget": { - "node_count": 383, - "item_count": 383, - "soft_pair_count": 1434, - "serialized_chars": 739528, - "estimated_input_tokens": 184882, - "estimated_eval_tokens": 370020 + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 67, - "serialized_chars": 47120, - "estimated_input_tokens": 11780, - "estimated_eval_tokens": 23816 + "serialized_chars": 47123, + "estimated_input_tokens": 11781, + "estimated_eval_tokens": 23818 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous; most pairs are only superficially similar. The only strong duplicate-looking pair is the DeepSpeed ZeRO-3/BERT index-out-of-bounds reports (43596/43638).", - "confidence": 0.78, - "canonical_issue_reason": "issue:43596 is the broader, cleaner statement of the confirmed Bert + DeepSpeed ZeRO-3 index-out-of-bounds bug, making it the best canonical issue for the duplicate pair.", + "summary": "The cluster is mostly heterogeneous. There is one strong duplicate pair: 43596/43638, both describing the same ZeRO-3/BERT index-out-of-bounds failure. The v5 docs items 44509/44512 are related cleanup reports, but they refer to different removed references and should not be treated as a true duplicate group. The rest are distinct model/backend bugs.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 43596 is the best canonical anchor because it matches the strongest confirmed duplicate pair and is the broader earlier ZeRO-3/BERT load failure report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43596 best represents the only clear duplicate set in this cluster and is the most general upstream bug report for that failure mode.", + "best_issue_reason": "43596 is the best overall issue representative for the only clearly duplicated runtime bug in the cluster; no single issue covers the unrelated docs cleanup items well.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different failures: config attribute missing for Qwen3.5 vs streaming chat/completions inference issue." + "reason": "Different model/config error vs streaming API failure." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Unrelated hardware/backend problems: AMD GPU support vs MPS histogram kernel type error." + "reason": "Different backend and failure mode." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Both are model/runtime failures, but they are different concrete bugs and model paths." + "reason": "Different model path and error type." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Different dtype mismatch contexts and different models; not the same bug." + "reason": "Different models and concrete runtime bugs." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different model families and different failure mechanisms; no shared code-path bug." + "reason": "Different model and code path." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "NVFP4 runtime error vs AMD GPU failure; not the same underlying issue." + "reason": "Different model/backend failure." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed ZeRO-3 collective mismatch is unrelated to ModernBERT ONNX export." + "reason": "DeepSpeed collective mismatch is unrelated to ONNX export." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ONNX export failure and FineGrainedFP8 failure are different subsystems and symptoms." + "reason": "Unrelated model export and FP8 config issues." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ModernBERT export bug is unrelated to Qwen3 auto device mapping cuda assert." + "reason": "Different code paths and failure modes." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are v5 docs cleanups, but they target different removed references and are not the same concrete change." + "reason": "Related v5 docs cleanup, but different removed references." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export bug vs GenerationMixin import breakage; different code paths." + "reason": "ONNX export bug and import error are unrelated." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Same broad IndexError shape family, but different models and failure descriptions without enough evidence of one bug." + "reason": "Similar symptom class, but different model and repro." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Both are IndexErrors, but the reported shapes/models differ and do not look like one specific duplicate." + "reason": "Same broad IndexError family, but not the same ZeRO-3/BERT bug." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Mask/tensor shape mismatch is unrelated to GPT-OSS MoE tensor-parallel failure." + "reason": "Different model and failure mechanism." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Similar trainer/runtime shape issue wording, but different concrete feature and model context." + "reason": "Mask-shape IndexError vs embedding unpacking bug." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Tokenizer mapping tooling bug is unrelated to the mask shape IndexError." + "reason": "Tokenizer mapping failure is not the same bug as the shape IndexError." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice preset issue is unrelated to ModernBERT ONNX export." + "reason": "Unrelated processor bug and export bug." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Both involve DeepSpeed, but one is a collective mismatch and the other is an index-out-of-bounds init error." + "reason": "Both touch DeepSpeed, but the concrete failures differ." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same underlying bug: Bert/DeepSpeed ZeRO-3 initialization hits index 0 out of bounds; 43638 is just a narrower restatement." + "reason": "Same ZeRO-3/BERT index-out-of-bounds failure; 43638 is a narrower repro of 43596." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Different language/model output issues; detokenization bug is not the same as LoRA save/load mismatch." + "reason": "Different bugs: detokenization vs LoRA save/reload mismatch." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross_entropy routing is unrelated to GPT-OSS MoE tensor-parallel failures." + "reason": "Unrelated kernel behavior issue vs tensor-parallel failure." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "FP4 model execution error and LoRA merge/save/load inconsistency are different bugs." + "reason": "Different models and failure paths." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Both are shape-related errors, but one is checkpointing/FSDP-specific and the other is a different mask indexing failure." + "reason": "Different training/runtime issues." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Both mention DeepSpeed, but the concrete failures are different training errors with different triggers." + "reason": "Training/DeepSpeed overlap is too broad; concrete errors differ." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "BERT ZeRO-3 init error is unrelated to GPT-OSS MoE tensor-parallel behavior." + "reason": "Different model family and failure mode." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "Activation checkpointing/FSDP tensor mismatch is unrelated to CustomTrainer compute_loss signature breakage." + "reason": "FSDP mismatch and trainer signature breakage are unrelated." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Different model families and different failure modes." + "reason": "Different model and code path." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Both are model-specific runtime issues, but they do not share the same code-path or symptom." + "reason": "Different model-specific failures." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Different models and different tokenizer/config bugs; no shared underlying fix." + "reason": "Distinct config and tokenizer bugs." }, { "left": "issue:43828", "right": "issue:45161", "accept": false, - "reason": "Autocast dtype mismatch in Phi MoE is unrelated to GPT-OSS MoE tensor-parallel failure." + "reason": "Autocast dtype mismatch is not the GPT-OSS TP bug." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Torch version incompatibility is a separate environment problem from Qwen-3 NVFP4 runtime errors." - }, - { - "left": "issue:34928", - "right": "issue:41720", - "accept": false, - "reason": "FSDP activation checkpointing mismatch is not the same as Qwen3 auto device map cuda assert." + "reason": "Torch compatibility issue is unrelated to the runtime error." }, { "left": "issue:44918", "right": "issue:45161", "accept": false, - "reason": "TRL SFT embedding unpacking failure and GPT-OSS MoE TP failure are unrelated." - }, - { - "left": "issue:43716", - "right": "issue:45685", - "accept": false, - "reason": "Mistral image preprocessor dtype mismatch is unrelated to an MPS histogram kernel limitation." - }, - { - "left": "issue:43541", - "right": "issue:43716", - "accept": false, - "reason": "Grouped_mm tracing error and image preprocessor dtype mismatch are different bugs." - }, - { - "left": "issue:43828", - "right": "issue:44292", - "accept": false, - "reason": "Both are dtype/runtime errors, but they affect different models and different execution paths." - }, - { - "left": "issue:45507", - "right": "issue:45685", - "accept": false, - "reason": "Invalid method call in GraniteMoEHybrid is unrelated to the MPS int histogram backend error." - }, - { - "left": "issue:43716", - "right": "issue:44292", - "accept": false, - "reason": "Different model-specific runtime failures with different symptoms." - }, - { - "left": "issue:44292", - "right": "issue:44918", - "accept": false, - "reason": "NVFP4 execution error and TRL embedding unpacking issue are not the same bug." + "reason": "Different model and failure mechanism." }, { "left": "issue:41762", "right": "issue:43638", "accept": false, - "reason": "Gemma3 ZeRO-3 loading error is similar in form but a different model and failure mechanism." - }, - { - "left": "issue:43039", - "right": "issue:44918", - "accept": false, - "reason": "Liger Kernel cross_entropy routing and TRL embedding unpacking are unrelated." + "reason": "Same symptom family, but different model/load path." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are docs regressions after v5 removals, but they concern different removed content and would not be one merged fix." + "reason": "Different v5 docs removals." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Mistral dtype mismatch and Qwen3-vl video StopIteration are different bugs." + "reason": "Unrelated processor failure and video StopIteration bug." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Autocast dtype mismatch in Phi MoE is unrelated to the MPS histogram backend issue." + "reason": "Different runtime bugs on different backends." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Qwen3-vl video iteration failure and MPS histogram kernel limitation are unrelated." + "reason": "Unrelated model/video bug vs MPS histogram issue." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Both touch MoE-related code, but they describe different concrete failures and would not merge into one PR." + "reason": "Different models and failures." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "DeepSpeed collective mismatch and trainer compute_loss signature mismatch are unrelated." + "reason": "DeepSpeed collective mismatch and trainer signature mismatch are unrelated." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger Kernel cross_entropy call issue is unrelated to the mask shape IndexError." + "reason": "Different code paths and symptoms." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "Activation checkpointing/FSDP bug is unrelated to GenerationMixin import failure." + "reason": "Unrelated issues." }, { - "left": "issue:41762", - "right": "issue:43596", + "left": "issue:43901", + "right": "issue:44512", "accept": false, - "reason": "Both are ZeRO-3 loading errors, but different models and different index-out-of-bounds circumstances." + "reason": "Different docs cleanup items." }, { - "left": "issue:43901", - "right": "issue:44512", + "left": "issue:41762", + "right": "issue:43596", "accept": false, - "reason": "TextClassificationPipeline docs and transformers run-command docs are separate documentation issues." + "reason": "Similar error family, but not the same bug." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Gemma3 vLLM attribute error and Qwen3 auto device assert are different model/backend bugs." + "reason": "Different model/config failures." }, { - "left": "issue:43866", - "right": "issue:44863", + "left": "issue:43039", + "right": "issue:44560", "accept": false, - "reason": "Corrupted Ovis2 checkpoint is unrelated to NemotronH checkpoint loading implementation failure." + "reason": "Unrelated bugs." }, { - "left": "issue:43039", - "right": "issue:44560", + "left": "issue:43866", + "right": "issue:44863", "accept": false, - "reason": "Liger Kernel cross_entropy issue and Qwen3-vl video StopIteration are unrelated." + "reason": "Different checkpoints and root causes." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Model loading problem in tests and corrupted checkpoint are not the same bug." + "reason": "Different model load failures." }, { - "left": "issue:41093", - "right": "issue:43638", + "left": "issue:39290", + "right": "issue:43531", "accept": false, - "reason": "Both are IndexErrors, but the mask/tensor shape mismatch is a different issue from the ZeRO-3 Bert init failure." + "reason": "Related model family, but different concrete bug." }, { - "left": "issue:39290", - "right": "issue:43531", + "left": "issue:41093", + "right": "issue:43638", "accept": false, - "reason": "Gemma3 vLLM attribute mismatch and Qwen3-MoE sliding_window issue are separate model/config problems." + "reason": "Both are IndexErrors, but not the same repro or root cause." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch version incompatibility and PretrainedConfig/pydantic field breakage are different compatibility issues." + "reason": "Torch compatibility and pydantic regression are unrelated." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Qwen3.5 chat crash and streaming chat/completions API failure are different user-facing bugs." + "reason": "Both mention Qwen3.5/chat, but the failures are different." }, { - "left": "issue:43404", - "right": "issue:43866", + "left": "issue:43792", + "right": "issue:45070", "accept": false, - "reason": "Mistral3 lm_head tying bug is unrelated to Ovis2 checkpoint corruption." + "reason": "Whisper load failure is unrelated to the config regression." }, { - "left": "issue:43792", - "right": "issue:45070", + "left": "issue:43404", + "right": "issue:43866", "accept": false, - "reason": "Whisper cannot run and PretrainedConfig pydantic breakage are unrelated." + "reason": "Different model bugs." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Qwen3.5 streaming inference and MPS histogram kernel error are unrelated." + "reason": "Different models and error mechanisms." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Torch dynamo grouped_mm tracing error is unrelated to the MPS histogram backend issue." + "reason": "Different runtime bugs." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Grouped_mm tracing error and autocast dtype mismatch are different concrete failures." + "reason": "Different code paths and concrete errors." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "GenerationMixin import failure and Gemma3 sliding_window attribute error are unrelated compatibility problems." + "reason": "Unrelated issues." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor failure for Voxtral and template compilation error are different bug reports." + "reason": "Different model/processor bug and template compilation error." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are shape/index errors, but the reported model/runtime contexts differ and there is no clear same-bug evidence." + "reason": "Shape/index errors on different models; not clearly the same bug." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative on the soft edges. The only accepted duplicate pair, 43596/43638, is strongly supported by the near-identical ZeRO-3/Bert index-out-of-bounds titles, and the rest of the verdicts avoid overclaiming." + "accept": false, + "feedback": "The cluster summary overstates the evidence. The packet clearly supports the ZeRO-3/BERT duplicate pair (43596/43638), but it does not ground a second \u201creal duplicate group\u201d for the docs issues: 44509 and 44512 are both v5 docs cleanup items, yet they concern different removed references and the analyst itself marked them non-duplicates. That mismatch makes the overall classification too strong." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -652,7 +604,7 @@ { "label": "issue", "component_index": 2, - "component_count": 14, + "component_count": 16, "review_unit_index": 2, "review_unit_count": 44, "status": "reviewed", @@ -660,15 +612,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-383", + "cluster_id": "cluster-15354-384", "nodes": [ - "issue:36331", "issue:39186", "issue:39290", "issue:39692", "issue:40990", "issue:41093", - "issue:41762", "issue:42915", "issue:43054", "issue:43296", @@ -709,6 +659,7 @@ "issue:45464", "issue:45507", "issue:45632", + "issue:45685", "issue:45698" ], "soft_pairs": [ @@ -721,20 +672,21 @@ "issue:43366|issue:45464", "issue:43531|issue:45070", "issue:39290|issue:43742", + "issue:43541|issue:44589", "issue:41093|issue:43596", "issue:43054|issue:43994", - "issue:43541|issue:44589", - "issue:40990|issue:44960", - "issue:45632|issue:45698", "issue:43716|issue:44918", - "issue:39186|issue:44918", + "issue:45632|issue:45698", + "issue:44918|issue:45685", "issue:43404|issue:45005", "issue:43645|issue:45399", + "issue:40990|issue:44960", "issue:44530|issue:45005", - "issue:44863|issue:45005", "issue:42915|issue:45399", - "issue:43873|issue:45005", "issue:44360|issue:44512", + "issue:44863|issue:45005", + "issue:43873|issue:45005", + "issue:39186|issue:44918", "issue:44492|issue:44512", "issue:44918|issue:45507", "issue:43975|issue:44292", @@ -743,241 +695,240 @@ "issue:44292|issue:45507", "issue:39692|issue:43054", "issue:43828|issue:44928", - "issue:43866|issue:44403", - "issue:36331|issue:41762" + "issue:43866|issue:44403" ], - "prepared_review_unit_hash": "8603c4355e017e5c8cda7be7e2ef0fea3523c1f6d3b14a78769e7d97fc97db8f", + "prepared_review_unit_hash": "bd5528481e6807b85ef6d94131e7eae3d1e66802b29fe98e5583620736ba623e", "component_budget": { - "node_count": 383, - "item_count": 383, - "soft_pair_count": 1434, - "serialized_chars": 739528, - "estimated_input_tokens": 184882, - "estimated_eval_tokens": 370020 + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 33, - "serialized_chars": 37276, - "estimated_input_tokens": 9319, - "estimated_eval_tokens": 18894 + "serialized_chars": 36620, + "estimated_input_tokens": 9155, + "estimated_eval_tokens": 18566 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated bug reports, with one clear duplicate group around Transformers 5.x corrupting non-persistent buffers during `from_pretrained`/model loading.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 43950 is the clearest and most specific report for the non-persistent-buffer regression, and it directly matches the same bug described more generally in 43644 and 44534.", + "summary": "Mostly heterogeneous issue cluster, but a few true duplicate subgroups emerge: the v5 non-persistent-buffer corruption regression, the SigLIP2 text-output problem, and the custom-module cache/path collision problem. The rest of the pairs look related only at a broad subsystem level, not the same underlying bug.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43950 is the clearest representative of the non-persistent-buffer regression: it states the symptom, the v5 scope, and the `register_buffer(persistent=False)` root cause more precisely than the looser variants.", "canonical_pr_reason": null, - "best_issue_reason": "43950 is the best representative because it describes the bug precisely (`from_pretrained()` corrupting `register_buffer(persistent=False)`), making it the most actionable canonical issue for the duplicate pair.", + "best_issue_reason": "issue:43950 is the best overall issue representative among the true duplicates because it is specific enough to identify the exact regression while still covering the broader symptom family.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "Different failures: PaddleOCR-VL model loading in vLLM vs GGUF support for gpt-oss. Same broad area, not the same bug." + "reason": "Different failures: PaddleOCR-VL loading/vLLM compatibility vs GGUF gpt-oss architecture support." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Both are config-related v5 regressions, but they concern different fields and code paths; not the same underlying defect." + "reason": "Both involve config fields, but one is StableLm pad token handling and the other is a pydantic `PretrainedConfig` regression." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Int4 CUDA memory/OOM regression is unrelated to tied-weights translation-model issues." + "reason": "Unrelated bugs: int4 quantization memory growth vs tied-weights issues on translation models." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Both mention MoE/Mixtral-style models, but one is a torch dynamo grouped_mm tracing failure and the other is a tensor-parallel GPT-OSS issue." + "reason": "Both are MoE-related, but one is a torchdynamo grouped_mm runtime error and the other is TP behavior on GPT-OSS MoE." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is not the same as a streaming chat/completions failure in Qwen3.5." + "reason": "Different symptoms and code paths: autocast dtype mismatch vs streaming chat/completions API failure." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Unexpected `_is_hf_initialized` argument during `init_empty_weights` is a different initialization bug than the Pydantic `PretrainedConfig` field issue." + "reason": "One is `init_empty_weights` argument handling; the other is a pydantic `PretrainedConfig` field issue." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "gpt-oss GGUF support and Qwen3.5 streaming inference are unrelated." + "reason": "GGUF gpt-oss support and Qwen3.5 streaming inference are unrelated." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding-window handling is unrelated to the Pydantic config regression." + "reason": "Qwen3-MoE sliding-window handling is not the same bug as the pydantic config regression." }, { "left": "issue:39290", "right": "issue:43742", "accept": false, - "reason": "Gemma3/vLLM sliding-window attribute error and MobileLLM key error are different load-time failures." + "reason": "Different model-specific load errors with different missing attributes/keys." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "torchdynamo/grouped_mm failure and missing Float8 storage are distinct runtime issues." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are shape/index errors with DeepSpeed ZeRO-3, but they appear to be different concrete failures and model paths." + "reason": "Both are IndexErrors, but they arise from different shapes and different model/loading scenarios." }, { "left": "issue:43054", "right": "issue:43994", - "accept": false, - "reason": "Both involve SigLIP2, but one is about degraded embedding quality and the other about nonsensical outputs in AutoModel/pipeline; not the same bug." - }, - { - "left": "issue:43541", - "right": "issue:44589", - "accept": false, - "reason": "Torch dynamo grouped_mm tracing failure is unrelated to the float8 storage error." + "accept": true, + "reason": "Both describe the same SigLIP2 text-embedding/output degradation, just from different entry points and wording." }, { - "left": "issue:40990", - "right": "issue:44960", + "left": "issue:43716", + "right": "issue:44918", "accept": false, - "reason": "High perplexity on gpt-oss-20b and a GLM5 issue are different model behavior reports." + "reason": "Image-preprocessor dtype mismatch for Mistral-3 is unrelated to Qwen3.5 embedding unpacking in TRL SFT." }, { "left": "issue:45632", "right": "issue:45698", - "accept": false, - "reason": "Both concern custom-module loading/cache behavior, but one is a local cache-path collision and the other is loading the wrong module after save/load; not the same defect." - }, - { - "left": "issue:43716", - "right": "issue:44918", - "accept": false, - "reason": "Image-preprocessor dtype mismatch in Mistral-3 is unrelated to Qwen3.5 input-embedding unpacking in TRL SFT trainer." + "accept": true, + "reason": "Both point to the same custom-code resolution/cache collision problem causing the wrong local module to be loaded." }, { - "left": "issue:39186", - "right": "issue:44918", + "left": "issue:44918", + "right": "issue:45685", "accept": false, - "reason": "FSDP weight shape error and TRL embedding unpacking failure are distinct training-path issues." + "reason": "Qwen3.5 embedding/training issue and MPS `histogram_mps` on Int are unrelated." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Tied lm_head weights in Mistral3 translation models is not the same as the broader tied-weights regression described in 45005." + "reason": "Tied-weight bug in Mistral3 conditional generation is different from translation-model weight tying regressions." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Custom-model notebook initialization and flash-attn2 fallback gating are unrelated." + "reason": "Custom-model initialization in notebooks is not the same as flash-attn fallback gating." }, { - "left": "issue:44530", - "right": "issue:45005", + "left": "issue:40990", + "right": "issue:44960", "accept": false, - "reason": "PagedAttentionCache linear_attention crash is unrelated to tied weights on translation models." + "reason": "High perplexity on gpt-oss-20b and GLM5 are separate model-specific reports." }, { - "left": "issue:44863", + "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading failure is a different model-implementation issue than tied weights." + "reason": "PagedAttentionCache linear_attention failure is unrelated to tied-weights regressions." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Qwen3-MoE FineGrainedFP8Config failure and flash-attn2 fallback blocking are separate issues." + "reason": "Qwen3-MoE fine-grained FP8 failure is not the flash-attn fallback bug." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer/ReLU discussion and stale docs about the removed run command are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is a different model-loading bug than tied weights." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior is unrelated to tied weights." + "reason": "Quantization/offloading behavior is not the same as translation-model weight tying." }, { - "left": "issue:44360", - "right": "issue:44512", + "left": "issue:39186", + "right": "issue:44918", "accept": false, - "reason": "Indexer/ReLU discussion is unrelated to docs mentioning the removed run command." + "reason": "FSDP 2-D weight requirement and Qwen3.5 embedding/trainer failure are unrelated." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A cache-strategy typo and a removed-command docs update are different documentation issues." + "reason": "A typo in cache strategy docs is not the same as obsolete run-command documentation." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "TRL embedding unpacking failure and GraniteMoEHybrid invalid method calls are unrelated." + "reason": "Different bugs: TRL embedding unpacking vs GraniteMoEHybrid invalid method dispatch." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "DeepSeek detokenization and `init_empty_weights` TypeError are different bugs." + "reason": "Detokenization bug and NVFP4 runtime error are separate model issues." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "These describe the same regression: Transformers v5 mishandling non-persistent buffers during loading, with nearly identical symptoms." + "reason": "Same v5 regression: non-persistent buffers get corrupted/junk-filled during loading." }, { "left": "issue:43644", "right": "issue:43950", "accept": true, - "reason": "Exact same underlying bug: v5 corrupts non-persistent buffers / fills them with junk during model loading." + "reason": "These are the same non-persistent-buffer corruption bug, with 43950 giving the most precise description." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "Unexpected `_is_hf_initialized` argument and GraniteMoEHybrid invalid method are unrelated." + "reason": "NVFP4 runtime error and GraniteMoEHybrid invalid method are unrelated." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "SigLIP2 documentation example errors and SigLIP2 embedding quality complaints are related only by model family, not the same bug." + "reason": "SigLIP2 documentation errors are different from the SigLIP2 model-quality/output bug." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Different failures in different training stacks: autocast dtype mismatch vs RLHF NaN/position_ids/SDPA issue." + "reason": "Autocast dtype mismatch is not the same as the Qwen3.5 RLHF/3D position_ids instability report." }, { "left": "issue:43866", "right": "issue:44403", "accept": false, - "reason": "Checkpoint corruption and loading noise are unrelated." - }, - { - "left": "issue:36331", - "right": "issue:41762", - "accept": false, - "reason": "Unexpected keyword in `compute_loss` and ZeRO-3 index-out-of-bounds loading error are different training/loading bugs." + "reason": "Corrupted Ovis2 checkpoint and noisy transformer loading are not the same underlying bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: most pairs are conservatively rejected as unrelated or only loosely similar, and the non-persistent-buffer cluster is the only clearly supported duplicate group. The accept verdicts for 43644/43950 and 43950/44534 are well supported by the issue titles and descriptions. No overstatement detected." + "feedback": "The summary is well grounded in the packet, and the true-duplicate calls stay conservative overall. The strongest subgrouping is the non-persistent-buffer regression, with the SigLIP2 and custom-module-loading pairs also plausibly matching on the issue titles and descriptions." }, "evaluator_used": true, "retried": false, @@ -988,7 +939,7 @@ { "label": "issue", "component_index": 2, - "component_count": 14, + "component_count": 16, "review_unit_index": 3, "review_unit_count": 44, "status": "reviewed", @@ -996,8 +947,9 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-383", + "cluster_id": "cluster-15354-384", "nodes": [ + "issue:36331", "issue:38175", "issue:41553", "issue:41762", @@ -1039,7 +991,6 @@ "issue:45020", "issue:45081", "issue:45237", - "issue:45305", "issue:45313", "issue:45356", "issue:45399", @@ -1047,287 +998,287 @@ "issue:45701" ], "soft_pairs": [ + "issue:36331|issue:41762", "issue:41553|issue:43883", "issue:43872|issue:44589", - "issue:43054|issue:45701", "issue:38175|issue:43054", "issue:41553|issue:43881", + "issue:43054|issue:45701", "issue:42947|issue:44387", - "issue:43054|issue:43493", "issue:44403|issue:44451", "issue:43643|issue:45020", - "issue:43975|issue:45520", "issue:43881|issue:43883", + "issue:43975|issue:45520", + "issue:43054|issue:43493", "issue:43975|issue:45237", "issue:44403|issue:44488", "issue:42947|issue:43856", - "issue:43782|issue:44960", - "issue:41762|issue:42915", "issue:42491|issue:44368", + "issue:41762|issue:42915", "issue:43975|issue:44451", "issue:44661|issue:45020", "issue:43824|issue:43872", "issue:44991|issue:45399", "issue:45020|issue:45356", + "issue:43782|issue:44960", "issue:43827|issue:44509", "issue:45081|issue:45399", "issue:43792|issue:44220", "issue:43404|issue:43950", - "issue:43257|issue:43866", "issue:43742|issue:45399", "issue:42915|issue:45020", - "issue:41553|issue:44991", + "issue:43257|issue:43866", "issue:43742|issue:45020", + "issue:41553|issue:44991", "issue:43940|issue:45313", "issue:43872|issue:44291", - "issue:42915|issue:43872", "issue:43854|issue:44863", - "issue:43257|issue:45305" + "issue:42915|issue:43872" ], - "prepared_review_unit_hash": "315a449191ed444df16926e30c0216fd485fbacdf33b915e3cbeee548f74d905", + "prepared_review_unit_hash": "24078b38d4b9832995866c3b200f02029243d3137da6d096b4a4309effab2f29", "component_budget": { - "node_count": 383, - "item_count": 383, - "soft_pair_count": 1434, - "serialized_chars": 739528, - "estimated_input_tokens": 184882, - "estimated_eval_tokens": 370020 + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 36, - "serialized_chars": 37874, - "estimated_input_tokens": 9469, - "estimated_eval_tokens": 19194 + "serialized_chars": 37861, + "estimated_input_tokens": 9466, + "estimated_eval_tokens": 19188 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous: several unrelated model-loading, tokenizer, quantization, and training regressions are mixed together. I only see a few true duplicates/near-duplicates, mostly in docs cleanup and a shared `_is_hf_initialized` / Whisper audio-loading failure path.", - "confidence": 0.84, - "canonical_issue_reason": "No single canonical issue: the set splits into separate bug families, with only a few genuine duplicate pairs and no clear umbrella issue that covers all of them.", + "summary": "This cluster is heterogeneous and mostly splits into a few separate duplicate subgroups rather than one true cluster-wide duplicate set. Clear duplicate pairs appear for the docs pipeline-removal reports, the Qwen3 ZeRO-3 loading failures, and the _is_hf_initialized/init_empty_weights TypeError; most other suggested edges are not duplicates.", + "confidence": 0.31, + "canonical_issue_reason": "No single issue is a clean canonical for the whole cluster; it splits into multiple unrelated subclusters (docs, SigLIP2 quality/regression, ZeRO-3 loading, and init_empty_weights/bitsandbytes TypeErrors).", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue for the same reason; the strongest matches are small subclusters (docs pipeline removals, Whisper feature extraction, and `_is_hf_initialized` loading incompatibility), not one shared defect.", + "best_issue_reason": "If one issue must anchor the cluster, 45020 is the broadest umbrella candidate among the loading-regression reports, but it still does not cover the whole set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Unrelated: trainer compute_loss signature mismatch vs Gemma3/DeepSpeed ZeRO-3 loading failure." + }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Different failures: AutoTokenizer/Voxtral error messaging vs Molmo tied-weights attribute error." + "reason": "Different problems: Voxtral AutoTokenizer error messaging vs Molmo missing all_tied_weights_keys." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Both are runtime incompatibility reports, but the stack traces and code paths differ: `_is_hf_initialized` kwarg vs missing Float8 storage." - }, - { - "left": "issue:43054", - "right": "issue:45701", - "accept": false, - "reason": "SigLIP2 embedding quality vs general tokenizer-version behavior; not the same bug." + "reason": "Both are loading-related, but the failure modes differ: bitsandbytes _is_hf_initialized kwarg vs missing Float8 storage object." }, { "left": "issue:38175", "right": "issue:43054", - "accept": false, - "reason": "Both mention SigLIP2, but one is zero probabilities and the other is degraded text embeddings; too different to merge." + "accept": true, + "reason": "Both report SigLIP2 behaving incorrectly at inference quality/output-distribution level; likely the same underlying SigLIP2 implementation issue." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Different models and different load-time failures." + "reason": "Unrelated: Voxtral tokenizer error message vs GLM-4v-9b loading failure." }, { - "left": "issue:42947", - "right": "issue:44387", + "left": "issue:43054", + "right": "issue:45701", "accept": false, - "reason": "Both involve training/runtime regressions, but one is gradient checkpointing with LoRA and the other is int4 reserved-memory OOM." + "reason": "SigLIP2 embedding quality issue vs a broader tokenization-version regression; not the same code-path." }, { - "left": "issue:43054", - "right": "issue:43493", + "left": "issue:42947", + "right": "issue:44387", "accept": false, - "reason": "Related SigLIP2 topic, but one is JAX-vs-HF implementation discrepancy and the other is a subjective embedding-quality regression; not clearly the same defect." + "reason": "Different regressions: LoRA gradient checkpointing ineffective vs int4 quantization memory growth/OOM." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Broad loading-noise report vs a specific model load failure for ScandiBERT." + "reason": "Unnecessary loading noise vs inability to load ScandiBERT; symptoms and targets do not match." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Both involve remote code, but one is missing fields in AutoConfig return data while the other is a broader recent-regressions report." + "reason": "Related theme, but not the same bug: missing fields from AutoConfig with trust_remote_code vs a broader remote_code breakage report." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different model load failures: GLM-4v-9b load problem vs Molmo missing all_tied_weights_keys." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Unrelated issues: detokenization regression vs flash-attn import/KeyError on Python 3.13." + "reason": "Detokenization regression vs import_utils flash_attn KeyError; unrelated code paths." }, { - "left": "issue:43881", - "right": "issue:43883", + "left": "issue:43054", + "right": "issue:43493", "accept": false, - "reason": "Different models and different loading errors." + "reason": "Same model family, but this pair is not explicit enough to treat as a duplicate without stronger evidence of the same root cause." }, { "left": "issue:43975", "right": "issue:45237", "accept": false, - "reason": "Unrelated model-text handling bug vs AMD GPU runtime issue." + "reason": "Tokenizer/detokenization regression vs AMD GPU runtime incompatibility; unrelated." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Both are load failures, but they concern different models and likely different root causes." + "reason": "Different load issues for different models; no clear shared underlying bug." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Both are training-related, but LoRA gradient checkpointing and Qwen3 MoE memory usage are different problems." - }, - { - "left": "issue:43782", - "right": "issue:44960", - "accept": false, - "reason": "Different model families and failure modes." - }, - { - "left": "issue:41762", - "right": "issue:42915", - "accept": false, - "reason": "Both mention loading issues, but Gemma3 ZeRO-3 and Qwen3 MoE FP8 are different code paths." + "reason": "LoRA gradient-checkpointing issue vs Qwen3 MoE memory usage; different concrete failures." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Both involve Qwen3/Qwen3.5 LoRA workflows, but one is a checkpoint compatibility break and the other is a tie-word-embeddings warning." + "reason": "LoRA/Qwen3 MoE conversion issue vs a warning about tie_word_embeddings; not the same problem." }, { - "left": "issue:43975", - "right": "issue:44451", + "left": "issue:41762", + "right": "issue:42915", "accept": false, - "reason": "Different reports: detokenization regression vs tokenizer/model load failure." + "reason": "Gemma3 ZeRO-3 load failure vs Qwen3 MoE FP8 failure; same broad area, different bugs." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "`add-new-model-like` mapping bug vs broad remote-code breakage; not the same underlying issue." + "reason": "add-new-model-like/tokenizer mapping bug vs remote_code regressions; different code paths." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Import error for Qwen2.5-VL vs bitsandbytes `_is_hf_initialized` incompatibility." + "reason": "ImportError for Qwen2_5_VL symbol vs bitsandbytes init kwarg TypeError; unrelated." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading for a specific model vs flash-attn fallback gating; unrelated." + "reason": "Tokenizer loading failure for a specific model vs flash-attn fallback checks; unrelated." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Remote-code regressions vs Kimi-K2.5 tokenizer codec/fix_mistral_regex regression." + "reason": "Broad remote_code breakage vs Kimi-K2.5 tokenizer codec regression; not the same bug." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only loading error vs GLM5; unrelated models and failures." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Same docs regression: both say v5 pipeline removals left outdated summarization/translation pipeline references in the docs." + "reason": "Near-verbatim docs issue: both say v5 docs still reference removed pipeline tasks like text2text-generation/summarization/translation." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Tokenizer regex crash vs flash-attn fallback checks; different subsystems." + "reason": "Tokenizer regex crash vs flash-attn fallback blocked by checks; different issues." }, { "left": "issue:43792", "right": "issue:44220", - "accept": true, - "reason": "Same Whisper audio-feature-extraction path: `_torch_extract_fbank_features()` appears to be the shared failure point." + "accept": false, + "reason": "Whisper runtime failure vs _torch_extract_fbank_features bug; related speech area but not clearly the same concrete defect." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Different state-management bugs: untied `lm_head` weights vs non-persistent buffer corruption." - }, - { - "left": "issue:43257", - "right": "issue:43866", - "accept": false, - "reason": "Different Qwen3 MoE and Ovis2 checkpoint-loading issues." + "reason": "Mistral3 lm_head tying bug vs non-persistent buffer corruption in from_pretrained; unrelated." }, { "left": "issue:43742", "right": "issue:45399", "accept": false, - "reason": "Generic key error on one model vs flash-attn fallback gating on another." + "reason": "MobileLLM load KeyError vs flash-attn fallback gating; not the same underlying bug." }, { "left": "issue:42915", "right": "issue:45020", "accept": false, - "reason": "FP8 config failure vs remote-code breakage; unrelated." + "reason": "Qwen3 MoE FP8 failure vs broad remote_code regressions; too different to merge." }, { - "left": "issue:41553", - "right": "issue:44991", + "left": "issue:43257", + "right": "issue:43866", "accept": false, - "reason": "Different tokenizer-loading reports for different models." + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed vs Ovis2 checkpoint corruption; unrelated." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "Specific model key error vs broad remote-code regression report." + "reason": "Specific MobileLLM KeyError vs general remote_code breakage; not the same bug." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Different model/tokenizer loading failures with no clear shared code-path." }, { "left": "issue:43940", "right": "issue:45313", - "accept": false, - "reason": "Both are ZeRO-3 weight-loading complaints, but for different Qwen variants and likely different fixes." + "accept": true, + "reason": "Same concrete class of bug: ZeRO-3 weight loading fails for Qwen3-family models, just on different variants." }, { "left": "issue:43872", "right": "issue:44291", "accept": true, - "reason": "Same `_is_hf_initialized` incompatibility during empty-weight/model initialization; one report is the bitsandbytes-specific manifestation." + "reason": "Same `_is_hf_initialized`/init_empty_weights incompatibility causing TypeError during model loading." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "Both are model-loading failures, but they concern different architectures and error modes." + "reason": "GLM-4.7-Flash unit-test load issue vs NemotronH checkpoint loading failure; unrelated." }, { - "left": "issue:43257", - "right": "issue:45305", + "left": "issue:42915", + "right": "issue:43872", "accept": false, - "reason": "Different training/runtime issues: MoE weight conversion vs gradient averaging under DeepSpeed." + "reason": "Qwen3 MoE FP8 training/loading issue vs bitsandbytes `_is_hf_initialized` TypeError; different failures." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is appropriately conservative and grounded in the packet. The three accepted pairs are plausible same-bug families and appear mergeable into single PRs (docs pipeline cleanup, Whisper feature-extraction failure, and the `_is_hf_initialized` incompatibility). The rejected pairs are mostly handled cautiously, with no obvious overstatement of duplicate evidence." + "feedback": "The analyst summary is grounded in the packet and stays conservative. It correctly treats the cluster as heterogeneous, avoids over-claiming a single canonical issue, and only accepts soft edges that look clearly mergeable by symptom/root cause (docs pipeline removals, SigLIP2 inference-quality regressions, Qwen3 ZeRO-3 loading failures, and the _is_hf_initialized/init_empty_weights TypeError). The rejected edges are generally supported by distinct titles and failure modes." }, "evaluator_used": true, "retried": false, @@ -1338,7 +1289,7 @@ { "label": "issue", "component_index": 2, - "component_count": 14, + "component_count": 16, "review_unit_index": 4, "review_unit_count": 44, "status": "reviewed", @@ -1346,7 +1297,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-383", + "cluster_id": "cluster-15354-384", "nodes": [ "issue:24643", "issue:30064", @@ -1358,13 +1309,13 @@ "issue:41553", "issue:42617", "issue:42915", + "issue:43257", "issue:43317", "issue:43366", "issue:43531", "issue:43550", "issue:43596", "issue:43638", - "issue:43644", "issue:43645", "issue:43646", "issue:43824", @@ -1377,7 +1328,6 @@ "issue:44479", "issue:44488", "issue:44530", - "issue:44534", "issue:44560", "issue:44589", "issue:44661", @@ -1389,6 +1339,7 @@ "issue:44918", "issue:44928", "issue:45030", + "issue:45305", "issue:45313", "issue:45325", "issue:45357", @@ -1397,251 +1348,251 @@ "issue:45588" ], "soft_pairs": [ - "issue:36331|issue:41093", "issue:44928|issue:45588", "issue:41553|issue:44488", - "issue:41093|issue:44805", + "issue:36331|issue:41093", + "issue:43257|issue:45305", "issue:43872|issue:45538", "issue:44530|issue:44863", + "issue:41093|issue:44805", "issue:44479|issue:44560", "issue:24643|issue:30064", "issue:43366|issue:43828", - "issue:44155|issue:45584", "issue:43366|issue:43531", "issue:43550|issue:44910", "issue:43645|issue:43646", - "issue:43824|issue:43957", "issue:43950|issue:45325", - "issue:42915|issue:43957", "issue:43366|issue:44589", "issue:44560|issue:44918", "issue:42617|issue:43366", + "issue:42915|issue:43957", + "issue:43824|issue:43957", "issue:36010|issue:42915", "issue:38175|issue:43994", "issue:43646|issue:43950", - "issue:44560|issue:44805", + "issue:44155|issue:45584", "issue:44877|issue:45030", + "issue:44560|issue:44805", "issue:43638|issue:44661", "issue:43596|issue:44661", "issue:43317|issue:44756", - "issue:43644|issue:44534", "issue:38175|issue:39692", "issue:45313|issue:45357" ], - "prepared_review_unit_hash": "7a35610663656a2a072fb3bc2b3832b1cc1e5a65f4863fa54c28044ec281cfde", + "prepared_review_unit_hash": "1d86b55b0d5beed4871125f8573403060984a20786a702acd59dba03a7e4f391", "component_budget": { - "node_count": 383, - "item_count": 383, - "soft_pair_count": 1434, - "serialized_chars": 739528, - "estimated_input_tokens": 184882, - "estimated_eval_tokens": 370020 + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36230, - "estimated_input_tokens": 9058, - "estimated_eval_tokens": 18372 + "serialized_chars": 36301, + "estimated_input_tokens": 9076, + "estimated_eval_tokens": 18408 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of Transformers issues, with a few clear duplicate pairs around the same regression/error path. The strongest duplicate clusters are the non-persistent buffer corruption regression, the custom model initialization regression, the mask shape mismatch error, and the SigLIP2 bad-output reports.", - "confidence": 0.79, - "canonical_issue_reason": "issue:43644 is the best canonical issue because it states the underlying Transformers v5 non-persistent-buffer corruption regression directly and has a near-identical duplicate in issue:44534.", + "summary": "Mostly a heterogeneous set of Transformers bug reports, with only a few true duplicate-looking subclusters. The strongest matches are the custom model initialization regression, the identical mask-shape IndexError, and a SigLIP2 broken-inference report; the rest are too different in bug class or code path.", + "confidence": 0.62, + "canonical_issue_reason": "No single issue cleanly covers the whole cluster, but issue:43646 is the best canonical anchor among the true duplicates: it states the broad Transformers 5.0 custom-model-initialization regression, while issue:43645 is just a narrower Jupyter repro.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the strongest overall issue to anchor deduping: it is a clear, concrete regression report with a precise failure mode and the cleanest duplicate linkage among the set.", + "best_issue_reason": "issue:43646 is the most general, reusable bug report in the strongest duplicate subcluster, so it is the best issue to track even though the overall cluster is not one single bug.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:36331", - "right": "issue:41093", - "accept": false, - "reason": "Different failures: unexpected trainer kwarg vs tensor/mask shape mismatch. Similar age and library area, but not the same bug." - }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "Both involve Qwen3.5-related internals, but one is RLHF/SDPA/BF16 instability and the other is an flash-attention AttributeError on s_aux=None. Different code paths." + "reason": "Different failures: Qwen3.5 RLHF/3D position_ids vs a flash-attention integration AttributeError on sink-less models." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Both are loading problems, but one is a bad AutoTokenizer error for Voxtral and the other is a model load failure for a different checkpoint. Not the same underlying issue." + "reason": "Both are loading/error-reporting issues, but one is AutoTokenizer/Voxtral messaging and the other is loading a different model; no shared code path." }, { - "left": "issue:41093", - "right": "issue:44805", - "accept": true, - "reason": "Same mask/index shape mismatch error pattern; the numeric shapes differ, but the report points to the same underlying off-by-one style bug." + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Trainer API keyword mismatch versus a tensor/mask shape IndexError; unrelated bugs." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve DeepSpeed/Qwen3, but one is weight conversion on load and the other is gradient averaging with GAS; different code paths." }, { "left": "issue:43872", "right": "issue:45538", "accept": false, - "reason": "One is a bitsandbytes compatibility TypeError, the other is a CLIPTokenizer max length behavior. No shared failure mechanism." + "reason": "bitsandbytes constructor incompatibility versus a tokenizer max_length constant; unrelated." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "Both mention Qwen/attention internals, but one is a cache crash on linear_attention and the other is a model-loading incompatibility for NemotronH. Different problems." + "reason": "Both mention model internals, but one is a PagedAttentionCache crash on Qwen3.5 and the other is a NemotronH checkpoint loading failure." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same IndexError family with the same mask-vs-tensor shape mismatch; 44805 looks like a later/generalized repro of the same bug." }, { "left": "issue:44479", "right": "issue:44560", "accept": false, - "reason": "Both are video-related Qwen reports, but the first is a broad regression across several Qwen3.5-family models while the second is a specific StopIteration in Qwen3-vl-embedding. Too little evidence they are the same bug." + "reason": "Different regressions: a broad video-input regression across several Qwen VL variants versus a StopIteration on Qwen3-vl-embedding." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "Unrelated domains: DeepSpeed training weight-dimension error vs image processor void segmentation map handling." + "reason": "DeepSpeed training weight-dimension error versus image processor handling of void segmentation maps; unrelated." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "Different topics: GGUF/gpt-oss support vs autocast dtype mismatch in Phi-tiny-MoE." - }, - { - "left": "issue:44155", - "right": "issue:45584", - "accept": false, - "reason": "Both involve generation/inference behavior, but AudioFlamingo3 track leakage and Whisper empty-transcription handling are distinct bugs." + "reason": "GGUF/gpt-oss support request versus a torch.autocast dtype mismatch on Phi-tiny-MoE; not the same bug." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Both are Qwen/loader-related only at a very high level; one is GGUF support, the other is sliding_window behavior. Not the same change." + "reason": "GGUF support request versus a Qwen3-MoE sliding_window issue; different changes." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different failures: torch.compile with SDPA on Bamba vs Flash Attention illegal memory access on Qwen3.5 position_ids handling." + "reason": "Both touch attention, but Bamba SDPA/torch.compile and Qwen3.5 flash-attention position_ids are separate failures." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "These describe the same Transformers 5.0.0 custom model initialization regression; the notebook detail is just context, not a different bug." - }, - { - "left": "issue:43824", - "right": "issue:43957", - "accept": false, - "reason": "ImportError for a missing Qwen class vs meta-device loading breakage on different models. Same broad release, different issues." + "reason": "These describe the same Transformers 5.0 custom-model-initialization regression; the notebook mention is just a specific repro." }, { "left": "issue:43950", "right": "issue:45325", "accept": false, - "reason": "One is a non-persistent-buffer corruption regression; the other is incorrect temporal position_id scaling in Qwen2.5-VL. Different code paths." - }, - { - "left": "issue:42915", - "right": "issue:43957", - "accept": false, - "reason": "Qwen3Moe FP8 failure and meta-device loading regressions are unrelated." + "reason": "Non-persistent buffer loading corruption versus Qwen2.5-VL rope-position scaling; different subsystems." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "GGUF architecture support and missing Float8 storage support are unrelated compatibility issues." + "reason": "GGUF architecture support versus a missing Float8 storage type error; unrelated." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Both are Qwen3.5 video/input issues, but one is a StopIteration on video embedding input and the other is an embedding unpacking failure with TRL SFT trainer. Different failure points." + "reason": "Both are Qwen VL/input-embedding related, but one is a video StopIteration and the other is TRL SFT unpacking failure; not the same concrete bug." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "3d_parallel.py runtime failure is unrelated to GGUF gpt-oss support." + "reason": "3d_parallel.py runtime problem versus GGUF gpt-oss support; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "FineGrainedFP8Config failure on Qwen3Moe versus meta-device loading regressions; different code paths." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Import error for a Qwen2.5-VL class versus meta-device model loading breakage; unrelated." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "GenerationMixin import failure and Qwen3Moe FP8 failure are unrelated." + "reason": "GenerationMixin import failure versus Qwen3Moe FP8 config failure; unrelated." }, { "left": "issue:38175", "right": "issue:43994", "accept": true, - "reason": "Same SigLIP2 model producing incorrect outputs through different APIs; the reports read like the same underlying inference bug." + "reason": "Same SigLIP2 checkpoint with broken inference outputs; zero probabilities and nonsensical pipeline/AutoModel results look like the same underlying regression." }, { "left": "issue:43646", "right": "issue:43950", "accept": false, - "reason": "Custom model initialization regression vs non-persistent buffer corruption regression. Both are v5 regressions, but not the same issue." + "reason": "Custom model initialization regression versus non-persistent buffer corruption on from_pretrained(); different issues." }, { - "left": "issue:44560", - "right": "issue:44805", + "left": "issue:44155", + "right": "issue:45584", "accept": false, - "reason": "Video StopIteration in Qwen3-VL embedding and a generic mask/tensor shape mismatch are unrelated." + "reason": "AudioFlamingo3 batched-inference token leak versus Whisper empty-transcription generation failure; unrelated." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both are config-loading regressions, but for different models and different validation failures." + "reason": "Strict config blocking granite_speech versus tiny-random glm4v config validation; different model families and failures." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Qwen3-vl video StopIteration versus a generic mask-shape IndexError; not the same bug." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "DeepSpeed zero3/BertModel index error and add-new-model-like tokenizer mapping failure are unrelated." + "reason": "Zero-size tensor IndexError under DeepSpeed ZeRO-3 versus tokenizer-mapping-name handling in add-new-model-like; unrelated." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Different problems: zero-sized tensor index error with ZeRO-3 vs tokenizer mapping-name constraint in model registration." + "reason": "Both are IndexErrors, but one is ZeRO-3/BertModel loading and the other is a tokenizer mapping edge case; different root causes." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Offload/meta-loading failure on dequantized models and mmap OOM on Strix Halo are different loading/memory issues." - }, - { - "left": "issue:43644", - "right": "issue:44534", - "accept": true, - "reason": "Near-exact duplicate: both report the Transformers v5 regression where non-persistent buffers are filled or restored with junk." + "reason": "Dequantized model offload loading failure versus mmap OOM on Strix Halo; different memory-loading problems." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Same model family, but one is bad inference outputs and the other is a documentation example with model/processor mismatch plus quantization failure. Not the same bug." + "reason": "Both mention SigLIP2, but one is bad model outputs and the other is a documentation example with model/processor mismatch plus quantization failure; not the same concrete bug." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Different Qwen3.5 regressions: ZeRO-3 weight loading for language_model vs save_pretrained writing incorrect visual encoder keys." + "reason": "ZeRO-3 loading weights for Qwen3.5 language_model versus save_pretrained storing incorrect visual encoder keys; separate regressions." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall. The canonical choice of issue:43644 is well supported by the near-identical wording with issue:44534, and the summary stays conservative about the mostly heterogeneous rest of the set. The accepted soft pairs are all plausibly same-bug matches from the packet titles, especially the non-persistent-buffer and shape-mismatch cases." + "feedback": "The summary is grounded in the packet and stays conservative about a mostly heterogeneous cluster. The accepted duplicate subclusters are plausible from the issue titles alone: 43645/43646, 41093/44805, and 38175/43994. The non-duplicate verdicts also avoid over-claiming by generally citing distinct failure modes or code paths. No PR-pair mergeability concerns apply here." }, "evaluator_used": true, "retried": false, @@ -1652,7 +1603,7 @@ { "label": "issue", "component_index": 2, - "component_count": 14, + "component_count": 16, "review_unit_index": 5, "review_unit_count": 44, "status": "reviewed", @@ -1660,7 +1611,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-383", + "cluster_id": "cluster-15354-384", "nodes": [ "issue:36010", "issue:39404", @@ -1685,19 +1636,17 @@ "issue:43957", "issue:43994", "issue:44075", - "issue:44155", "issue:44164", "issue:44291", - "issue:44292", "issue:44387", "issue:44402", "issue:44451", "issue:44488", + "issue:44534", "issue:44661", "issue:44683", "issue:44756", "issue:44910", - "issue:44912", "issue:44960", "issue:44977", "issue:44991", @@ -1709,264 +1658,276 @@ "issue:45406", "issue:45588", "issue:45663", - "issue:45704" + "issue:45704", + "issue:45759" ], "soft_pairs": [ + "issue:43644|issue:44534", "issue:44960|issue:44977", "issue:44451|issue:44488", "issue:42491|issue:43720", - "issue:41720|issue:42915", "issue:43854|issue:43931", "issue:43708|issue:44075", + "issue:41720|issue:42915", "issue:42491|issue:45276", "issue:43856|issue:43873", "issue:43257|issue:43854", - "issue:42915|issue:44756", "issue:39692|issue:43994", - "issue:44488|issue:44991", + "issue:42915|issue:44756", "issue:42491|issue:43931", "issue:43856|issue:44387", - "issue:43644|issue:43645", - "issue:45362|issue:45406", "issue:44661|issue:44683", + "issue:43644|issue:43645", "issue:44910|issue:45588", - "issue:43404|issue:43454", + "issue:45362|issue:45406", + "issue:44488|issue:44991", "issue:42491|issue:45292", + "issue:43404|issue:43454", "issue:36010|issue:39404", "issue:45276|issue:45335", "issue:44164|issue:44291", "issue:44402|issue:44488", - "issue:41720|issue:44155", - "issue:42947|issue:45704", "issue:39692|issue:44960", - "issue:43873|issue:44387", + "issue:42947|issue:45704", "issue:43425|issue:43957", "issue:43335|issue:45663", + "issue:45663|issue:45759", + "issue:43873|issue:44387", "issue:44387|issue:44756", - "issue:44291|issue:44756", - "issue:43854|issue:45216", - "issue:44292|issue:44912" + "issue:43854|issue:45216" ], - "prepared_review_unit_hash": "842f284a13d7223dd4a8d8302a5c1f792ea79de9b763a4b518e67664f85ee987", + "prepared_review_unit_hash": "458006a1b71cabd454ad0c61ab0d278d12bbaa6fc6e012e772b71deaf57f7e9a", "component_budget": { - "node_count": 383, - "item_count": 383, - "soft_pair_count": 1434, - "serialized_chars": 739528, - "estimated_input_tokens": 184882, - "estimated_eval_tokens": 370020 + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37869, - "estimated_input_tokens": 9468, - "estimated_eval_tokens": 19192 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37020, + "estimated_input_tokens": 9255, + "estimated_eval_tokens": 18766 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous cluster of unrelated Transformers issues. The only clear duplicate-like pair is the resize_token_embeddings regression affecting model-specific embeddings; the rest are separate bugs in different models, loaders, quantization paths, or training flows.", - "confidence": 0.87, - "canonical_issue_reason": "issue:45276 is the broadest and clearest statement of the shared bug: resize_token_embeddings not updating downstream embeddings/output weights. issue:45335 reads like a narrower model-specific instance of the same regression.", + "summary": "One clear duplicate pair stands out: the non-persistent-buffer regression in Transformers 5.0.0. The rest are related by subsystem or model family, but they do not look like the same concrete bug.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43644 is the earlier, broader report of the non-persistent buffer regression in Transformers 5.0.0; it is the better canonical thread for the duplicate pair with issue:44534.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45276 is the best representative because it captures the underlying resize_token_embeddings regression at the highest level without being overly model-specific.", + "best_issue_reason": "issue:43644 is the strongest issue candidate overall because it captures a concrete, version-specific regression with a clear duplicate and broad impact.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same bug: both report Transformers v5 filling non-persistent buffers with junk; 44534 is just a shorter rewording of the same regression." + }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Different model families and failure modes: GLM5 vs Qwen3.5 flash-attention generation." + "reason": "Both mention flash-attention/generation failures, but they affect different models and appear to be different code-path bugs." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "Both are model-loading complaints, but they concern different checkpoints and no concrete shared bug is evident." + "reason": "Both are model-loading failures for different BERT checkpoints, but there is no clear evidence they share the same underlying defect." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Different subsystems: Qwen3 MoE LoRA compatibility versus BitNet packed-weight loading." - }, - { - "left": "issue:41720", - "right": "issue:42915", - "accept": false, - "reason": "Both involve Qwen3-family models, but one is auto device mapping on A800 and the other is FineGrainedFP8Config; not the same bug." + "reason": "Completely different problems: Qwen3 MoE LoRA compatibility vs BitNet packed-weight loading in accelerate." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different models and errors: GLM-4.7-Flash test loading versus Qwen3-VL weight-shape mismatch." + "reason": "Different model-load failures with different symptoms; no sign of a shared root cause." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Unrelated training scheduler math versus optimizer argument handling." + "reason": "Trainer checkpoint math and SGD argument handling are unrelated bugs." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Different Qwen3 issues: device-mapping CUDA assert vs FineGrainedFP8Config failure." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Qwen3 MoE hf4.x/hf5.x incompatibility is unrelated to token-embedding resize propagation." + "reason": "Unrelated issues; one is a Qwen3 MoE LoRA compatibility problem, the other is resize_token_embeddings behavior in Gemma4." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Both mention memory/quantization, but one is training memory inefficiency and the other is offloading behavior." + "reason": "Both involve Qwen3 MoE/quantization, but one is training memory usage and the other is offloading behavior; not the same bug." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Different code paths: Qwen3 MoE accelerate+deepspeed loading versus GLM-4.7-Flash unit-test loading." - }, - { - "left": "issue:42915", - "right": "issue:44756", - "accept": false, - "reason": "Different problems: Qwen3 MoE FP8 failure versus disabling mmap on Strix Halo OOM." + "reason": "Different failures: Qwen3 MoE weight conversion with accelerate/deepspeed vs GLM-4.7 loading in tests." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Same model family (SigLIP2) but different concrete issues: docs example errors versus nonsensical inference results." + "reason": "Both concern SigLIP2, but one is a broken documentation example and the other is bad outputs in AutoModel/pipeline; not the same concrete issue." }, { - "left": "issue:44488", - "right": "issue:44991", + "left": "issue:42915", + "right": "issue:44756", "accept": false, - "reason": "Both are tokenizer/loading regressions, but they target different models and symptoms." + "reason": "Qwen3Moe FP8 failure and Strix Halo mmap OOM are unrelated." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "Different model-loading failures with no shared concrete code path." + "reason": "Different model-loading/training problems with no shared code-path evidence." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both are quantization/memory-related, but one is training memory usage and the other is int4 reserved-memory OOM." + "reason": "One is Qwen3 MoE memory use during training; the other is int4 CUDA reserved-memory/OOM under Transformers 5.x." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer-mapping registration bug and compiled flex_attention/torch-version failure are unrelated." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Both are Transformers 5.0 regressions, but one is junk non-persistent buffers and the other is notebook custom-model initialization." + "reason": "Related to Transformers 5.0.0 regressions, but one is non-persistent buffers and the other is custom-model initialization in Jupyter; different bugs." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both are flash-attention crashes, but the root causes differ: packed-sequence misinterpretation vs s_aux=None handling." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Different model/runtime failures: Qwen3.5 chat crash versus Gemma4Processor missing _tokenizer in serve." + "reason": "Different failures in different model stacks: Qwen3.5 chat crash vs Gemma4Processor missing _tokenizer." }, { - "left": "issue:44661", - "right": "issue:44683", + "left": "issue:44488", + "right": "issue:44991", "accept": false, - "reason": "Tokenizer-mapping metadata bug versus compiled flex_attention/torch compatibility; unrelated changes." + "reason": "Both are tokenizer/model-loading complaints, but they concern different checkpoints and different failure modes." }, { - "left": "issue:44910", - "right": "issue:45588", + "left": "issue:42491", + "right": "issue:45292", "accept": false, - "reason": "Both touch attention code, but one is Qwen3.5 packed-sequence position_ids handling and the other is sink-less s_aux=None attribute handling." + "reason": "No concrete overlap; one is Qwen3 MoE LoRA compatibility, the other is output_embeddings not updating on resize." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both mention lm_head tying, but they affect different model classes and there is no evidence they are the same concrete bug." - }, - { - "left": "issue:42491", - "right": "issue:45292", - "accept": false, - "reason": "LoRA/qwen3_moe hf4.x incompatibility is unrelated to resize_token_embeddings not updating output embeddings." + "reason": "Both are weight-tying problems, but they affect different model classes and are not clearly the same code-path bug." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to Whisper pipeline return_language behavior." + "reason": "ImportError for GenerationMixin and Whisper return_language pipeline regression are unrelated." }, { "left": "issue:45276", "right": "issue:45335", - "accept": true, - "reason": "Both describe the same regression: resize_token_embeddings not propagating to model-specific embeddings/output layers, just on different model variants." + "accept": false, + "reason": "Very similar symptom, but different model families and different embedding targets; not enough evidence of one shared bug." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Different lifecycle bugs: extra_state save/from_pretrained handling versus init_empty_weights/_is_hf_initialized loading." + "reason": "Saving/from_pretrained extra_state handling and init_empty_weights unexpected argument handling are distinct loading issues." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Tokenizer vocab mismatch for one model is not the same as loading failure for another model." + "reason": "Tokenizer vocab-size mismatch and a model-loading failure for cjvt/sleng-bert are different defects." }, { - "left": "issue:41720", - "right": "issue:44155", + "left": "issue:39692", + "right": "issue:44960", "accept": false, - "reason": "Qwen3 device-mapping CUDA assert is unrelated to AudioFlamingo3 batched inference token leakage." + "reason": "Different model families and different problem types; no shared underlying bug." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing with PEFT LoRA and apex RMSNorm memory leak are separate issues." + "reason": "Both touch training stability/memory, but PEFT gradient checkpointing and apex FusedRMSNorm memory leak are unrelated." }, { - "left": "issue:39692", - "right": "issue:44960", + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch 2.10 incompatibility and meta-device loading regressions are separate problems." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers config construction and Gemma-4 FSDP2 shared_kv_states behavior are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45759", "accept": false, - "reason": "SigLIP2 documentation/inference issues are unrelated to GLM5." + "reason": "Gemma-4 FSDP2 attention state bug and Qwen multimodal config unwrapping are different issues." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Both involve quantization/OOM themes, but one is offloading not working and the other is increased reserved CUDA memory under int4." + "reason": "Offloading with quantization and int4 CUDA reserved-memory/OOM are related at a high level but not the same concrete bug." }, { - "left": "issue:43425", - "right": "issue:43957", + "left": "issue:44387", + "right": "issue:44756", "accept": false, - "reason": "Torch 2.10 incompatibility is unrelated to meta-device loading regressions." + "reason": "Different performance/memory regressions: int4 quantization OOM vs disabling mmap on Strix Halo." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Different regressions: GLM-4.7-Flash load failure versus Qwen3.5 checkpoint save_pretrained correctness." - }, - { - "left": "issue:44292", - "right": "issue:44912", - "accept": false, - "reason": "Both are quantization load issues, but they involve different model families and distinct symptoms (NVFP4 error vs MXFP4 falling back to bf16)." + "reason": "Different Qwen3/VL loading and save_pretrained regression issues." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative overall. The only supported duplicate-like pair in the packet is issue:45276 / issue:45335, which both describe the same resize_token_embeddings propagation regression across model-specific output/input embeddings. The remaining soft-edge rejections are cautious and consistent with the packet\u2019s titles/symptoms." + "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The only accepted pair, issue:43644 / issue:44534, is well-supported by the titles and is a reasonable canonical duplicate thread. The rejected pairs are all framed cautiously with no obvious overstatement." }, "evaluator_used": true, "retried": false, @@ -1977,7 +1938,7 @@ { "label": "issue", "component_index": 2, - "component_count": 14, + "component_count": 16, "review_unit_index": 6, "review_unit_count": 44, "status": "reviewed", @@ -1985,9 +1946,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-383", + "cluster_id": "cluster-15354-384", "nodes": [ "issue:39404", + "issue:41720", "issue:42947", "issue:43257", "issue:43299", @@ -1999,23 +1961,23 @@ "issue:43708", "issue:43716", "issue:43828", + "issue:43854", "issue:43856", "issue:43901", "issue:43906", "issue:43931", "issue:43957", - "issue:43994", - "issue:44079", + "issue:44155", "issue:44164", "issue:44265", + "issue:44291", + "issue:44292", "issue:44402", "issue:44451", "issue:44479", "issue:44509", "issue:44530", "issue:44589", - "issue:44671", - "issue:44743", "issue:44756", "issue:44805", "issue:44863", @@ -2025,7 +1987,6 @@ "issue:44918", "issue:44928", "issue:44960", - "issue:44991", "issue:45084", "issue:45276", "issue:45292", @@ -2037,293 +1998,293 @@ "issue:45701" ], "soft_pairs": [ - "issue:44743|issue:44960", + "issue:44292|issue:44912", + "issue:44291|issue:44756", + "issue:42947|issue:43381", "issue:45684|issue:45698", - "issue:43957|issue:44756", "issue:45276|issue:45292", - "issue:42947|issue:43381", "issue:43381|issue:44928", "issue:44164|issue:44756", + "issue:41720|issue:44155", "issue:45588|issue:45663", - "issue:43646|issue:43708", "issue:44479|issue:44877", + "issue:43646|issue:43708", + "issue:43854|issue:44960", + "issue:43957|issue:44756", "issue:45292|issue:45335", "issue:44402|issue:44451", "issue:43645|issue:44164", - "issue:43257|issue:44863", "issue:43828|issue:43957", + "issue:43257|issue:44863", "issue:43425|issue:43828", - "issue:39404|issue:45701", "issue:44589|issue:44756", "issue:44479|issue:45663", "issue:43906|issue:44530", - "issue:43931|issue:44863", + "issue:39404|issue:45701", "issue:43611|issue:43645", "issue:44530|issue:45084", + "issue:43931|issue:44863", "issue:43425|issue:43716", - "issue:39404|issue:44912", "issue:43901|issue:44509", + "issue:39404|issue:44912", "issue:44863|issue:45663", + "issue:44265|issue:44898", "issue:43299|issue:43931", - "issue:43257|issue:45663", "issue:44479|issue:44805", - "issue:44265|issue:44898", - "issue:43994|issue:44079", - "issue:44671|issue:44991", - "issue:39404|issue:44671", "issue:43856|issue:44756", - "issue:43425|issue:44918" + "issue:43425|issue:44918", + "issue:44589|issue:45084" ], - "prepared_review_unit_hash": "f4f41c2033b4711afa89a36e76c7e03957286a78cc3bf7d04b8ccfa5578d94d2", + "prepared_review_unit_hash": "1e791ac9b19b43d83d2dbd51a5500da7af1d295a0ed7e945220d56924fa4b76e", "component_budget": { - "node_count": 383, - "item_count": 383, - "soft_pair_count": 1434, - "serialized_chars": 739528, - "estimated_input_tokens": 184882, - "estimated_eval_tokens": 370020 + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 36, - "serialized_chars": 38427, - "estimated_input_tokens": 9607, - "estimated_eval_tokens": 19470 + "serialized_chars": 38455, + "estimated_input_tokens": 9614, + "estimated_eval_tokens": 19484 }, "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 spanning loading regressions, dtype mismatches, training bugs, docs drift, and model-specific failures. The only clear duplicate family is the resize_token_embeddings regression group.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 45292 is the broadest and most generic of the resize_token_embeddings reports, so it best represents that small duplicate family; there is no single canonical issue for the whole cluster because the rest are unrelated.", + "summary": "Most pairs are only loosely related by subsystem or symptom. The only clear duplicate-looking pair is the Gemma resize_token_embeddings bug: one issue is a broader restatement of the same missing propagation to output embeddings.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45276 is the best canonical issue because it states the concrete resize_token_embeddings propagation bug more completely, including the Gemma-4-specific affected paths and the output embedding mismatch.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45292 is the best overall issue representative only for the overlapping resize_token_embeddings bug class, but it should not be treated as a canonical for the entire cluster.", + "best_issue_reason": "issue:45276 is the best representative issue for the deduped pair: it is specific, actionable, and captures the underlying code-path failure more fully than the narrower duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44743", - "right": "issue:44960", + "left": "issue:44292", + "right": "issue:44912", "accept": false, - "reason": "Different problems: Qwen3.5 recurrent state reset with cache vs a GLM5 issue with no shared code-path evidence." + "reason": "Both are quantization/load failures, but they involve different models and different failure modes; too broad to treat as the same bug." }, { - "left": "issue:45684", - "right": "issue:45698", + "left": "issue:44291", + "right": "issue:44756", "accept": false, - "reason": "Both involve custom-model save/load, but one is a read-only permission propagation issue and the other is wrong module reloaded after save_pretrained; not the same bug." + "reason": "One is an init_empty_weights argument regression; the other is an mmap/OOM workaround on Strix Halo. Not the same underlying issue." }, { - "left": "issue:43957", - "right": "issue:44756", + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is about ineffective LoRA/PEFT checkpointing and the other about eval-mode restrictions; different bugs." + }, + { + "left": "issue:45684", + "right": "issue:45698", "accept": false, - "reason": "Meta-device loading regressions and Strix Halo mmap OOM are unrelated failure modes." + "reason": "Custom-model save permission propagation and wrong module loading are separate save/load problems." }, { "left": "issue:45276", "right": "issue:45292", "accept": true, - "reason": "Same resize_token_embeddings regression family: both report resized embeddings not propagating to output embeddings / related tied weights." - }, - { - "left": "issue:42947", - "right": "issue:43381", - "accept": false, - "reason": "Gradient checkpointing being ineffective with LoRA is different from it being disallowed in eval mode." + "reason": "These describe the same resize_token_embeddings propagation bug; 45276 is the broader report, while 45292 is a narrower duplicate focused on output_embeddings." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "One is an eval-mode checkpointing limitation; the other is a Qwen3.5 RLHF NaN issue caused by 3D position_ids and SDPA fallback." + "reason": "Eval-mode gradient checkpointing and RLHF NaN/SDPA fallback issues are unrelated." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "save/from_pretrained extra_state handling is unrelated to mmap-induced OOM on Strix Halo." + "reason": "Extra_state serialization and Strix Halo mmap/OOM are unrelated code paths." }, { - "left": "issue:45588", - "right": "issue:45663", + "left": "issue:41720", + "right": "issue:44155", "accept": false, - "reason": "Different code paths: flash_attention crash on s_aux=None vs Gemma-4 FSDP2 shared_kv_states reconstruction." + "reason": "A800 device-mapping asserts and AudioFlamingo3 batched inference leakage are unrelated." }, { - "left": "issue:43646", - "right": "issue:43708", + "left": "issue:45588", + "right": "issue:45663", "accept": false, - "reason": "Custom model initialization in Jupyter is unrelated to resume_from_checkpoint max_steps accounting." + "reason": "Flash-attention sinkless-model crash and Gemma-4 FSDP2 shared_kv_states issues are different bugs." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Video-input regression for Qwen VL models is not the same as strict config blocking granite_speech loading." + "reason": "Video-input regression for Qwen models and strict config loading for granite_speech are not the same issue." }, { - "left": "issue:45292", - "right": "issue:45335", - "accept": true, - "reason": "Both describe resize_token_embeddings failing to update downstream embedding modules; this looks like the same underlying resize propagation bug." + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization in notebooks and resume_from_checkpoint max_steps miscalculation are unrelated." }, { - "left": "issue:44402", - "right": "issue:44451", + "left": "issue:43854", + "right": "issue:44960", "accept": false, - "reason": "Token vocab-size mismatch in one model is not the same as a generic inability to load ScandiBERT." + "reason": "Unit-test loading failure for GLM-4.7-Flash and the separate GLM5 issue do not share a concrete bug report." }, { - "left": "issue:43645", - "right": "issue:44164", + "left": "issue:43957", + "right": "issue:44756", "accept": false, - "reason": "Jupyter custom-model initialization regression is unrelated to extra_state serialization handling." + "reason": "Meta-device loading regressions and mmap/OOM on Strix Halo are different failure modes." }, { - "left": "issue:43257", - "right": "issue:44863", + "left": "issue:45292", + "right": "issue:45335", + "accept": false, + "reason": "Both concern resize_token_embeddings, but the affected architectures and missing targets differ enough that this is not clearly the same bug." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab-size mismatch and a generic ScandiBERT load failure are too vague to merge confidently." + }, + { + "left": "issue:43645", + "right": "issue:44164", "accept": false, - "reason": "Qwen3 MoE conversion under accelerate+deepspeed and NemotronH checkpoint loading are distinct model-loading failures." + "reason": "Jupyter/custom-model initialization and extra_state save/load handling are separate issues." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Autocast dtype mismatch on Phi-tiny-MoE is unrelated to meta-device loading regressions." + "reason": "Autocast dtype mismatch for Phi-tiny-MoE and meta-device loading regressions are unrelated." }, { - "left": "issue:43425", - "right": "issue:43828", + "left": "issue:43257", + "right": "issue:44863", "accept": false, - "reason": "Torch version incompatibility is too broad and unrelated to a specific autocast dtype mismatch." + "reason": "Qwen3 MoE conversion under accelerate+deepspeed and NemotronH checkpoint loading are different model-loading bugs." }, { - "left": "issue:39404", - "right": "issue:45701", + "left": "issue:43425", + "right": "issue:43828", "accept": false, - "reason": "Whisper pipeline return_language regression is unrelated to tokenizer changes across versions." + "reason": "Torch version incompatibility and an autocast dtype mismatch are not the same code-path problem." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to mmap OOM on Strix Halo." + "reason": "Float8 storage lookup failure and mmap/OOM are unrelated." }, { "left": "issue:44479", "right": "issue:45663", "accept": false, - "reason": "Qwen video regression and Gemma-4 FSDP2 KeyError are different model families and different failures." + "reason": "Qwen video-input regression and Gemma-4 FSDP2 attention state rebuilding are different bugs." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "An isolated reproduction of another issue is not enough to treat it as the same bug as a PagedAttentionCache crash." + "reason": "Isolated reproduction of another issue and a Qwen3.5 PagedAttentionCache crash are not the same bug." }, { - "left": "issue:43931", - "right": "issue:44863", + "left": "issue:39404", + "right": "issue:45701", "accept": false, - "reason": "Qwen3-VL shape mismatch and NemotronH checkpoint loading failure do not share a concrete root cause." + "reason": "Whisper pipeline return_language regression and tokenization changes across versions are unrelated." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "base_model_prefix loading breakage is different from custom model initialization in notebooks." + "reason": "Base_model_prefix loading breakage and notebook-defined custom model initialization are distinct regressions." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache linear_attention crash is not the same as a template compilation TypeError." + "reason": "PagedAttentionCache linear_attention crash and non-template-node compilation failure are unrelated." }, { - "left": "issue:43425", - "right": "issue:43716", + "left": "issue:43931", + "right": "issue:44863", "accept": false, - "reason": "Torch 2.10 incompatibility is too general and unrelated to a Mistral-3 image-preprocessor dtype mismatch." + "reason": "Qwen3-VL weight-shape mismatch and NemotronH checkpoint loading are separate model-loading issues." }, { - "left": "issue:39404", - "right": "issue:44912", + "left": "issue:43425", + "right": "issue:43716", "accept": false, - "reason": "Whisper pipeline return_language regression is unrelated to MXFP4 quantization fallback behavior." + "reason": "Torch 2.10 incompatibility and Mistral-3 image-preprocessor dtype mismatch are not the same underlying bug." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Docs mentioning removed pipeline tasks is a documentation issue, not the same as return_all_scores behavior drift." - }, - { - "left": "issue:44863", - "right": "issue:45663", - "accept": false, - "reason": "NemotronH checkpoint loading and Gemma-4 FSDP2 shared_kv_states issues are unrelated." + "reason": "Both are docs-related, but they cover different deprecated pipeline/task mentions and should not be merged." }, { - "left": "issue:43299", - "right": "issue:43931", + "left": "issue:39404", + "right": "issue:44912", "accept": false, - "reason": "Qwen3VL moe loading breakage from version 5.0.0.dev0 is different from Qwen3-VL weight-shape mismatch." + "reason": "Whisper pipeline language return regression and Qwen quantization loading failure are unrelated." }, { - "left": "issue:43257", + "left": "issue:44863", "right": "issue:45663", "accept": false, - "reason": "Qwen3 MoE weight conversion under distributed loading is unrelated to Gemma-4 training KeyError." - }, - { - "left": "issue:44479", - "right": "issue:44805", - "accept": false, - "reason": "Video-input regression and mask shape mismatch are separate defects." + "reason": "NemotronH checkpoint loading and Gemma-4 FSDP2 shared_kv_states rebuilding are different issues." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export failures with torch_compilable_check are unrelated to Perceiver interpolation failures." - }, - { - "left": "issue:43994", - "right": "issue:44079", - "accept": false, - "reason": "Siglip2 nonsensical outputs and ModelOutput key assignment are not the same bug." + "reason": "torch.export support for torch_compilable_check and Perceiver image classification resize issues are unrelated." }, { - "left": "issue:44671", - "right": "issue:44991", + "left": "issue:43299", + "right": "issue:43931", "accept": false, - "reason": "CamemBERT masked-LM prediction regression is unrelated to tokenizer loading failures." + "reason": "Both involve Qwen3-VL, but one is a MoE loading regression and the other is a shape-mismatch load error; not clearly the same fix." }, { - "left": "issue:39404", - "right": "issue:44671", + "left": "issue:44479", + "right": "issue:44805", "accept": false, - "reason": "Whisper pipeline return_language regression and CamemBERT prediction errors are unrelated model-specific bugs." + "reason": "Video-input regression and a mask shape IndexError are different bugs." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Qwen3 MoE training memory inefficiency is unrelated to mmap OOM on Strix Halo." + "reason": "Qwen3 MoE training memory inefficiency and Strix Halo mmap/OOM are separate memory issues." }, { "left": "issue:43425", "right": "issue:44918", "accept": false, - "reason": "Torch version incompatibility is not the same as Qwen3.5 unpacking failure in trl SFT trainer." + "reason": "Torch version incompatibility and Qwen3.5 embedding unpacking with TRL are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure and template-node compilation failure are different code paths." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: it treats issue 45292 as representative only of the resize_token_embeddings subfamily, and it does not overclaim a canonical issue for the rest of the largely unrelated cluster. The accepted soft-edge calls are also appropriately cautious given the titles and the lack of shared code-path evidence in the packet." + "feedback": "The analysis is generally grounded in the packet and stays conservative on the ambiguous pairs. The only clear duplicate-looking pair is issue:45276 vs issue:45292, and choosing 45276 as the canonical/broader report is supported by the titles and similarity. No soft-edge verdict seems to overstate the evidence." }, "evaluator_used": true, "retried": false, @@ -2334,7 +2295,7 @@ { "label": "issue", "component_index": 2, - "component_count": 14, + "component_count": 16, "review_unit_index": 7, "review_unit_count": 44, "status": "reviewed", @@ -2342,7 +2303,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-383", + "cluster_id": "cluster-15354-384", "nodes": [ "issue:32090", "issue:34567", @@ -2352,9 +2313,7 @@ "issue:40990", "issue:42915", "issue:42947", - "issue:43262", "issue:43317", - "issue:43377", "issue:43404", "issue:43421", "issue:43425", @@ -2372,15 +2331,16 @@ "issue:43716", "issue:43883", "issue:43957", + "issue:43994", + "issue:44079", "issue:44164", "issue:44206", "issue:44220", "issue:44451", "issue:44466", - "issue:44479", "issue:44488", "issue:44530", - "issue:44589", + "issue:44671", "issue:44683", "issue:44811", "issue:44849", @@ -2391,276 +2351,277 @@ "issue:45325", "issue:45507", "issue:45584", - "issue:45685" + "issue:45685", + "issue:45759" ], "soft_pairs": [ - "issue:40990|issue:42947", - "issue:44589|issue:45084", "issue:43596|issue:44683", + "issue:40990|issue:42947", "issue:43425|issue:45685", + "issue:39404|issue:44671", + "issue:43994|issue:44079", + "issue:44671|issue:44991", "issue:36032|issue:43452", - "issue:32090|issue:39404", + "issue:44164|issue:45759", "issue:44991|issue:45081", + "issue:32090|issue:39404", "issue:43957|issue:44164", - "issue:44164|issue:44479", "issue:44488|issue:45081", - "issue:43582|issue:43632", "issue:40990|issue:43421", - "issue:43611|issue:43644", + "issue:43582|issue:43632", "issue:43883|issue:44488", - "issue:44488|issue:44987", + "issue:43611|issue:43644", "issue:44206|issue:44220", "issue:44811|issue:45584", "issue:43716|issue:45084", + "issue:44488|issue:44987", "issue:34567|issue:40444", "issue:43643|issue:44530", "issue:43644|issue:43646", "issue:43883|issue:44991", + "issue:44451|issue:44987", "issue:36032|issue:42915", "issue:43452|issue:43482", - "issue:44451|issue:44987", - "issue:42915|issue:44530", "issue:43541|issue:45084", + "issue:42915|issue:44530", "issue:43317|issue:43482", "issue:44849|issue:45325", - "issue:36032|issue:43645", "issue:43404|issue:44466", - "issue:44987|issue:44991", - "issue:43262|issue:43377", + "issue:36032|issue:43645", "issue:45084|issue:45507" ], - "prepared_review_unit_hash": "6e45b55e7a936aa62a1116e2a419a23dc40788c0f00b1fd8be90239069949414", + "prepared_review_unit_hash": "2738218094ca51d647fb6ddcec8a1a9629bf32332c8ab6b5222a4a0d45f1f6a1", "component_budget": { - "node_count": 383, - "item_count": 383, - "soft_pair_count": 1434, - "serialized_chars": 739528, - "estimated_input_tokens": 184882, - "estimated_eval_tokens": 370020 + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37972, - "estimated_input_tokens": 9493, - "estimated_eval_tokens": 19242 + "serialized_chars": 37904, + "estimated_input_tokens": 9476, + "estimated_eval_tokens": 19208 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous regression reports. Two soft-duplicate pockets stand out: GGUF loading (43452/43482) and audio fbank extraction (44206/44220); the rest look unrelated.", - "confidence": 0.64, - "canonical_issue_reason": "43452 is the broadest, most representative issue in the set because it describes the generic GGUF from_pretrained loading regression that 43482 appears to specialize.", + "summary": "Most pairs are unrelated; the only convincing duplicate clusters are a v5 custom-model initialization regression, a GGUF loading regression, and a likely LASR fbank-feature extraction crash. I rejected the rest because they touch different code paths or only share a broad subsystem.", + "confidence": 0.68, + "canonical_issue_reason": "No single issue spans the whole set, but issue 43646 is the best umbrella representative for the closest duplicate cluster because it states the broad v5 custom-model initialization regression that 43644 appears to describe as a specific symptom.", "canonical_pr_reason": null, - "best_issue_reason": "43452 is the best standalone representative issue: it captures the shared loader failure at the right abstraction level, while 43482 is the model-specific manifestation.", + "best_issue_reason": "Issue 43646 is the strongest keep candidate among the duplicate-like reports: it is the most general description of the shared failure mode, and it subsumes the more specific buffer-state symptom in 43644.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Different failures: deepspeed/zero3 indexing vs torch>=2.9 flex_attention compilation." + }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "Different failure classes: perplexity on one model/dataset vs gradient-checkpointing behavior in PEFT LoRA." + "reason": "Unrelated symptoms; perplexity regression is not the same bug as LoRA gradient-checkpointing ineffectiveness." }, { - "left": "issue:44589", - "right": "issue:45084", + "left": "issue:43425", + "right": "issue:45685", "accept": false, - "reason": "Unrelated code paths: float8 storage lookup vs template compilation error." + "reason": "Torch version compatibility and an MPS histogram error are different issues." }, { - "left": "issue:43596", - "right": "issue:44683", + "left": "issue:39404", + "right": "issue:44671", "accept": false, - "reason": "Different problems: ZeRO-3 init index error vs compiled flex_attention failing on newer torch." + "reason": "Whisper pipeline language return bug and CamemBERT masked-LM prediction bug are unrelated." }, { - "left": "issue:43425", - "right": "issue:45685", + "left": "issue:43994", + "right": "issue:44079", "accept": false, - "reason": "Only loosely related by backend/platform; one is torch version compatibility, the other is an MPS integer histogram op gap." + "reason": "Different code paths: SigLIP2 inference quality vs ModelOutput key assignment semantics." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Different models and different failure modes; no shared underlying bug is evident." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "Tokenizer special-token API conflict is unrelated to GGUF file loading failures." + "reason": "T5Tokenizer special-tokens conflict and GGUF loading failure are unrelated." }, { - "left": "issue:32090", - "right": "issue:39404", + "left": "issue:44164", + "right": "issue:45759", "accept": false, - "reason": "Distributed Trainer broadcast NoneType and Whisper pipeline return_language are different bugs." + "reason": "Save/from_pretrained extra_state handling is not the same as unwrap text_config in composite Qwen configs." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Both involve tokenizers, but the specific failure modes and model paths differ." + "reason": "Tokenizer loading for EMBEDDIA/est-roberta and Mistral regex patching crash are different bugs." }, { - "left": "issue:43957", - "right": "issue:44164", + "left": "issue:32090", + "right": "issue:39404", "accept": false, - "reason": "Meta-device model loading is a different path from save/from_pretrained extra_state handling." + "reason": "Trainer GPU broadcast NoneType error has nothing in common with Whisper return_language behavior." }, { - "left": "issue:44164", - "right": "issue:44479", + "left": "issue:43957", + "right": "issue:44164", "accept": false, - "reason": "Extra_state serialization and Qwen video-input regression are unrelated." + "reason": "Meta-device loading regression and extra_state save/load handling are separate issues." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Different model-loading failures with no clear shared underlying bug." - }, - { - "left": "issue:43582", - "right": "issue:43632", - "accept": false, - "reason": "Apple Silicon allocator warmup error and `_is_hf_initialized` regression are distinct." + "reason": "Both are model-loading complaints, but they target different root causes and code paths." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Perplexity report and runtime post-processor update bug are unrelated." + "reason": "Perplexity regression and runtime post-processor updates for special tokens are unrelated." }, { - "left": "issue:43611", - "right": "issue:43644", + "left": "issue:43582", + "right": "issue:43632", "accept": false, - "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is non-persistent buffer initialization." + "reason": "Apple Silicon allocator warmup TypeError is not the same as the _is_hf_initialized flag regression." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Missing tied-weights bookkeeping vs loading a specific BERT model are different issues." + "reason": "Missing all_tied_weights_keys and model-loading failures for different checkpoints are not the same bug." }, { - "left": "issue:44488", - "right": "issue:44987", + "left": "issue:43611", + "right": "issue:43644", "accept": false, - "reason": "Two separate model-loading failures with different root causes." + "reason": "base_model_prefix loading regression and non-persistent buffer junk are distinct initialization/loading problems." }, { "left": "issue:44206", "right": "issue:44220", "accept": true, - "reason": "Both point to the same audio fbank extraction path; one reports the unsupported `center` argument, the other the failing helper function." + "reason": "Both point to the same LASR audio feature-extraction crash; one names the unsupported center arg, the other the failing internal fbank helper." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Both are Whisper-related, but batch_decode skip_special_tokens and empty-transcription generation after align_special_tokens are different bugs." + "reason": "Whisper decode skip_special_tokens behavior and empty-transcription generation failure are related only broadly, not the same concrete bug." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Image preprocessor dtype mismatch is unrelated to template compilation." + "reason": "Image preprocessor dtype mismatch and template-node compilation failure are unrelated." }, { - "left": "issue:34567", - "right": "issue:40444", + "left": "issue:44488", + "right": "issue:44987", "accept": false, - "reason": "Trainer token-count tracking and multi-image IterableDataset finetuning failure are different." + "reason": "Different model-loading failures with no clear shared root cause." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "Trust-remote-code config field loss is unrelated to PagedAttentionCache linear_attention failures." + "reason": "AutoConfig trust_remote_code field loss and PagedAttentionCache linear_attention crash are unrelated." }, { "left": "issue:43644", "right": "issue:43646", - "accept": false, - "reason": "Both concern v5 model init/loading, but the concrete bugs differ: junk buffers vs custom model initialization." + "accept": true, + "reason": "Same Transformers v5 custom-model initialization regression; 43644 is a specific symptom of the broader failure described in 43646." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Tied-weights attribute removal and tokenizer loading for EMBEDDIA/est-roberta are unrelated." + "reason": "Missing tied-weights metadata and tokenizer loading for a specific model are not the same issue." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Different checkpoint-loading failures affecting different models and different loader paths." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "Tokenizer method-name conflict and Qwen3Moe FP8 config failure are unrelated." + "reason": "Tokenizer special-token conflict and FineGrainedFP8Config failure are unrelated." }, { "left": "issue:43452", "right": "issue:43482", "accept": true, - "reason": "Same underlying GGUF loading regression in v5/from_pretrained; 43482 is the model-specific instance of the broader 43452 report." + "reason": "Both are GGUF-loading regressions in transformers v5; 43482 looks like a model-specific instance of the broader loader breakage in 43452." }, { - "left": "issue:44451", - "right": "issue:44987", + "left": "issue:43541", + "right": "issue:45084", "accept": false, - "reason": "Different model-loading regressions affecting different checkpoints." + "reason": "Grouped-mm torch dynamo tracing failure and non-template-node compilation error are different problems." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Fine-grained FP8 config failure and PagedAttentionCache invalid group type are unrelated." - }, - { - "left": "issue:43541", - "right": "issue:45084", - "accept": false, - "reason": "Torch dynamo grouped_mm tracing failure is unrelated to template compilation." + "reason": "FineGrainedFP8Config failure and PagedAttentionCache invalid group type are unrelated." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "Dequantized model offload loading and GGUF loading are distinct code paths." + "reason": "gpu/cpu offload dequantized-model loading and GGUF loading failure are different code paths." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Different Qwen model regressions affecting different internals." - }, - { - "left": "issue:36032", - "right": "issue:43645", - "accept": false, - "reason": "Tokenizer special-token conflict and notebook custom-model initialization are unrelated." + "reason": "Qwen3.5 hidden-states bug and Qwen2.5-VL rope-index scaling bug are distinct model-specific regressions." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "Both mention tied weights, but one is a missing tie in a specific model and the other is serialization inconsistency; not the same bug." + "reason": "Both mention lm_head/tied weights, but one is a missing tie in a specific model and the other is a serialization inconsistency; not the same concrete bug." }, { - "left": "issue:43262", - "right": "issue:43377", + "left": "issue:36032", + "right": "issue:43645", "accept": false, - "reason": "Audio processor sampling-rate default and MIMI batched-vs-single padding-mask discrepancy are different issues." + "reason": "T5 tokenizer loading conflict and custom model initialization in notebooks are unrelated." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Template compilation failure and GraniteMoEHybrid invalid-method calls are unrelated." + "reason": "Template compilation error and GraniteMoEHybrid invalid method call are different failures." } ] }, "evaluator_result": { "accept": true, - "feedback": "The output is grounded in the packet and the soft-edge calls stay conservative. The two accepted pairs (43452/43482 and 44206/44220) are plausible same-bug clusters from the titles alone, while the other rejections avoid overclaiming. The summary is also appropriately cautious." + "feedback": "The summary is grounded in the packet and stays conservative. The accepted soft-edge pairs are plausible duplicates from titles alone, and the rejected pairs are mostly clearly different bugs or code paths. The umbrella/canonical choice of 43646 is also reasonable given its broader wording compared with 43644." }, "evaluator_used": true, "retried": false, @@ -2671,7 +2632,7 @@ { "label": "issue", "component_index": 2, - "component_count": 14, + "component_count": 16, "review_unit_index": 8, "review_unit_count": 44, "status": "reviewed", @@ -2679,19 +2640,20 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-383", + "cluster_id": "cluster-15354-384", "nodes": [ "issue:36032", - "issue:40444", "issue:40990", "issue:41553", "issue:42175", "issue:42915", + "issue:43262", "issue:43296", "issue:43317", "issue:43322", "issue:43377", "issue:43404", + "issue:43425", "issue:43531", "issue:43540", "issue:43582", @@ -2705,7 +2667,6 @@ "issue:43856", "issue:43994", "issue:44062", - "issue:44079", "issue:44220", "issue:44265", "issue:44291", @@ -2720,254 +2681,255 @@ "issue:44811", "issue:44877", "issue:44987", + "issue:44991", "issue:45081", "issue:45084", "issue:45127", "issue:45216", "issue:45325", "issue:45357", - "issue:45542", - "issue:45663" + "issue:45542" ], "soft_pairs": [ + "issue:43262|issue:43377", "issue:43646|issue:44534", "issue:43994|issue:44610", - "issue:43645|issue:44534", + "issue:44987|issue:44991", "issue:44403|issue:45081", "issue:43322|issue:43540", "issue:43377|issue:43819", - "issue:45216|issue:45357", - "issue:44451|issue:45081", "issue:44220|issue:44683", + "issue:44451|issue:45081", + "issue:45216|issue:45357", + "issue:43645|issue:44534", "issue:42915|issue:45084", "issue:44265|issue:44610", - "issue:43404|issue:45127", "issue:44987|issue:45081", + "issue:43404|issue:45127", "issue:41553|issue:43582", "issue:43632|issue:44756", - "issue:44479|issue:45325", + "issue:43296|issue:43531", "issue:44062|issue:44987", "issue:42915|issue:44291", - "issue:43296|issue:43531", "issue:36032|issue:43742", - "issue:43317|issue:43856", - "issue:43611|issue:44534", - "issue:44079|issue:45663", "issue:43531|issue:44877", - "issue:40990|issue:44811", - "issue:40444|issue:45325", + "issue:43611|issue:44534", "issue:42915|issue:44589", + "issue:40990|issue:44811", + "issue:43317|issue:43856", + "issue:44479|issue:45325", "issue:42175|issue:45542", + "issue:43425|issue:44403", "issue:43818|issue:45357" ], - "prepared_review_unit_hash": "9b3b6b8af004bb2dfd11e557a2480e095cba46083f73bccb43c1d8981a22cfab", + "prepared_review_unit_hash": "6396ecb9b1a351d457ebd541364f3cd2c1c39731e5e1093122e5fa1e7b25d38e", "component_budget": { - "node_count": 383, - "item_count": 383, - "soft_pair_count": 1434, - "serialized_chars": 739528, - "estimated_input_tokens": 184882, - "estimated_eval_tokens": 370020 + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35806, - "estimated_input_tokens": 8952, - "estimated_eval_tokens": 18160 + "soft_pair_count": 30, + "serialized_chars": 36044, + "estimated_input_tokens": 9011, + "estimated_eval_tokens": 18278 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated Transformers regressions that happen to share broad themes like model loading, init, and multimodal behavior. Most soft pairs are only superficially similar; the only clear duplicate-looking pair is the Qwen3.5 save_pretrained checkpoint regression.", - "confidence": 0.87, - "canonical_issue_reason": "issue:43646 is the broadest representative of the cluster: a Transformers v5 custom-model initialization regression, which aligns with the recurring load/init breakages seen across the other reports.", + "summary": "This cluster is mostly a grab bag of unrelated Transformers v5/model-loading regressions. I only see two likely duplicate subpairs: Qwen3.5 save_pretrained checkpoint corruption and TensorFlow backend packaging/import failures.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43611 is the broadest representative of the dominant theme here: Transformers v5 loading regressions in model initialization/loading paths.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best issue representative because it is generic, version-wide, and most likely to subsume nearby custom model loading/initialization regressions.", + "best_issue_reason": "issue:43611 is the best single anchor for the cluster because it captures the core loading-path regression theme more generally than the narrower model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate behavior and MIMI batch padding-mask behavior are different model/component bugs." + }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Different bugs: custom model initialization vs non-persistent buffers being filled with junk." + "reason": "Custom model initialization and non-persistent buffer corruption are different v5 regressions with different code paths." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Different models and failure modes: SigLIP2 inference nonsense vs OmDet-Turbo processor size mismatch." + "reason": "SigLIP2 nonsensical outputs and OmDet-Turbo processor size mismatch are unrelated model/preprocessing issues." }, { - "left": "issue:43645", - "right": "issue:44534", + "left": "issue:44987", + "right": "issue:44991", "accept": false, - "reason": "Jupyter/custom init regression is unrelated to the non-persistent buffer corruption report." + "reason": "Both are loading failures, but for different models and likely different root causes; not one concrete bug." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Different code paths: noisy loading output vs Mistral tokenizer regex patch crash." + "reason": "Generic loading noise and the Mistral tokenizer backend_tokenizer crash are different problems." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Both are multimodal, but one is Llava Next loading segfault and the other is a Qwen3OmniMoe video-processing ValueError; not the same bug." + "reason": "Both are multimodal crashes, but one is Llava Next segfaulting and the other is Qwen3OmniMoe video ValueError; different bugs." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Different components: MIMI padding-mask batching bug vs DAC.from_latents/STE mismatch." + "reason": "MIMI padding-mask mismatch and DAC.from_latents STE mismatch are unrelated audio-model correctness bugs." }, { - "left": "issue:45216", - "right": "issue:45357", - "accept": true, - "reason": "Same model family and same save_pretrained checkpoint serialization regression for Qwen3.5; the later report is a narrower restatement of the same underlying bug." + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Fbank feature extraction and compiled flex_attention on newer torch are unrelated issues." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Different models and different tokenizer-loading failures." + "reason": "Specific model loading failure and Mistral tokenizer patch crash are unrelated." }, { - "left": "issue:44220", - "right": "issue:44683", + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both describe the same Qwen3.5 save_pretrained checkpoint corruption/incorrect saved keys on the same code path." + }, + { + "left": "issue:43645", + "right": "issue:44534", "accept": false, - "reason": "Audio feature extraction bug vs compiled flex_attention torch-version failure." + "reason": "Notebook custom-model initialization and junk-filled non-persistent buffers are different regressions." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "Qwen3MoE FP8 config failure is unrelated to template-node compilation errors." + "reason": "Qwen3Moe FineGrainedFP8Config failure and template-node compilation error are unrelated." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export/torch_compilable_check failure is unrelated to the OmDet processor image-size issue." + "reason": "torch.export/torch_compilable_check failure and OmDet input-size mismatch are unrelated." }, { - "left": "issue:43404", - "right": "issue:45127", + "left": "issue:44987", + "right": "issue:45081", "accept": false, - "reason": "Both involve weights/ties, but the bugs are different: missing lm_head tying vs LoRA merge collapse with extended vocab." + "reason": "Different model-loading/tokenizer failure modes; too little to treat as one bug." }, { - "left": "issue:44987", - "right": "issue:45081", + "left": "issue:43404", + "right": "issue:45127", "accept": false, - "reason": "Different failures: model load regression for physical-intelligence/fast vs Mistral regex patch crash." + "reason": "lm_head tying in Mistral3ForConditionalGeneration and LoRA merge collapse are different problems." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Bad AutoTokenizer error message for Voxtral is unrelated to Apple Silicon allocator warmup TypeError." + "reason": "Tokenizer-loading error and Apple Silicon allocator warmup TypeError are unrelated." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "Different subsystems: _is_hf_initialized regression vs mmap/OOM behavior on Strix Halo." + "reason": "_is_hf_initialized regression and mmap/OOM behavior are unrelated." }, { - "left": "issue:44479", - "right": "issue:45325", + "left": "issue:43296", + "right": "issue:43531", "accept": false, - "reason": "Related Qwen VL area, but one is a broad video-input regression and the other is a still-image temporal position_id scaling bug; not the same concrete issue." + "reason": "PaddleOCR-VL load failure and Qwen3-MoE sliding_window issue are different bugs." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "Tokenizer AddedToken argument duplication is unrelated to the physical-intelligence/fast load failure." + "reason": "AddedToken special-argument conflict and model loading failure for a specific repo are unrelated." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "Different failures: Qwen3MoE FP8 config handling vs init_empty_weights/_is_hf_initialized argument error." - }, - { - "left": "issue:43296", - "right": "issue:43531", - "accept": false, - "reason": "PaddleOCR-VL load failure is unrelated to Qwen3-MoE sliding_window behavior." + "reason": "Both involve v5 initialization, but one is FineGrainedFP8Config and the other is init_empty_weights/_is_hf_initialized; different concrete failures." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "Tokenizer method conflict vs a MobileLLM loading key error are different bugs." + "reason": "T5 tokenizer special-token conflict and MobileLLM key error are unrelated loading issues." }, { - "left": "issue:43317", - "right": "issue:43856", + "left": "issue:43531", + "right": "issue:44877", "accept": false, - "reason": "device_map/offload loading failure is unrelated to Qwen3 MoE training memory use." + "reason": "Qwen3-MoE sliding_window and granite_speech strict config loading are different bugs." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "base_model_prefix loading breakage is unrelated to non-persistent buffer junk initialization." - }, - { - "left": "issue:44079", - "right": "issue:45663", - "accept": false, - "reason": "ModelOutput key assignment bug is unrelated to Gemma4 shared_kv_states/FSDP2 KeyError." - }, - { - "left": "issue:43531", - "right": "issue:44877", - "accept": false, - "reason": "Qwen3-MoE sliding_window issue is unrelated to granite_speech config strictness." + "reason": "Both are v5 loading regressions, but one is base_model_prefix handling and the other is non-persistent buffer initialization; not the same concrete bug." }, { "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." + "reason": "High perplexity on gpt-oss and Whisper batch_decode skip_special_tokens behavior are unrelated." }, { - "left": "issue:40444", - "right": "issue:45325", + "left": "issue:43317", + "right": "issue:43856", "accept": false, - "reason": "Both mention Qwen2.5-VL, but one is iterable dataset multi-image training failure and the other is rope/index scaling; different bugs." + "reason": "device_map/offload loading failure and Qwen3 MoE training memory use are related only broadly by memory concerns, not the same bug." }, { - "left": "issue:42915", - "right": "issue:44589", + "left": "issue:44479", + "right": "issue:45325", "accept": false, - "reason": "Qwen3MoE FP8 config failure is not the same as missing Float8 storage support." + "reason": "Both touch Qwen video/VL models, but one is a video-input regression and the other is a rope-index scaling bug for still images; different code paths." }, { "left": "issue:42175", "right": "issue:45542", + "accept": true, + "reason": "Both point to the same TensorFlow-backend packaging/import problem where TF is missing or only partially installed under non-TF extras." + }, + { + "left": "issue:43425", + "right": "issue:44403", "accept": false, - "reason": "Both touch TensorFlow optional deps, but one is missing TF in the torch extra and the other is a tensorboard-only backend error; too different to merge." + "reason": "Torch version incompatibility and generic loading noise are unrelated." }, { "left": "issue:43818", "right": "issue:45357", "accept": false, - "reason": "Video-LLaVA tower/temporal-attention bug is unrelated to Qwen3.5 save_pretrained key serialization." + "reason": "Video-LLaVA temporal-attention/weight-sharing bug and Qwen3.5 save_pretrained regression are unrelated model families and code paths." } ] }, "evaluator_result": { "accept": true, - "feedback": "The clustering summary is grounded in the packet and stays conservative. The representative choice of issue:43646 is defensible from the title alone, and the only accepted soft pair (issue:45216 vs issue:45357) looks like a reasonable same-bug duplicate based on the shared Qwen3.5 save_pretrained regression. The remaining false verdicts are cautious rather than overstated." + "feedback": "Grounded and conservative overall. The summary does not overclaim beyond the packet, and the two accepted pairs (45216/45357, 42175/45542) look plausibly duplicate enough from the titles/descriptions. The other soft-edge rejections stay appropriately cautious." }, "evaluator_used": true, "retried": false, @@ -2978,7 +2940,7 @@ { "label": "issue", "component_index": 2, - "component_count": 14, + "component_count": 16, "review_unit_index": 9, "review_unit_count": 44, "status": "reviewed", @@ -2986,7 +2948,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-383", + "cluster_id": "cluster-15354-384", "nodes": [ "issue:33666", "issue:35707", @@ -2998,7 +2960,6 @@ "issue:43296", "issue:43377", "issue:43421", - "issue:43425", "issue:43454", "issue:43482", "issue:43525", @@ -3007,7 +2968,6 @@ "issue:43632", "issue:43644", "issue:43646", - "issue:43749", "issue:43792", "issue:43828", "issue:43881", @@ -3026,6 +2986,7 @@ "issue:44617", "issue:44683", "issue:44829", + "issue:44877", "issue:44898", "issue:44991", "issue:45020", @@ -3035,276 +2996,294 @@ "issue:45381", "issue:45479", "issue:45491", - "issue:45538" + "issue:45538", + "issue:45663" ], "soft_pairs": [ "issue:43421|issue:44568", + "issue:44079|issue:45663", + "issue:44683|issue:45020", "issue:36032|issue:41720", "issue:43632|issue:44534", - "issue:43425|issue:44403", - "issue:44683|issue:45020", - "issue:44829|issue:45479", + "issue:43792|issue:44589", "issue:44403|issue:44991", "issue:43482|issue:45538", - "issue:43792|issue:44589", "issue:33666|issue:40444", - "issue:44079|issue:44534", - "issue:35707|issue:40444", + "issue:44829|issue:45479", + "issue:40444|issue:45325", "issue:43482|issue:43525", "issue:43377|issue:45491", "issue:44291|issue:44589", - "issue:43749|issue:44079", - "issue:43644|issue:44079", - "issue:40444|issue:45381", "issue:41720|issue:45081", "issue:44265|issue:45072", - "issue:43531|issue:44291", - "issue:45325|issue:45381", + "issue:42175|issue:43296", "issue:43632|issue:45072", "issue:43611|issue:43646", - "issue:42175|issue:43296", + "issue:44079|issue:44534", + "issue:43531|issue:44291", "issue:43994|issue:44898", "issue:43454|issue:44466", "issue:43881|issue:44488", + "issue:43828|issue:44683", "issue:42915|issue:43482", + "issue:44079|issue:45072", + "issue:43792|issue:43957", + "issue:43644|issue:44079", + "issue:40444|issue:45381", + "issue:45325|issue:45381", "issue:44387|issue:44617", - "issue:43828|issue:44683", - "issue:43792|issue:43957" + "issue:35707|issue:40444", + "issue:44291|issue:44877" ], - "prepared_review_unit_hash": "941d6f7d10fb7df947c14fa500ac4f76bd484d0985e646afed56b96eafc15c65", + "prepared_review_unit_hash": "52207d60e831ca0d8a25123e19455468cbb6d0d4e543ba7ad4e5f9875651462f", "component_budget": { - "node_count": 383, - "item_count": 383, - "soft_pair_count": 1434, - "serialized_chars": 739528, - "estimated_input_tokens": 184882, - "estimated_eval_tokens": 370020 + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37378, - "estimated_input_tokens": 9345, - "estimated_eval_tokens": 18946 + "soft_pair_count": 34, + "serialized_chars": 38078, + "estimated_input_tokens": 9520, + "estimated_eval_tokens": 19296 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mix of unrelated Transformers 5.x regressions plus a few model-specific bugs; the proposed soft edges are largely false positives and do not share a single concrete code-path defect.", - "confidence": 0.62, - "canonical_issue_reason": "issue:45020 is the broadest umbrella in the set: it captures the recurring theme of newer Transformers versions breaking model loading/custom code, which is the closest common thread across the cluster.", + "summary": "This set is mostly a grab bag of unrelated Transformers/model-specific bugs. The only soft edge that looks plausibly like the same underlying defect is the Qwen2.5-VL position-id / rope-index regression pair.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45325 is the clearest root-cause report: it points to `get_rope_index` incorrectly scaling still-image temporal `position_ids` by `tokens_per_second` in Qwen2.5-VL. That is more specific and more actionable than the companion symptom report.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best representative issue because it is the most general and can subsume the broad compatibility-regression theme better than the narrower, model-specific reports.", + "best_issue_reason": "issue:45325 is the best representative of the duplicate-like pair because it names the concrete failing code path and likely underlying fix. The rest of the set does not form one coherent duplicate cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Both involve special-token behavior, but one is runtime post-processor sync and the other is tokenizer BOS/EOS insertion; different bugs and code paths." + "reason": "Both are tokenizer issues, but one is about runtime post-processor updates and the other about BOS/EOS insertion in a specific tokenizer; different bugs." }, { - "left": "issue:36032", - "right": "issue:41720", + "left": "issue:44079", + "right": "issue:45663", "accept": false, - "reason": "Tokenizer load-time AttributeError for T5 is unrelated to a Qwen3 auto-device-map CUDA assert." + "reason": "`ModelOutput` key handling and Gemma-4 FSDP2 `shared_kv_states` rebuilding are unrelated code paths." }, { - "left": "issue:43632", - "right": "issue:44534", + "left": "issue:44683", + "right": "issue:45020", "accept": false, - "reason": "Both are Transformers v5 regressions, but one is about _is_hf_initialized and the other about non-persistent buffer values; separate failures." + "reason": "A torch 2.9 `flex_attention` compile failure is not the same as broad remote-code loading regressions." }, { - "left": "issue:43425", - "right": "issue:44403", + "left": "issue:36032", + "right": "issue:41720", "accept": false, - "reason": "Torch 2.10 incompatibility is a dependency/version issue, while the other is a loading-noise UX complaint." + "reason": "Tokenizer method-name conflict and Qwen3 auto device-mapping CUDA assert are unrelated." }, { - "left": "issue:44683", - "right": "issue:45020", + "left": "issue:43632", + "right": "issue:44534", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 is a torch-kernel incompatibility, not the remote_code loading breakage in 45020." + "reason": "Both mention Transformers v5 regressions, but one is `_is_hf_initialized` and the other is non-persistent buffers; different failures." }, { - "left": "issue:44829", - "right": "issue:45479", + "left": "issue:43792", + "right": "issue:44589", "accept": false, - "reason": "Both are training/degen-loss reports, but they involve different models and distinct failure mechanisms." + "reason": "Whisper model loading and Float8 storage lookup are different error modes." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "One is about excessive load-time noise, the other is a tokenizer loading failure; not the same defect." + "reason": "Generic loading noise is not the same as tokenizer loading failure for a specific model." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "GGUF loading failure and CLIPTokenizer model_max_length are unrelated tokenizer/model-loading issues." - }, - { - "left": "issue:43792", - "right": "issue:44589", - "accept": false, - "reason": "Whisper runtime failure and Float8 storage lookup error are different backend/runtime problems." + "reason": "GGUF loading failure and CLIPTokenizer `model_max_length` behavior are unrelated." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Both are Qwen VL training issues, but multi-GPU training and iterable-dataset/multi-image handling are different bugs." + "reason": "Both involve Qwen2-VL fine-tuning, but multi-GPU training and multi-image iterable dataset failures are different bugs." }, { - "left": "issue:44079", - "right": "issue:44534", + "left": "issue:44829", + "right": "issue:45479", "accept": false, - "reason": "ModelOutput key assignment and non-persistent buffer junk are unrelated internals." + "reason": "Flash-attention training degeneration and zero-loss single-label classification are distinct issues." }, { - "left": "issue:35707", - "right": "issue:40444", + "left": "issue:40444", + "right": "issue:45325", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image iterable-dataset finetuning." + "reason": "Multi-image prompt handling and still-image temporal position-id scaling are different Qwen2.5-VL failures." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Different loading failures: Qwen2.5-GGUF/transformers v5 versus missing pad_token_id on Llama4Config." + "reason": "Model loading failure for Qwen2.5-GGUF and missing `pad_token_id` on Llama4Config are unrelated." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Both are padding/batching related at a high level, but they affect different models and different bugs." + "reason": "Batched-vs-single MIMI padding-mask mismatch and Gemma3 all-padding-window NaNs are different bugs." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "init_empty_weights argument handling is unrelated to the Float8 storage-object error." - }, - { - "left": "issue:43749", - "right": "issue:44079", - "accept": false, - "reason": "FSDP CPU RAM efficient loading and ModelOutput key assignment are not the same code path." - }, - { - "left": "issue:43644", - "right": "issue:44079", - "accept": false, - "reason": "Non-persistent buffer serialization and ModelOutput key assignment are unrelated regressions." - }, - { - "left": "issue:40444", - "right": "issue:45381", - "accept": false, - "reason": "Both touch Qwen2.5-VL, but one is multi-image finetuning failure and the other is wrong video vision_position_ids." + "reason": "Unexpected `_is_hf_initialized` init arg and Float8 storage lookup are unrelated." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Qwen3 auto-device-map CUDA assert is unrelated to the Mistral tokenizer regex/backend_tokenizer crash." + "reason": "Qwen3 device-mapping crash and Mistral tokenizer regex patch crash are different code paths." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "torch.export with torch_compilable_check and bfloat16 dtype mismatch are separate issues." - }, - { - "left": "issue:43531", - "right": "issue:44291", - "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to init_empty_weights argument incompatibility." + "reason": "`torch.export`/`torch_compilable_check` and bfloat16 dtype mismatches are separate problems." }, { - "left": "issue:45325", - "right": "issue:45381", + "left": "issue:42175", + "right": "issue:43296", "accept": false, - "reason": "Both are Qwen2.5-VL position-id bugs, but one is still-image temporal scaling and the other is video vision_position_ids; not the same concrete bug." + "reason": "Backend packaging for pip extras and PaddleOCR-VL load failure in vLLM are unrelated." }, { "left": "issue:43632", "right": "issue:45072", "accept": false, - "reason": "_is_hf_initialized and bfloat16 dtype mismatch are distinct Transformers v5 regressions." + "reason": "Initializer flag regression and dtype mismatch/OOM behavior are not the same bug." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both concern v5 model initialization, but one is base_model_prefix loading and the other is custom model initialization broadly; not clearly the same bug." + "reason": "Both are v5 model-init regressions, but one is about `base_model_prefix` loading and the other about custom initialization; not clearly the same defect." }, { - "left": "issue:42175", - "right": "issue:43296", + "left": "issue:44079", + "right": "issue:44534", "accept": false, - "reason": "Package/backend inclusion and PaddleOCR-VL loading failure are unrelated." + "reason": "`ModelOutput` field assignment and non-persistent buffer junk values are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and `init_empty_weights` argument handling are different issues." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "SigLIP2 nonsensical outputs and Perceiver non-default-resolution failure are different model-specific problems." + "reason": "SigLIP2 nonsensical outputs and Perceiver resolution/interpolation failure are not the same bug." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "lm_head tying causing bad generations and serialization inconsistency of lm_head.weight are related by weight handling but not the same defect." + "reason": "Both mention tied weights/lm_head, but one is a broken tie at model config time and the other is serialization inconsistency; different code paths." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Different model-loading failures for different models." + "reason": "Separate model-loading failures for different models." + }, + { + "left": "issue:43828", + "right": "issue:44683", + "accept": false, + "reason": "Autocast dtype mismatch and compiled flex_attention failure are unrelated." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Qwen3Moe FP8 failure and Qwen2.5-GGUF loading failure are unrelated." + "reason": "Fine-grained FP8 config failure and GGUF loading failure are different problems." + }, + { + "left": "issue:44079", + "right": "issue:45072", + "accept": false, + "reason": "`ModelOutput` key assignment and bfloat16 dtype mismatch are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper loading failure and `torch.device(\"meta\")` loading regressions are different classes of bugs." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer junk values and `ModelOutput` key assignment are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Multiple-images-per-prompt failure and video `vision_position_ids` bug are distinct Qwen2.5-VL issues." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": true, + "reason": "Both reports point to the Qwen2.5-VL position-id/rope-index path; one is the root-cause description and the other is a symptom on video inputs, so they plausibly collapse to one fix." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "CUDA reserved-memory OOM under int4 quantization and Sam3Video OOM are different causes." + "reason": "Int4 quantization memory growth and Sam3Video OOM are not the same underlying issue." }, { - "left": "issue:43828", - "right": "issue:44683", + "left": "issue:35707", + "right": "issue:40444", "accept": false, - "reason": "Autocast dtype mismatch and compiled flex_attention failure are unrelated." + "reason": "Progressive generation with `inputs_embeds`/`past_key_values` and Qwen2.5-VL multi-image finetuning failures are unrelated." }, { - "left": "issue:43792", - "right": "issue:43957", + "left": "issue:44291", + "right": "issue:44877", "accept": false, - "reason": "Whisper loading/runtime failure and torch.device('meta') model-loading breakage are different issues." + "reason": "Unexpected init argument handling and strict config loading for `granite_speech` are different problems." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet: it treats the set as mostly unrelated, and the only accepted soft edge (45325/45381) is plausibly supported by the issue titles around the same Qwen2.5-VL position-id/rope-index path. The other pair judgments are conservative and do not overstate evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 2, - "component_count": 14, + "component_count": 16, "review_unit_index": 10, "review_unit_count": 44, "status": "reviewed", @@ -3312,7 +3291,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-383", + "cluster_id": "cluster-15354-384", "nodes": [ "issue:34634", "issue:35707", @@ -3323,18 +3302,19 @@ "issue:43262", "issue:43296", "issue:43317", - "issue:43322", "issue:43377", "issue:43404", "issue:43454", "issue:43526", "issue:43550", + "issue:43572", + "issue:43577", "issue:43606", "issue:43632", "issue:43701", + "issue:43708", "issue:43720", "issue:43746", - "issue:43749", "issue:43792", "issue:43819", "issue:43873", @@ -3342,10 +3322,8 @@ "issue:43883", "issue:44186", "issue:44265", - "issue:44291", "issue:44423", "issue:44466", - "issue:44534", "issue:44610", "issue:44683", "issue:44756", @@ -3361,276 +3339,245 @@ "issue:45584", "issue:45632", "issue:45684", - "issue:45701" + "issue:45701", + "issue:45759" ], "soft_pairs": [ - "issue:43701|issue:45325", - "issue:43262|issue:43746", "issue:43526|issue:43883", "issue:43317|issue:43873", - "issue:44291|issue:44877", - "issue:40990|issue:45584", - "issue:34634|issue:35707", - "issue:43873|issue:45701", - "issue:43632|issue:45563", "issue:43606|issue:44265", "issue:43881|issue:44991", + "issue:43701|issue:45325", "issue:44186|issue:44265", - "issue:35707|issue:41720", + "issue:43632|issue:45563", + "issue:43262|issue:43746", "issue:43606|issue:43819", "issue:44610|issue:45325", "issue:43454|issue:43550", "issue:43377|issue:44610", - "issue:43377|issue:44898", "issue:43454|issue:45072", - "issue:43749|issue:44534", + "issue:40990|issue:45584", + "issue:43572|issue:45759", + "issue:43377|issue:44898", "issue:39692|issue:40444", "issue:44466|issue:45357", - "issue:43792|issue:44683", "issue:43296|issue:44991", - "issue:43454|issue:43720", "issue:43296|issue:44877", - "issue:41720|issue:43322", + "issue:43792|issue:44683", + "issue:43454|issue:43720", + "issue:43873|issue:45701", + "issue:41720|issue:44977", "issue:45632|issue:45684", "issue:43404|issue:45357", - "issue:41720|issue:44977", - "issue:43873|issue:44756", - "issue:40990|issue:45701", + "issue:44423|issue:45406", "issue:44186|issue:45072", - "issue:44423|issue:45406" + "issue:43577|issue:43708", + "issue:34634|issue:35707", + "issue:35707|issue:41720", + "issue:43873|issue:44756" ], - "prepared_review_unit_hash": "cc9e5fac868bcea8061c5fae74359b1b1fa60b5a73a5f5f4a99ed7898fb62558", + "prepared_review_unit_hash": "2eded9273d7dc0f0f44cc945ade98ef2c3bcaf343aa321dd9654af051897cec6", "component_budget": { - "node_count": 383, - "item_count": 383, - "soft_pair_count": 1434, - "serialized_chars": 739528, - "estimated_input_tokens": 184882, - "estimated_eval_tokens": 370020 + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37983, - "estimated_input_tokens": 9496, - "estimated_eval_tokens": 19248 + "soft_pair_count": 32, + "serialized_chars": 37537, + "estimated_input_tokens": 9385, + "estimated_eval_tokens": 19026 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a loose collection of unrelated model-specific bug reports spanning loading, offloading, generation, tokenization, and save/load regressions. There is some thematic overlap around loading/offload and v5 regressions, but the soft pairs do not look like true duplicates or mergeable PR targets.", - "confidence": 0.94, - "canonical_issue_reason": "issue:43873 is the most umbrella-like report in the set, with active discussion and inbound references around offloading/quantization behavior, making it the best representative issue for the cluster\u2019s broad loading/offload theme.", + "summary": "This set is mostly a loose thematic bundle of unrelated Transformers bugs, not a true duplicate cluster. None of the soft edges look safe to merge; 43873 is the broadest and most active issue, but the overall cluster is too heterogeneous for a strong canonical.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43873 is the broadest open report here, with the most discussion/inbound references and an umbrella framing around offloading/quantization problems; it is the least-bad canonical issue choice for triage.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the strongest single issue to anchor this cluster because it is broad, still open, and central to one of the few repeated themes (offloading + quantization).", + "best_issue_reason": "issue:43873 is the best available issue to anchor the cluster because it is open, active, and general enough to serve as a catch-all for nearby offloading complaints, even though the rest of the set is not truly duplicate-related.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43701", - "right": "issue:45325", - "accept": false, - "reason": "Different bugs: checkpoint key mismatch during resume vs Qwen2.5-VL rope/position-id scaling." - }, - { - "left": "issue:43262", - "right": "issue:43746", - "accept": false, - "reason": "Audio chat-template sampling-rate default vs GraniteSpeech PEFT checkpoint loading; no shared code path." - }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug vs missing all_tied_weights_keys attribute in Molmo; unrelated." + "reason": "Different bugs: one is a BEiT image processor label-reduction error, the other is a Molmo tied-weights attribute error." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both involve offloading/quantization broadly, but the reported failures are different code paths and symptoms." + "reason": "Both mention offloading/quantization, but one is a specific gpu+cpu offload load failure for a dequantized model while the other is a broader offloading complaint." }, { - "left": "issue:44291", - "right": "issue:44877", + "left": "issue:43606", + "right": "issue:44265", "accept": false, - "reason": "Unexpected _is_hf_initialized arg during init_empty_weights vs strict config blocking granite_speech; unrelated." + "reason": "Bark CPU-offload device mismatch and torch.export failures with torch_compilable_check are unrelated code paths." }, { - "left": "issue:40990", - "right": "issue:45584", + "left": "issue:43881", + "right": "issue:44991", "accept": false, - "reason": "High perplexity on GPT-OSS vs Whisper empty-transcription failure; unrelated model behaviors." + "reason": "A model load failure and a tokenizer loading regression are different failure modes." }, { - "left": "issue:34634", - "right": "issue:35707", + "left": "issue:43701", + "right": "issue:45325", "accept": false, - "reason": "Bark voice_preset issue vs progressive generation with inputs_embeds/past_key_values; unrelated." + "reason": "Checkpoint key mismatch is unrelated to Qwen2.5-VL rope-index scaling on still images." }, { - "left": "issue:43873", - "right": "issue:45701", + "left": "issue:44186", + "right": "issue:44265", "accept": false, - "reason": "Offloading/quantization bug vs version-dependent tokenization changes; not the same underlying defect." + "reason": "Tokenizer crashes on NER/padding are not the same issue as export failures with torch_compilable_check." }, { "left": "issue:43632", "right": "issue:45563", "accept": false, - "reason": "_is_hf_initialized regression vs stale warning in paged generate; different areas." + "reason": "Transformers v5 flag regression and a stale generate warning are unrelated bugs." }, { - "left": "issue:43606", - "right": "issue:44265", + "left": "issue:43262", + "right": "issue:43746", "accept": false, - "reason": "CPU-offload device mismatch in Bark vs torch.export failure with torch_compilable_check; unrelated." + "reason": "Sampling-rate defaulting in audio chat templates is unrelated to GraniteSpeech PEFT checkpoint loading." }, { - "left": "issue:43881", - "right": "issue:44991", + "left": "issue:43606", + "right": "issue:43819", "accept": false, - "reason": "glm-4v-9b loading failure vs tokenizer loading regression for a different model." + "reason": "CPU offload device mismatch and DAC latent/STE mismatch are different audio-model bugs." }, { - "left": "issue:44186", - "right": "issue:44265", + "left": "issue:44610", + "right": "issue:45325", "accept": false, - "reason": "LayoutLMv2 tokenizer padding/NER crash vs torch.export/torch_compilable_check export bug; unrelated." + "reason": "Processor output resolution mismatch and Qwen2.5-VL temporal position scaling affect different paths." }, { - "left": "issue:35707", - "right": "issue:41720", + "left": "issue:43454", + "right": "issue:43550", "accept": false, - "reason": "Progressive generation inputs_embeds/past_key_values vs Qwen3 auto device mapping CUDA assert; different bugs." + "reason": "Tied lm_head weights and torch.compile SDPA failures are not the same underlying defect." }, { - "left": "issue:43606", - "right": "issue:43819", + "left": "issue:43377", + "right": "issue:44610", "accept": false, - "reason": "Bark CPU-offload device mismatch vs DAC.from_latents/STE mismatch; unrelated." + "reason": "Missing padding-mask support in MIMI is unrelated to OmDet-Turbo\u2019s image-size mismatch." }, { - "left": "issue:44610", - "right": "issue:45325", + "left": "issue:43454", + "right": "issue:45072", "accept": false, - "reason": "Processor image-size mismatch vs still-image temporal position-id scaling; not the same issue." + "reason": "A tied-weights serialization bug is not the same as bfloat16 dtype mismatches in CI." }, { - "left": "issue:43454", - "right": "issue:43550", + "left": "issue:40990", + "right": "issue:45584", "accept": false, - "reason": "lm_head tying bug vs Bamba torch.compile SDPA failure; unrelated." + "reason": "High perplexity on gpt-oss-20b and Whisper empty-transcription failures are unrelated." }, { - "left": "issue:43377", - "right": "issue:44610", + "left": "issue:43572", + "right": "issue:45759", "accept": false, - "reason": "MIMI padding-mask batch inconsistency vs OmDet-Turbo processor resolution mismatch; unrelated." + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to AutoModelForCausalLM.from_config text_config unwrapping." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "MIMI encoder batching bug vs Perceiver non-default resolution failure; unrelated." - }, - { - "left": "issue:43454", - "right": "issue:45072", - "accept": false, - "reason": "Weight-tying bug vs dtype mismatch in bfloat16 inference; different code paths." - }, - { - "left": "issue:43749", - "right": "issue:44534", - "accept": false, - "reason": "FSDP CPU RAM efficient loading regression vs non-persistent buffers junk in v5; only loose v5/loading overlap." + "reason": "MIMI batch-padding behavior and Perceiver non-default-resolution behavior do not share the same bug." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "SigLIP2 doc example errors vs Qwen2.5-VL iterable-dataset multi-image finetuning failure; unrelated." + "reason": "SigLIP2 doc-example errors are not the same as Qwen2.5-VL IterableDataset multi-image fine-tuning failures." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both concern save_pretrained-related regressions, but one is lm_head serialization and the other is visual encoder keys; not the same bug." + "reason": "lm_head.weight serialization inconsistency and incorrect visual-encoder keys are different save_pretrained problems." }, { - "left": "issue:43792", - "right": "issue:44683", + "left": "issue:43296", + "right": "issue:44991", "accept": false, - "reason": "Whisper runtime failure vs compiled flex_attention failure on torch >= 2.9; unrelated." + "reason": "PaddleOCR-VL loading in vLLM and tokenizer loading for est-roberta are unrelated." }, { "left": "issue:43296", - "right": "issue:44991", + "right": "issue:44877", + "accept": false, + "reason": "A vLLM model load failure is not the same as strict config blocking granite_speech config loading." + }, + { + "left": "issue:43792", + "right": "issue:44683", "accept": false, - "reason": "PaddleOCR-VL load failure in vLLM vs tokenizer load regression for EMBEDDIA/est-roberta; different failures." + "reason": "Whisper runtime failure and compiled flex_attention failing on torch>=2.9 are different issues." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "Weight tying / serialization bug vs packed-weight unpacking during accelerate loading; not the same defect." + "reason": "Tied lm_head weights and unpacking packed BitNet weights during accelerate loading are separate bugs." }, { - "left": "issue:43296", - "right": "issue:44877", + "left": "issue:43873", + "right": "issue:45701", "accept": false, - "reason": "Model loading failure in vLLM vs strict config preventing granite_speech config loading; unrelated." + "reason": "Offloading/quantization behavior is unrelated to version-dependent tokenization changes." }, { "left": "issue:41720", - "right": "issue:43322", + "right": "issue:44977", "accept": false, - "reason": "Qwen3 auto device-map CUDA assert vs Llava Next segmentation fault; both load-time failures but distinct problems." + "reason": "Qwen3 auto device-map cuda asserts and Qwen3.5 flash-attention generation failures are different code paths." }, { "left": "issue:45632", "right": "issue:45684", "accept": false, - "reason": "Cache-path collision for trust_remote_code vs read-only permission propagation in save_pretrained; unrelated." + "reason": "Cache-path collisions for local models and read-only permission propagation in save_pretrained are unrelated." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "lm_head weight tying bug in Mistral3 vs incorrect visual encoder keys in Qwen3.5 save_pretrained; different issues." - }, - { - "left": "issue:41720", - "right": "issue:44977", - "accept": false, - "reason": "Auto device mapping CUDA assert vs flash-attention generation failure; unrelated." - }, - { - "left": "issue:43873", - "right": "issue:44756", - "accept": false, - "reason": "Quantization/offloading issue vs mmap OOM on Strix Halo; only superficial memory-management overlap." + "reason": "Mistral3 lm_head tying and Qwen3.5 visual-encoder key serialization are different model-specific bugs." }, { - "left": "issue:40990", - "right": "issue:45701", + "left": "issue:44423", + "right": "issue:45406", "accept": false, - "reason": "Perplexity regression on GPT-OSS vs tokenization changes across versions; unrelated." + "reason": "Continuous-batching multimodal serve crashes and Gemma4Processor missing _tokenizer are distinct failures." }, { - "left": "issue:44186", - "right": "issue:45072", + "left": "issue:43632", + "right": "issue:45563", "accept": false, - "reason": "Tokenizer crash vs bfloat16 dtype mismatch in inference; unrelated." + "reason": "Transformers v5 initialization flag breakage and a stale paged-generate warning are unrelated." }, { - "left": "issue:44423", - "right": "issue:45406", + "left": "issue:43873", + "right": "issue:44756", "accept": false, - "reason": "Continuous-batching multimodal crash vs Gemma4Processor missing _tokenizer; both serving-related but different failures." + "reason": "Quantization/offloading complaints and disabling mmap on Strix Halo to avoid OOM are not the same defect." } ] }, @@ -3644,7 +3591,7 @@ { "label": "issue", "component_index": 2, - "component_count": 14, + "component_count": 16, "review_unit_index": 11, "review_unit_count": 44, "status": "reviewed", @@ -3652,14 +3599,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-383", + "cluster_id": "cluster-15354-384", "nodes": [ "issue:30064", - "issue:33357", "issue:34634", - "issue:35707", "issue:36010", "issue:36331", + "issue:40990", "issue:41720", "issue:42617", "issue:42915", @@ -3675,18 +3621,19 @@ "issue:43540", "issue:43550", "issue:43572", - "issue:43577", "issue:43606", - "issue:43708", "issue:43720", + "issue:43749", "issue:43782", - "issue:43873", "issue:43881", "issue:44186", "issue:44292", "issue:44361", "issue:44387", "issue:44479", + "issue:44492", + "issue:44509", + "issue:44534", "issue:44610", "issue:44671", "issue:44743", @@ -3703,252 +3650,273 @@ "issue:45704" ], "soft_pairs": [ - "issue:44387|issue:45704", - "issue:42617|issue:42915", - "issue:43577|issue:43708", + "issue:43749|issue:44534", "issue:43526|issue:43881", "issue:44877|issue:44991", - "issue:36331|issue:42915", - "issue:36331|issue:42617", + "issue:42617|issue:42915", "issue:43450|issue:45701", - "issue:44479|issue:44918", "issue:43550|issue:43720", + "issue:36331|issue:42915", "issue:44610|issue:44898", "issue:44186|issue:44610", + "issue:44387|issue:45704", + "issue:44479|issue:44918", + "issue:36331|issue:42617", "issue:43316|issue:44913", - "issue:44671|issue:44743", "issue:42915|issue:43317", + "issue:41720|issue:43322", + "issue:40990|issue:45701", "issue:43550|issue:43606", "issue:43295|issue:45701", - "issue:41720|issue:42617", "issue:41720|issue:45161", + "issue:44671|issue:44743", "issue:43531|issue:43572", "issue:44292|issue:44479", - "issue:43388|issue:45059", - "issue:42915|issue:43322", + "issue:41720|issue:42617", "issue:44186|issue:44361", "issue:36010|issue:42617", - "issue:41720|issue:43873", "issue:43540|issue:43782", "issue:45406|issue:45464", + "issue:41720|issue:44292", "issue:43421|issue:45701", "issue:30064|issue:34634", - "issue:33357|issue:35707" + "issue:44492|issue:44509", + "issue:43388|issue:45059", + "issue:42915|issue:43322", + "issue:43606|issue:43720" ], - "prepared_review_unit_hash": "0284ce515716aa6fd783952547541a23c602030fb27bf9e16cfb5c9e3f3e258d", + "prepared_review_unit_hash": "ba8ed8e56cffb526e7ff4d2a0a2247fd62054e37331292b44dbc889793c979cc", "component_budget": { - "node_count": 383, - "item_count": 383, - "soft_pair_count": 1434, - "serialized_chars": 739528, - "estimated_input_tokens": 184882, - "estimated_eval_tokens": 370020 + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36210, - "estimated_input_tokens": 9053, - "estimated_eval_tokens": 18362 + "soft_pair_count": 34, + "serialized_chars": 36943, + "estimated_input_tokens": 9236, + "estimated_eval_tokens": 18728 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers issues, with only broad thematic overlap around loading/offloading, tokenization, and multimodal processor bugs. I would not merge any of the soft pairs as duplicates.", - "confidence": 0.84, - "canonical_issue_reason": "issue:43873 is the broadest and most triage-central issue here: it has the strongest discussion/inbound-reference signal and sits in a recurring loading/offloading/quantization failure area.", + "summary": "This cluster is heterogeneous: the soft matches are mostly superficial overlaps across different models, processors, and failure modes. No pair looks like the same underlying bug or a mergeable duplicate PR-equivalent change.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue cleanly represents a duplicate set; the items share broad Transformers/model-loading themes but not the same concrete bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best representative issue in this set because it is active, broadly framed, and more central than the narrower model-specific bugs.", + "best_issue_reason": "issue:45701 is the broadest umbrella item, but it is still too general and not a true canonical duplicate target for the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44387", - "right": "issue:45704", - "accept": false, - "reason": "Both involve memory symptoms, but one is int4 quantization OOM and the other is an apex RMSNorm memory leak; different code paths and fixes." - }, - { - "left": "issue:42617", - "right": "issue:42915", - "accept": false, - "reason": "Both are runtime failures, but one is about running 3d_parallel.py and the other is Qwen3-MoE fine-grained FP8 loading; unrelated bugs." - }, - { - "left": "issue:43577", - "right": "issue:43708", + "left": "issue:43749", + "right": "issue:44534", "accept": false, - "reason": "One is a dtype propagation bug in Blip2 loading; the other is Trainer checkpoint resume/max_steps accounting. Not the same issue." + "reason": "Both are regression reports, but one is FSDP CPU-efficient loading and the other is non-persistent buffer initialization; different bugs." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "BEiT Fast label reduction vs GLM-4V model loading failure are unrelated subsystems and failure modes." + "reason": "BeitImageProcessorFast label reduction and glm-4v-9b loading failure are unrelated model/processor issues." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Both concern loading, but one is strict config validation and the other is tokenizer loading for a specific model; not the same underlying bug." + "reason": "Strict config loading for granite_speech vs tokenizer loading for est-roberta; different subsystems and failures." }, { - "left": "issue:36331", + "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "CustomTrainer compute_loss signature mismatch is unrelated to Qwen3-MoE FP8 loading." - }, - { - "left": "issue:36331", - "right": "issue:42617", - "accept": false, - "reason": "Trainer API mismatch and 3d_parallel.py execution failure are different problems." + "reason": "3d_parallel.py execution failure and Qwen3Moe FineGrainedFP8Config failure are different model/runtime problems." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Video processor batch-shape bug and tokenization-version change are unrelated." + "reason": "Video batch shape bug is unrelated to a general tokenization-version change report." }, { - "left": "issue:44479", - "right": "issue:44918", + "left": "issue:43550", + "right": "issue:43720", "accept": false, - "reason": "Both mention Qwen3.5, but one is a video-input regression and the other is SFT-trainer embedding unpacking; different code paths." + "reason": "Both involve loading/compile issues, but Bamba SDPA torch.compile and BitNet weight unpacking are distinct code paths." }, { - "left": "issue:43550", - "right": "issue:43720", + "left": "issue:36331", + "right": "issue:42915", "accept": false, - "reason": "Torch.compile+SDPA on Bamba and packed-weight unpacking during accelerate loading in BitNet are distinct bugs." + "reason": "CustomTrainer compute_loss signature break and Qwen3Moe FP8 loading are unrelated." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both are image-size related, but one is a processor/model input-size mismatch and the other is a Perceiver interpolation failure." + "reason": "Both are vision preprocessing bugs, but one is OmDet input size and the other is Perceiver positional interpolation; not the same bug." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes on NER/padding vs OmDet-Turbo image resolution mismatch; not the same issue." + "reason": "Different tokenizers/processors and different failure modes; not the same underlying issue." }, { - "left": "issue:43316", - "right": "issue:44913", + "left": "issue:44387", + "right": "issue:45704", "accept": false, - "reason": "Both are config-related, but one is a Gemma3TextConfig API discrepancy and the other is rotary_pct not persisting in GPTNeoXConfig." + "reason": "Int4 memory growth/OOM and an apex RMSNorm memory leak are separate memory bugs." }, { - "left": "issue:44671", - "right": "issue:44743", + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Qwen video-input regression and TRL embedding unpacking are both Qwen3.5-related but affect different paths." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer API signature break is unrelated to a 3d_parallel.py runtime problem." + }, + { + "left": "issue:43316", + "right": "issue:44913", "accept": false, - "reason": "CamemBERT MLM predictions and Qwen3.5 recurrent-state reset are unrelated model bugs." + "reason": "Gemma3TextConfig API discrepancy and GPTNeoX rotary_pct reload bug are different config issues." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Both involve loading/quantization/offload in a broad sense, but the concrete failures and models differ; not mergeable as one fix." + "reason": "Qwen3Moe FP8 config failure and dequantized model offload loading failure are not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "A800 cudaErrorAssert in auto device mapping and Llava Next segmentation fault are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on gpt-oss-20b is a model/eval issue, not a tokenization-version regression." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Both are device/runtime failures, but one is SDPA/torch.compile and the other is CPU offload device mismatch in Bark; different root causes." + "reason": "Both are loading/runtime bugs, but Bamba SDPA compile and Bark CPU-offload device mismatch are distinct." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Processor.tokenizer regression with images is not the same as a general tokenization version change." + "reason": "Processor.tokenizer regression is a specific API break; tokenization-version changes is broader and not the same defect." }, { "left": "issue:41720", - "right": "issue:42617", + "right": "issue:45161", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert and 3d_parallel.py execution failure are unrelated." + "reason": "Qwen3 auto device-map crash and GPT-OSS MoE tensor-parallel failure are different parallelism bugs." }, { - "left": "issue:41720", - "right": "issue:45161", + "left": "issue:44671", + "right": "issue:44743", "accept": false, - "reason": "Both touch distributed/model-parallel behavior, but the model families and failure modes differ substantially." + "reason": "CamemBERT masked-LM predictions and Qwen3.5 recurrent-state reset are unrelated model behaviors." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE and missing pad_token_idx in StableLmConfig are different issues." + "reason": "Qwen3-MoE sliding-window handling and StableLmConfig pad_token_idx are separate config/model issues." }, { "left": "issue:44292", "right": "issue:44479", "accept": false, - "reason": "Different Qwen model families and different regressions: NVFP4 runtime error vs video-input regression." - }, - { - "left": "issue:43388", - "right": "issue:45059", - "accept": false, - "reason": "Metric gathering last-batch label truncation and SAM3 text/bbox odd behavior are unrelated." + "reason": "NVFP4 runtime error and Qwen video-input regression are different model/version problems." }, { - "left": "issue:42915", - "right": "issue:43322", + "left": "issue:41720", + "right": "issue:42617", "accept": false, - "reason": "Qwen3-MoE FP8 loading failure and Llava Next segfault are different model-loading bugs." + "reason": "Different failures: Qwen3 device mapping crash vs 3d_parallel.py execution issue." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Both are tokenizer issues, but they concern different tokenizers, inputs, and failure modes." + "reason": "Both tokenizer crashes, but they affect different tokenizers and different tasks." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "GenerationMixin import error and 3d_parallel.py runtime failure are unrelated." - }, - { - "left": "issue:41720", - "right": "issue:43873", - "accept": false, - "reason": "Both mention loading/offloading/quantization areas, but one is a Qwen3 auto-device-map CUDA assert and the other is a broader quantization offload complaint; not the same concrete bug." + "reason": "GenerationMixin import error and 3d_parallel.py failure are unrelated." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Video input processing error and weight_only loading error are different parts of the stack." + "reason": "Qwen3OmniMoe video processing ValueError and Qwen3VL weight_only loading error are different model bugs." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Gemma4Processor tokenizer attribute crash and Qwen3.5 streaming inference failure are unrelated." + "reason": "Gemma4Processor _tokenizer crash and Qwen3.5 streaming inference failure are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44292", + "accept": false, + "reason": "Both mention Qwen3, but one is auto device mapping on A800 and the other is NVFP4 runtime failure; different issues." }, { "left": "issue:43421", "right": "issue:45701", "accept": false, - "reason": "Runtime special-token post-processor update bug is not the same as a version-dependent tokenization change report." + "reason": "Runtime special-token post-processor sync bug is not the same as a broad tokenization-version change report." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Void segmentation map processing and Bark voice_preset behavior are unrelated processor bugs." + "reason": "Image segmentation-map processing and Bark voice_preset are entirely different processors." }, { - "left": "issue:33357", - "right": "issue:35707", + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A cache-strategy typo and outdated docs about removed pipelines are unrelated documentation issues." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric label gathering bug and SAM3 text/bbox behavior are different model/runtime problems." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FP8 loading and Llava Next segfault are different model-specific failures." + }, + { + "left": "issue:43606", + "right": "issue:43720", "accept": false, - "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds/past_key_values are unrelated." + "reason": "CPU offload device mismatch and packed-weight unpacking during accelerate loading are separate bugs." } ] }, @@ -3962,7 +3930,7 @@ { "label": "issue", "component_index": 2, - "component_count": 14, + "component_count": 16, "review_unit_index": 12, "review_unit_count": 44, "status": "reviewed", @@ -3970,8 +3938,9 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-383", + "cluster_id": "cluster-15354-384", "nodes": [ + "issue:33666", "issue:34567", "issue:34634", "issue:35707", @@ -3983,9 +3952,9 @@ "issue:43525", "issue:43531", "issue:43550", + "issue:43596", "issue:43606", "issue:43653", - "issue:43720", "issue:43746", "issue:43782", "issue:43844", @@ -3993,12 +3962,10 @@ "issue:43927", "issue:43994", "issue:44062", - "issue:44077", "issue:44186", + "issue:44220", "issue:44368", "issue:44451", - "issue:44492", - "issue:44509", "issue:44514", "issue:44545", "issue:44589", @@ -4018,240 +3985,263 @@ "issue:45357", "issue:45381", "issue:45479", - "issue:45704" + "issue:45588", + "issue:45704", + "issue:45759" ], "soft_pairs": [ - "issue:44492|issue:44509", - "issue:41720|issue:43746", - "issue:43606|issue:43720", - "issue:43873|issue:45704", "issue:44514|issue:44545", "issue:43550|issue:43653", - "issue:44625|issue:45479", - "issue:43421|issue:43927", + "issue:43531|issue:45759", "issue:43606|issue:43653", - "issue:44368|issue:45357", - "issue:34634|issue:41720", + "issue:43421|issue:43927", "issue:34567|issue:35707", - "issue:44062|issue:44451", - "issue:44451|issue:44991", - "issue:43782|issue:45381", - "issue:44077|issue:44625", + "issue:44368|issue:45357", "issue:44898|issue:45072", - "issue:42886|issue:44843", + "issue:43873|issue:45704", + "issue:44451|issue:44991", + "issue:41720|issue:43746", + "issue:44062|issue:44451", "issue:43421|issue:43653", + "issue:42886|issue:44843", "issue:44987|issue:45042", + "issue:45588|issue:45759", + "issue:33666|issue:35707", "issue:43531|issue:44589", "issue:43421|issue:44186", "issue:43381|issue:43844", - "issue:44918|issue:44936", - "issue:43994|issue:44671", "issue:39692|issue:44610", + "issue:44918|issue:44936", + "issue:45081|issue:45356", + "issue:44625|issue:45479", "issue:43525|issue:43531", - "issue:45081|issue:45356" + "issue:43782|issue:45381", + "issue:43994|issue:44671", + "issue:34634|issue:41720", + "issue:43381|issue:45704", + "issue:43596|issue:44220", + "issue:39692|issue:43873" ], - "prepared_review_unit_hash": "eba56cb6fddd0954c136ce1557be41bcded53c6b442e5e2ab2aa973900ab91f3", + "prepared_review_unit_hash": "8cb002688b153384541072a1b40781a2eb83e31cd3bb28dfe75fa08ad92e3d13", "component_budget": { - "node_count": 383, - "item_count": 383, - "soft_pair_count": 1434, - "serialized_chars": 739528, - "estimated_input_tokens": 184882, - "estimated_eval_tokens": 370020 + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35792, - "estimated_input_tokens": 8948, - "estimated_eval_tokens": 18152 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37274, + "estimated_input_tokens": 9319, + "estimated_eval_tokens": 18894 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated model- or subsystem-specific issues. The only clear duplicate pair is the Qwen2_5_VLProcessor.apply_chat_template batched-input crash (#44514 / #44545).", - "confidence": 0.89, - "canonical_issue_reason": "#44514 is the clearest canonical issue: it is an earlier, fully described report of the exact same Qwen2_5_VLProcessor.apply_chat_template batched-input crash that #44545 repeats.", + "summary": "This cluster is mostly heterogeneous tokenizer/model/runtime bug reports with one clear duplicate pair and a few loose semantic similarities, so only the exact duplicate should be merged.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 44514 is the earliest and clearest report of the exact Qwen2_5_VLProcessor.apply_chat_template batched-input/padding=False crash, making it the best canonical issue for the confirmed duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "#44514 is the best issue to keep as the representative bug report because it is the earliest and most complete of the only true duplicate pair in this set.", + "best_issue_reason": "44514 is the best representative because it precisely captures the concrete failure mode and is directly duplicated by 44545.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44492", - "right": "issue:44509", - "accept": false, - "reason": "Both are documentation-related, but one is a typo and the other is stale docs mentioning removed pipeline tasks; different fixes and not the same underlying issue." + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same Qwen2_5_VLProcessor.apply_chat_template crash on batched input with padding=False; identical underlying bug." }, { - "left": "issue:41720", - "right": "issue:43746", + "left": "issue:43550", + "right": "issue:43653", "accept": false, - "reason": "Different models and different failure modes: Qwen3 auto device mapping CUDA assert vs GraniteSpeech PEFT local checkpoint loading." + "reason": "Different subsystems and failures: torch.compile+SDPA on Bamba vs tokenizer special-token registration." }, { - "left": "issue:43606", - "right": "issue:43720", - "accept": false, - "reason": "Both involve loading/offloading, but Bark CPU offload device mismatch and BitNet packed-weight unpacking are distinct code paths and bugs." - }, - { - "left": "issue:43873", - "right": "issue:45704", + "left": "issue:43531", + "right": "issue:45759", "accept": false, - "reason": "Quantization/offloading behavior and an apex FusedRMSNorm memory leak are unrelated problems." + "reason": "Both involve Qwen3-family configs, but one is sliding_window behavior and the other is text_config unwrapping; not the same bug." }, { - "left": "issue:44514", - "right": "issue:44545", - "accept": true, - "reason": "Same title, same crash, same Qwen2_5_VLProcessor.apply_chat_template batched-input padding=False failure; clear duplicate." - }, - { - "left": "issue:43550", + "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "Bamba torch.compile/SDPA failure and BigBirdTokenizer special-token registration are unrelated." - }, - { - "left": "issue:44625", - "right": "issue:45479", - "accept": false, - "reason": "Both mention num_labels/classification, but one is config propagation and the other is a zero-loss training bug; not the same defect." + "reason": "CPU offload device mismatch is unrelated to BigBirdTokenizer mask-token decode output." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Both touch tokenizer/special-token configuration, but one is a runtime post-processor update bug and the other is a save/load custom token ID loss causing IndexError." + "reason": "Both touch token/special-token handling, but one is runtime post-processor updates and the other is save/load of custom token IDs." }, { - "left": "issue:43606", - "right": "issue:43653", + "left": "issue:34567", + "right": "issue:35707", "accept": false, - "reason": "Device mismatch during CPU offload is unrelated to BigBirdTokenizer mask token registration and empty decode output." + "reason": "Trainer token-count tracking and progressive generation with inputs_embeds/past_key_values are unrelated." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "A warning about tie_word_embeddings in Qwen fine-tuning is not the same as incorrect visual encoder keys being saved." + "reason": "A warning about tie_word_embeddings during LoRA fine-tuning is unrelated to incorrect visual encoder keys on save_pretrained." }, { - "left": "issue:34634", - "right": "issue:41720", - "accept": false, - "reason": "BarkProcessor voice_preset and Qwen3 device-mapping CUDA assert are unrelated." - }, - { - "left": "issue:34567", - "right": "issue:35707", + "left": "issue:44898", + "right": "issue:45072", "accept": false, - "reason": "TrainerState token counting and progressive generation with inputs_embeds/past_key_values are different bugs." + "reason": "Perceiver interpolation bug and bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel are different issues." }, { - "left": "issue:44062", - "right": "issue:44451", + "left": "issue:43873", + "right": "issue:45704", "accept": false, - "reason": "Both are tokenizer-related load failures, but the titles do not show the same concrete root cause or code path." + "reason": "Quantization/offloading expectations do not match a T5 RMSNorm memory-leak issue." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both are model-specific tokenizer loading failures, but they appear to be separate compatibility issues with different repositories." + "reason": "Both are loading regressions, but for different models and likely different tokenizer code paths." }, { - "left": "issue:43782", - "right": "issue:45381", + "left": "issue:41720", + "right": "issue:43746", "accept": false, - "reason": "Qwen3VL weight_only loading error and Qwen2.5-VL video vision_position_ids bug are different failures." + "reason": "Qwen3 auto device mapping cuda assert is unrelated to GraniteSpeech PEFT checkpoint loading." }, { - "left": "issue:44077", - "right": "issue:44625", + "left": "issue:44062", + "right": "issue:44451", "accept": false, - "reason": "PatchTSMixer post_init policy and Qwen3.5 num_labels propagation are unrelated." + "reason": "AddedToken constructor argument clash is a different failure from loading ScandiBERT." }, { - "left": "issue:44898", - "right": "issue:45072", + "left": "issue:43421", + "right": "issue:43653", "accept": false, - "reason": "Perceiver non-default-resolution handling and dtype mismatches in SwitchTransformers/TimmWrapperModel are different issues." + "reason": "Runtime special-token post-processor updates are unrelated to BigBirdTokenizer empty decode output." }, { "left": "issue:42886", "right": "issue:44843", "accept": false, - "reason": "Both mention offline mode, but one is a generic tokenizer cache failure and the other is a specific _patch_mistral_regex model_info call; not enough evidence they are the same bug." + "reason": "Both involve HF_HUB_OFFLINE, but 44843 is a specific _patch_mistral_regex/model_info regression while 42886 is a broader cache-load failure." }, { - "left": "issue:43421", - "right": "issue:43653", + "left": "issue:44987", + "right": "issue:45042", "accept": false, - "reason": "Special-token runtime updates and BigBird tokenizer mask-token registration are different tokenizer problems." + "reason": "Loading physical-intelligence/fast and PIL-backend torchvision requirements are not the same bug." }, { - "left": "issue:44987", - "right": "issue:45042", + "left": "issue:45588", + "right": "issue:45759", "accept": false, - "reason": "Loading a specific model and PIL backend processors incorrectly requiring torchvision are distinct bugs." + "reason": "Flash-attention aux-state crash and Qwen multimodal text_config unwrapping are unrelated." + }, + { + "left": "issue:33666", + "right": "issue:35707", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL and progressive generation with inputs_embeds are unrelated topics." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE and Float8 storage lookup failure are unrelated." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the missing Float8 storage type error." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Both are tokenizer issues, but they affect different tokenizers with different crashes and code paths." + "reason": "TokenizersBackend special-token updates and LayoutLMv2 tokenizer NER/padding crashes are different code paths." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Eval-mode gradient checkpointing and ZeRO-3 gradient explosion are different training behaviors." + "reason": "Eval-mode gradient checkpointing limitation is unrelated to gradient blow-up under HfDeepSpeedConfig + ZeRO-3." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 doc/example errors and OmDet-Turbo processor size mismatch are different model-specific issues." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "TRL SFT input-embedding unpacking and trainer.evaluate failing after trainer.train() are unrelated trainer issues." + "reason": "TRL SFT unpacking of Qwen3.5 embeddings is unrelated to trainer.evaluate failing after trainer.train()." }, { - "left": "issue:43994", - "right": "issue:44671", + "left": "issue:45081", + "right": "issue:45356", "accept": false, - "reason": "Incorrect outputs in two different models do not establish the same underlying bug." + "reason": "Both mention fix_mistral_regex/tokenizer regression, but one is a hard crash in Mistral loading and the other is a Kimi-K2.5 codec-handling regression with a warning issue; not clearly the same bug." }, { - "left": "issue:39692", - "right": "issue:44610", + "left": "issue:44625", + "right": "issue:45479", "accept": false, - "reason": "Both involve processor/model mismatches, but they are separate models and separate failures." + "reason": "Missing num_labels propagation in Qwen3.5 configs is unrelated to zero-loss single-label classification behavior across models." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Llama4Config pad_token_id and Qwen3-MoE sliding_window are unrelated." + "reason": "Llama4Config pad_token_id missing and Qwen3-MoE sliding_window are different config bugs." }, { - "left": "issue:45081", - "right": "issue:45356", + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3VL weight_only loading and qwen2.5-vl video vision_position_ids are different multimodal bugs." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "SigLIP2 AutoModel/pipeline output mismatch and CamemBERT masked LM predictions are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping failures are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Gradient-checkpointing eval-mode behavior is unrelated to T5 apex.FusedRMSNorm memory leak." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "DeepSpeed ZeRO-3/BertModel index error and _torch_extract_fbank_features() are different failures." + }, + { + "left": "issue:39692", + "right": "issue:43873", "accept": false, - "reason": "Both involve fix_mistral_regex, but one is a crash on Mistral tokenizer loading and the other is a Kimi-K2.5 regression with codec handling; not clearly the same concrete bug." + "reason": "SigLIP2 documentation/example errors are unrelated to quantization offloading behavior." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: the only clearly duplicate pair is #44514/#44545, and the soft-edge rejections are conservative and consistent with the issue titles." + "feedback": "The summary is grounded in the packet and stays conservative: it identifies only the clearly duplicated Qwen2_5_VLProcessor.apply_chat_template batched-input/padding=False pair (44514/44545) and rejects the rest as distinct or only loosely similar. No overstatement or mergeability issue is apparent." }, "evaluator_used": true, "retried": false, @@ -4262,7 +4252,7 @@ { "label": "issue", "component_index": 2, - "component_count": 14, + "component_count": 16, "review_unit_index": 13, "review_unit_count": 44, "status": "reviewed", @@ -4270,304 +4260,290 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-383", + "cluster_id": "cluster-15354-384", "nodes": [ "issue:30064", "issue:36010", - "issue:39692", - "issue:40444", - "issue:41720", - "issue:43322", + "issue:42915", "issue:43335", - "issue:43381", "issue:43421", "issue:43531", "issue:43540", "issue:43550", + "issue:43575", "issue:43577", - "issue:43596", "issue:43618", "issue:43643", - "issue:43644", "issue:43653", "issue:43697", "issue:43716", "issue:43720", "issue:43746", - "issue:43749", "issue:43756", + "issue:43782", "issue:43818", "issue:43819", "issue:43873", "issue:44008", "issue:44062", + "issue:44077", "issue:44186", "issue:44220", "issue:44448", "issue:44488", "issue:44561", + "issue:44625", "issue:44661", "issue:44671", + "issue:44756", "issue:44811", "issue:44843", "issue:44877", "issue:44898", + "issue:44977", "issue:45020", "issue:45072", "issue:45081", "issue:45183", "issue:45381", "issue:45479", - "issue:45685", - "issue:45704" + "issue:45704", + "issue:45759" ], "soft_pairs": [ - "issue:43596|issue:44220", - "issue:41720|issue:45704", - "issue:43381|issue:45704", - "issue:39692|issue:43873", - "issue:40444|issue:43746", - "issue:43746|issue:45381", - "issue:43746|issue:43873", - "issue:45183|issue:45479", + "issue:42915|issue:45759", "issue:44220|issue:44661", + "issue:45183|issue:45479", "issue:43618|issue:43697", "issue:43540|issue:44008", - "issue:43716|issue:44008", + "issue:44077|issue:44625", "issue:43720|issue:43819", + "issue:43575|issue:45704", "issue:30064|issue:36010", - "issue:43653|issue:43720", + "issue:44756|issue:45759", + "issue:43716|issue:44008", "issue:43335|issue:43756", - "issue:43322|issue:45685", - "issue:44062|issue:44488", + "issue:43653|issue:43720", + "issue:42915|issue:43746", + "issue:43746|issue:45381", + "issue:43746|issue:43873", "issue:44843|issue:45081", - "issue:44186|issue:44898", - "issue:43531|issue:43643", "issue:43550|issue:45072", + "issue:44186|issue:44898", "issue:43421|issue:44811", + "issue:43550|issue:43819", "issue:43577|issue:43818", "issue:43643|issue:44877", - "issue:43550|issue:43819", + "issue:44062|issue:44488", + "issue:43531|issue:43643", "issue:43540|issue:45381", "issue:44448|issue:44671", - "issue:44561|issue:45020", - "issue:43644|issue:43749", - "issue:43653|issue:43819" + "issue:43653|issue:43819", + "issue:43782|issue:44977", + "issue:44561|issue:45020" ], - "prepared_review_unit_hash": "6a8088ce6c7beef0ad87622bacf6e76d479ed0e7b75a6dc46809f6b964fadd44", + "prepared_review_unit_hash": "efbfab781e704ddb17df5a177a2a93e46ff461c6a346818669fb1889e40e35c3", "component_budget": { - "node_count": 383, - "item_count": 383, - "soft_pair_count": 1434, - "serialized_chars": 739528, - "estimated_input_tokens": 184882, - "estimated_eval_tokens": 370020 + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37285, - "estimated_input_tokens": 9322, - "estimated_eval_tokens": 18900 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36368, + "estimated_input_tokens": 9092, + "estimated_eval_tokens": 18440 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: most soft pairs only share a broad subsystem or regression theme, not the same concrete bug. I reject all soft edges; the closest representative is the remote_code/regression report, but there is no true duplicate canonical here.", - "confidence": 0.96, - "canonical_issue_reason": "No true canonical duplicate: the items span unrelated loading, tokenizer, vision, audio, quantization, and config regressions, so the cluster is too broad to collapse to one issue.", + "summary": "These issues are mostly unrelated model- or subsystem-specific bugs. A few are loosely adjacent (notably around tokenizer/Mistral helpers and remote_code regressions), but none of the soft pairs look like true duplicates of the same concrete bug/change.", + "confidence": 0.86, + "canonical_issue_reason": "If a canonical issue is needed, issue:45020 is the broadest umbrella-style report in the set (recent versions breaking remote_code models). It is not an exact duplicate of the others, but it is the closest general anchor for the cluster\u2019s theme of version-related regressions.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best cluster representative because it is the broadest current regression report and overlaps thematically with several remote_code/tokenizer/config-loading issues, even though it is not a duplicate of them.", + "best_issue_reason": "Issue:45020 is the best representative issue because it is open, broadly scoped, and captures a recurring compatibility/regression class rather than a narrow model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43596", - "right": "issue:44220", - "accept": false, - "reason": "Different failures in different code paths: BertModel zero3 init index error vs audio feature extraction." - }, - { - "left": "issue:41720", - "right": "issue:45704", + "left": "issue:42915", + "right": "issue:45759", "accept": false, - "reason": "Unrelated models and bugs: Qwen3 auto device mapping CUDA assert vs T5/apex memory leak." + "reason": "Both mention Qwen configs, but one is FineGrainedFP8Config failure and the other is missing text_config unwrapping in composite multimodal configs; different code paths and fixes." }, { - "left": "issue:43381", - "right": "issue:45704", + "left": "issue:44220", + "right": "issue:44661", "accept": false, - "reason": "Gradient checkpointing eval-mode behavior is unrelated to the T5/apex RMSNorm leak." + "reason": "Different areas entirely: audio feature extraction vs tokenizer mapping/model registration logic." }, { - "left": "issue:39692", - "right": "issue:43873", + "left": "issue:45183", + "right": "issue:45479", "accept": false, - "reason": "Doc-example model/processor mismatch is not the same bug as quantization offloading failure." + "reason": "One is input validation/XOR error messaging, the other is a loss-function/label semantics bug; not the same defect." }, { - "left": "issue:40444", - "right": "issue:43746", + "left": "issue:43618", + "right": "issue:43697", "accept": false, - "reason": "Different multimodal pipelines: iterable dataset multi-image finetuning vs GraniteSpeech local checkpoint loading." + "reason": "CLIP output attentions regression and RTDetrV2 output drift are unrelated model bugs." }, { - "left": "issue:43746", - "right": "issue:45381", + "left": "issue:43540", + "right": "issue:44008", "accept": false, - "reason": "Different models and code paths: GraniteSpeech checkpoint loading vs Qwen2.5-VL video position ids." + "reason": "Video input handling in Qwen3OmniMoe is unrelated to the Gemma3n variable-name collision in forward()." }, { - "left": "issue:43746", - "right": "issue:43873", + "left": "issue:44077", + "right": "issue:44625", "accept": false, - "reason": "Checkpoint loading with PEFT adapters is unrelated to quantization offloading behavior." + "reason": "PatchTSMixer post_init policy and Qwen3.5 num_labels propagation are unrelated configuration issues." }, { - "left": "issue:45183", - "right": "issue:45479", + "left": "issue:43720", + "right": "issue:43819", "accept": false, - "reason": "Both are validation-related, but one is input XOR checks and the other is classification loss logic; not the same bug." + "reason": "Packed-weight loading in BitNet and DAC latent/STE mismatch are different concrete bugs." }, { - "left": "issue:44220", - "right": "issue:44661", + "left": "issue:43575", + "right": "issue:45704", "accept": false, - "reason": "Audio fbank extraction and tokenizer-mapping template generation are unrelated." + "reason": "TP OOM when loading a Qwen model and T5 apex RMSNorm memory leak are distinct memory problems in different paths." }, { - "left": "issue:43618", - "right": "issue:43697", + "left": "issue:30064", + "right": "issue:36010", "accept": false, - "reason": "Both involve v5 behavior changes, but CLIP attentions and RTDetr output drift are different concrete issues." + "reason": "Image segmentation map processing and a GenerationMixin import error are unrelated." }, { - "left": "issue:43540", - "right": "issue:44008", + "left": "issue:44756", + "right": "issue:45759", "accept": false, - "reason": "Different multimodal bugs: Qwen3OmniMoe video processing vs Gemma3n audio mask attribute collision." + "reason": "Strix Halo mmap/OOM behavior is unrelated to Qwen multimodal config unwrapping." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Image-preprocessor dtype mismatch is unrelated to Gemma3n's variable-name collision." - }, - { - "left": "issue:43720", - "right": "issue:43819", - "accept": false, - "reason": "Different loading/runtime problems in different models: unpacked BitNet weights vs DAC forward/from_latents mismatch." + "reason": "Mistral image-preprocessor dtype mismatch and Gemma3n tensor attribute collision are unrelated." }, { - "left": "issue:30064", - "right": "issue:36010", + "left": "issue:43335", + "right": "issue:43756", "accept": false, - "reason": "Segmentation-map processing and GenerationMixin import failure are unrelated." + "reason": "Sparse encoder layer creation and Smollm3 RoPE layer dropping are different model-configuration mistakes." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "Tokenizer special-token registration bug is unrelated to BitNet accelerated loading." + "reason": "Tokenizer special-token registration and BitNet packed-weight loading do not share the same underlying bug." }, { - "left": "issue:43335", - "right": "issue:43756", + "left": "issue:42915", + "right": "issue:43746", "accept": false, - "reason": "Both are model-configuration issues, but sparse-layer creation and RoPE-layer count are different bugs." + "reason": "Fine-grained FP8 config failure and GraniteSpeech PEFT checkpoint loading are separate issues." }, { - "left": "issue:43322", - "right": "issue:45685", + "left": "issue:43746", + "right": "issue:45381", "accept": false, - "reason": "Llava Next loading crash is unrelated to the MoE MPS histogram Int error." + "reason": "PEFT local checkpoint loading and Qwen2.5-VL video position ids are unrelated." }, { - "left": "issue:44062", - "right": "issue:44488", + "left": "issue:43746", + "right": "issue:43873", "accept": false, - "reason": "AddedToken special-arg duplication and failing to load cjvt/sleng-bert are different tokenizer/loading issues." + "reason": "GraniteSpeech checkpoint loading and quantization offloading behavior are different code paths." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Same helper function, but different failure modes: unconditional hub lookup vs missing backend_tokenizer attribute." + "reason": "Both involve _patch_mistral_regex, but one is offline model_info access and the other is an AttributeError on backend_tokenizer; same helper, different failures and fixes." }, { - "left": "issue:44186", - "right": "issue:44898", + "left": "issue:43550", + "right": "issue:45072", "accept": false, - "reason": "LayoutLMv2 tokenizer NER/padding crash is unrelated to Perceiver interpolation failure." + "reason": "Bamba torch.compile+SDPA and SwitchTransformers/TimmWrapper dtype mismatches are unrelated." }, { - "left": "issue:43531", - "right": "issue:43643", + "left": "issue:44186", + "right": "issue:44898", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and trust_remote_code config field loss are unrelated." + "reason": "LayoutLMv2 tokenizer crashes and Perceiver interpolation failure are different model-specific bugs." }, { - "left": "issue:43550", - "right": "issue:45072", + "left": "issue:43421", + "right": "issue:44811", "accept": false, - "reason": "Different subsystems and models: torch.compile SDPA in Bamba vs bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel." + "reason": "Runtime special-token/post-processor updates and Whisper batch_decode skip_special_tokens handling are related to tokenization, but not the same concrete bug." }, { - "left": "issue:43421", - "right": "issue:44811", + "left": "issue:43550", + "right": "issue:43819", "accept": false, - "reason": "Both touch tokenization/post-processing, but runtime special-token updates and Whisper batch_decode skip_special_tokens are not the same bug." + "reason": "torch.compile SDPA failure and DAC forward/from_latents mismatch are unrelated." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "Blip2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing are unrelated." + "reason": "BLIP2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing issues are unrelated." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "Different config-loading failures: missing fields from trust_remote_code vs strict granite_speech config rejection." + "reason": "trust_remote_code missing fields and strict granite_speech config loading are distinct configuration-loading problems." }, { - "left": "issue:43550", - "right": "issue:43819", + "left": "issue:44062", + "right": "issue:44488", "accept": false, - "reason": "Unrelated model/runtime paths: SDPA compile failure vs DAC latent reconstruction mismatch." + "reason": "AddedToken special-argument error and sleng-bert model loading failure are not the same bug." }, { - "left": "issue:43540", - "right": "issue:45381", + "left": "issue:43531", + "right": "issue:43643", "accept": false, - "reason": "Both are video-input issues, but they affect different Qwen models and different code paths." + "reason": "Qwen3-MoE sliding_window behavior and trust_remote_code config field loss are unrelated." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Both are v4/v5 regression reports, but Pegasus output drift and CamemBERT masked-LM drift are separate bugs." + "reason": "Both are v5 output regressions, but they affect different models and likely different changes." }, { - "left": "issue:44561", - "right": "issue:45020", + "left": "issue:43653", + "right": "issue:43819", "accept": false, - "reason": "Both mention remote_code regressions, but one is a specific API removal and the other is a broader class of recent-version breakages; not the same concrete bug." + "reason": "Tokenizer special-token registration and DAC latent conversion mismatch do not share a concrete underlying defect." }, { - "left": "issue:43644", - "right": "issue:43749", + "left": "issue:43782", + "right": "issue:44977", "accept": false, - "reason": "Non-persistent buffer junk fill is unrelated to FSDP CPU RAM efficient loading." + "reason": "Qwen3VL weight_only loading failure and Qwen3.5 flash-attention generation issues are separate multimodal/runtime problems." }, { - "left": "issue:43653", - "right": "issue:43819", + "left": "issue:44561", + "right": "issue:45020", "accept": false, - "reason": "Tokenizer special-token registration and DAC latent reconstruction are unrelated." + "reason": "Removal of is_torch_fx_available is one specific remote_code breakage, while 45020 is a broad umbrella report that likely covers multiple unrelated failures." } ] }, @@ -4581,7 +4557,7 @@ { "label": "issue", "component_index": 2, - "component_count": 14, + "component_count": 16, "review_unit_index": 14, "review_unit_count": 44, "status": "reviewed", @@ -4589,20 +4565,23 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-383", + "cluster_id": "cluster-15354-384", "nodes": [ "issue:30064", "issue:34634", "issue:36010", "issue:36331", - "issue:41720", "issue:42175", "issue:43262", + "issue:43322", "issue:43329", + "issue:43404", + "issue:43452", "issue:43526", "issue:43577", "issue:43582", "issue:43606", + "issue:43644", "issue:43650", "issue:43653", "issue:43697", @@ -4616,12 +4595,10 @@ "issue:43994", "issue:44060", "issue:44186", - "issue:44291", "issue:44368", "issue:44442", "issue:44485", "issue:44509", - "issue:44554", "issue:44610", "issue:44671", "issue:44805", @@ -4629,250 +4606,235 @@ "issue:44857", "issue:44912", "issue:44936", - "issue:44977", "issue:44991", "issue:45072", "issue:45081", "issue:45084", - "issue:45325", "issue:45406", "issue:45538", "issue:45600", + "issue:45685", "issue:45701" ], "soft_pairs": [ - "issue:43782|issue:44977", + "issue:43322|issue:45685", "issue:43825|issue:43994", "issue:44821|issue:45084", - "issue:43577|issue:43582", - "issue:41720|issue:44991", "issue:43825|issue:43827", "issue:30064|issue:36331", - "issue:44186|issue:44442", - "issue:44671|issue:45701", "issue:44485|issue:44509", - "issue:44805|issue:44936", + "issue:43577|issue:43582", + "issue:44186|issue:44442", "issue:43606|issue:45072", - "issue:42175|issue:45081", + "issue:43452|issue:44991", "issue:34634|issue:36010", - "issue:43782|issue:45325", + "issue:44805|issue:44936", + "issue:42175|issue:45081", "issue:44610|issue:45072", "issue:45081|issue:45406", "issue:44060|issue:44368", - "issue:43749|issue:44291", "issue:43650|issue:43906", "issue:43720|issue:45072", + "issue:44671|issue:45701", + "issue:43404|issue:43782", "issue:43582|issue:44857", - "issue:43526|issue:43697", "issue:43262|issue:43819", - "issue:43526|issue:44554", + "issue:43526|issue:43697", "issue:45084|issue:45538", + "issue:43644|issue:43749", "issue:43329|issue:45600", - "issue:34634|issue:36331", "issue:43653|issue:44912" ], - "prepared_review_unit_hash": "10b1fb24fe5417e1cc7b1d2c3fe26ea348b6ebe119000030d18cd647562a8e0f", + "prepared_review_unit_hash": "373ad9966817fedb29ff795a6da662d73628282dc5f4045969b40a3e1843c08f", "component_budget": { - "node_count": 383, - "item_count": 383, - "soft_pair_count": 1434, - "serialized_chars": 739528, - "estimated_input_tokens": 184882, - "estimated_eval_tokens": 370020 + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36665, - "estimated_input_tokens": 9167, - "estimated_eval_tokens": 18590 + "soft_pair_count": 27, + "serialized_chars": 35991, + "estimated_input_tokens": 8998, + "estimated_eval_tokens": 18252 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very heterogeneous; the soft pairs share topic words but not the same underlying bug/change. No PRs are present.", - "confidence": 0.91, - "canonical_issue_reason": "issue:43825 is the clearest, most actionable v5 pipeline regression here and the closest anchor to the only near-match (issue:43827); the rest of the set is too mixed to collapse onto one issue.", + "summary": "The set is highly heterogeneous: most items are unrelated bugs across different models, tokenizers, loading paths, and docs. No single duplicate cluster emerges; all soft edges should be rejected as non-equivalent underlying issues.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43825 is the best representative issue in this set because it is concrete, reproducible, and user-facing, while the closest neighbor (issue:43827) is docs-only drift.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43782", - "right": "issue:44977", + "left": "issue:43322", + "right": "issue:45685", "accept": false, - "reason": "Both are Qwen model reports, but one is a weight_only load failure and the other is a flash-attention generation bug; different code paths." + "reason": "Llava Next segmentation fault vs MoE MPS histogram/type error; different models and failure modes." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "One is about v5 pipeline error messaging for removed translation tasks; the other is a SigLIP2 model output quality issue in AutoModel/pipeline." + "reason": "Pipeline error-message regression vs SigLIP2 bad results with AutoModel/pipeline; not the same bug." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "AutoImageProcessor-from-URL loading and a template compilation TypeError are unrelated failure modes." - }, - { - "left": "issue:43577", - "right": "issue:43582", - "accept": false, - "reason": "Blip2 dtype propagation and Apple Silicon allocator warmup are unrelated bugs." - }, - { - "left": "issue:41720", - "right": "issue:44991", - "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert and tokenizer loading for EMBEDDIA/est-roberta are different problems." + "reason": "AutoImageProcessor URL loading issue vs template compilation TypeError; unrelated code paths." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "Both concern v5 pipeline removals, but one is a runtime error-message issue and the other is docs drift; not the same change." + "reason": "Both touch removed pipeline tasks, but one is a runtime error message and the other is docs cleanup." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Image segmentation map handling and CustomTrainer.compute_loss signature mismatch are unrelated." - }, - { - "left": "issue:44186", - "right": "issue:44442", - "accept": false, - "reason": "LayoutLMv2 NER/padding crashes and FastSpeech2Conformer tokenizer loading are separate tokenizer paths." + "reason": "Image segmentation-map processing bug vs CustomTrainer loss signature mismatch; unrelated subsystems." }, { - "left": "issue:44671", - "right": "issue:45701", + "left": "issue:44485", + "right": "issue:44509", "accept": false, - "reason": "CamemBERT masked-LM prediction regression is not the same as a broad version-dependent tokenization change report." + "reason": "GLM-5 RoPE implementation discussion vs v5 pipeline docs references; different changes." }, { - "left": "issue:44485", - "right": "issue:44509", + "left": "issue:43577", + "right": "issue:43582", "accept": false, - "reason": "GLM-5 RoPE implementation discussion and docs mentioning removed pipelines are not the same issue." + "reason": "Blip2 dtype propagation bug vs Apple Silicon warmup TypeError; different failures." }, { - "left": "issue:44805", - "right": "issue:44936", + "left": "issue:44186", + "right": "issue:44442", "accept": false, - "reason": "A mask shape IndexError and trainer.evaluate() failing after train() are different runtime failures." + "reason": "LayoutLMv2 tokenizer crash vs FastSpeech2Conformer tokenizer load failure; different tokenizer bugs." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "CPU offload device mismatch for Bark and bfloat16 dtype mismatches for SwitchTransformers/TimmWrapperModel are unrelated." + "reason": "Bark CPU offload device mismatch vs SwitchTransformers/TimmWrapper bfloat16 dtype mismatch; not the same code path." }, { - "left": "issue:42175", - "right": "issue:45081", + "left": "issue:43452", + "right": "issue:44991", "accept": false, - "reason": "TensorFlow extra-install packaging and a Mistral regex patch crash are unrelated." + "reason": "gguf_file loading regression vs tokenizer loading failure for est-roberta; different loader paths and symptoms." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice preset behavior and GenerationMixin import resolution are unrelated." + "reason": "BarkProcessor voice preset behavior vs GenerationMixin import error; unrelated audio vs import issue." }, { - "left": "issue:43782", - "right": "issue:45325", + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask/index shape mismatch crash vs train-then-evaluate failure; no clear shared root cause." + }, + { + "left": "issue:42175", + "right": "issue:45081", "accept": false, - "reason": "Qwen3VL weight_only loading and Qwen2.5-VL temporal RoPE scaling are different model/version bugs." + "reason": "Missing TensorFlow backend in torch install vs Mistral regex patch AttributeError; unrelated." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "OmDet-Turbo processor image-size mismatch and dtype mismatches in inference are unrelated." + "reason": "OmDet input size mismatch vs dtype mismatch in other models; different bugs." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Mistral tokenizer regex patch crash and Gemma4Processor missing _tokenizer in serve are different tokenizer/processor failures." + "reason": "Tokenizer regex patch crash vs Gemma4Processor missing _tokenizer in serve; different processor internals." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "Qwen3-Next tied-weights warning is a model config bug, while the Qwen3.5 LoRA warning is a separate fine-tuning warning." - }, - { - "left": "issue:43749", - "right": "issue:44291", - "accept": false, - "reason": "FSDP CPU RAM efficient loading and init_empty_weights failing on _is_hf_initialized are different loading mechanisms." + "reason": "Qwen3-Next tied-weights warning vs Qwen3.5 LoRA warning; similar theme but not same concrete defect." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "A vague 'ADD THE DATA' issue and an isolated reproduction of another issue are not the same underlying bug." + "reason": "Placeholder issue vs reproduction of another issue; not a duplicate bug report." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to SwitchTransformers/TimmWrapperModel dtype mismatches." + "reason": "BitNet packed-weight unpacking bug vs dtype mismatch bug; different loading logic." }, { - "left": "issue:43582", - "right": "issue:44857", + "left": "issue:44671", + "right": "issue:45701", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError and LwDetrImageLoss float16 CUDA crash are unrelated." + "reason": "CamemBERT MLM prediction regression vs version-dependent tokenization changes; distinct symptoms and causes." }, { - "left": "issue:43526", - "right": "issue:43697", + "left": "issue:43404", + "right": "issue:43782", + "accept": false, + "reason": "Mistral3 tied lm_head weights vs Qwen3VL weight_only load error; unrelated model-loading problems." + }, + { + "left": "issue:43582", + "right": "issue:44857", "accept": false, - "reason": "BeitImageProcessorFast label reduction and RTDetrV2 output differences in v5 are unrelated model-processing bugs." + "reason": "Apple Silicon warmup TypeError vs LwDetrImageLoss AMP crash; different runtime contexts." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio apply_chat_template sampling-rate defaults and DAC.from_latents missing STE are unrelated processor/model bugs." + "reason": "Audio processor chat-template sample-rate default vs DAC from_latents/STE mismatch; unrelated audio issues." }, { "left": "issue:43526", - "right": "issue:44554", + "right": "issue:43697", "accept": false, - "reason": "BeitImageProcessorFast label reduction and the MPS attention correctness issue are unrelated." + "reason": "BeitImageProcessorFast label reduction bug vs RTDetrV2 output differences; different model components." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Template-node compilation and CLIPTokenizer model_max_length are unrelated tokenizer/template issues." + "reason": "Template compilation failure vs CLIPTokenizer max length constant; unrelated tokenizer/template concerns." }, { - "left": "issue:43329", - "right": "issue:45600", + "left": "issue:43644", + "right": "issue:43749", "accept": false, - "reason": "Undefined video multimodal-token helpers and stale auto_mappings Sam3LiteText config references are different code paths." + "reason": "Non-persistent buffer junk in v5 vs FSDP CPU RAM efficient loading broken; different loading mechanisms." }, { - "left": "issue:34634", - "right": "issue:36331", + "left": "issue:43329", + "right": "issue:45600", "accept": false, - "reason": "BarkProcessor voice preset behavior and compute_loss signature mismatch have no substantive overlap." + "reason": "Multimodal token counting video-branch bug vs auto_mappings stale config references; unrelated issues." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "BigBirdTokenizer special-token decoding and MXFP4 quantization fallback are unrelated bugs." + "reason": "BigBirdTokenizer special-token decode bug vs MXFP4 quantization fallback; different tokenizer/quantization paths." } ] }, @@ -4886,7 +4848,7 @@ { "label": "issue", "component_index": 2, - "component_count": 14, + "component_count": 16, "review_unit_index": 15, "review_unit_count": 44, "status": "reviewed", @@ -4894,9 +4856,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-383", + "cluster_id": "cluster-15354-384", "nodes": [ "issue:34567", + "issue:34634", "issue:36010", "issue:36331", "issue:38175", @@ -4909,299 +4872,288 @@ "issue:43450", "issue:43452", "issue:43454", + "issue:43526", "issue:43531", "issue:43540", "issue:43550", "issue:43577", + "issue:43582", "issue:43638", + "issue:43643", "issue:43645", - "issue:43696", "issue:43697", "issue:43720", "issue:43746", "issue:43749", - "issue:43756", "issue:43819", "issue:43854", "issue:43927", "issue:43931", + "issue:44291", "issue:44479", + "issue:44554", "issue:44568", "issue:44589", "issue:44610", - "issue:44756", "issue:44811", "issue:44849", "issue:44912", "issue:44936", "issue:44977", - "issue:44987", - "issue:44991", "issue:45042", "issue:45356", "issue:45357", - "issue:45381", "issue:45488", - "issue:45538", - "issue:45701" + "issue:45701", + "issue:45759" ], "soft_pairs": [ - "issue:43452|issue:44991", - "issue:43257|issue:43329", "issue:43638|issue:44936", "issue:43746|issue:44811", - "issue:43257|issue:43696", - "issue:43854|issue:44977", "issue:38175|issue:44610", "issue:44589|issue:45042", + "issue:43854|issue:44977", "issue:43454|issue:43577", - "issue:44568|issue:45488", + "issue:43526|issue:44554", "issue:36010|issue:43645", + "issue:44568|issue:45488", "issue:39692|issue:44912", + "issue:34634|issue:36331", + "issue:43257|issue:43329", "issue:43819|issue:43927", "issue:43720|issue:44610", - "issue:43749|issue:44756", + "issue:43749|issue:44291", "issue:43550|issue:44912", - "issue:44568|issue:45356", "issue:43262|issue:44811", - "issue:36010|issue:36331", - "issue:43329|issue:44479", + "issue:44568|issue:45356", "issue:43531|issue:45042", - "issue:43257|issue:43931", + "issue:36010|issue:36331", + "issue:43643|issue:45759", "issue:34567|issue:40990", "issue:43329|issue:43450", + "issue:43329|issue:44479", "issue:44849|issue:45701", - "issue:43257|issue:43756", + "issue:43257|issue:43931", "issue:43697|issue:45357", - "issue:44987|issue:45538", - "issue:44479|issue:45381", + "issue:43452|issue:43582", "issue:41720|issue:43540" ], - "prepared_review_unit_hash": "1de3c85a8cb504472a96b15f41a41d632da5ec52a68c24602795d144aedd6aae", + "prepared_review_unit_hash": "efa187047fa892e688b66e665d351be5e263451715dcf1968e82788c51be2033", "component_budget": { - "node_count": 383, - "item_count": 383, - "soft_pair_count": 1434, - "serialized_chars": 739528, - "estimated_input_tokens": 184882, - "estimated_eval_tokens": 370020 + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36848, - "estimated_input_tokens": 9212, - "estimated_eval_tokens": 18680 + "soft_pair_count": 29, + "serialized_chars": 36755, + "estimated_input_tokens": 9189, + "estimated_eval_tokens": 18634 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly heterogeneous: trainer/loading/tokenizer/multimodal/video issues are mixed together, and only one soft edge pair looks like the same concrete bug. The clearest representative issue is the broad tokenization-regression report, while the best-matching duplicate pair is the Qwen video-input regression duo.", - "confidence": 0.79, - "canonical_issue_reason": "issue:45701 is the broadest umbrella in the set: it is open, has multiple inbound refs, and describes a cross-version tokenization regression rather than a narrow model-specific symptom.", + "summary": "The items form a loose collection of unrelated Transformers bugs. The suggested soft pairs share broad subsystems at best, but not the same concrete root cause, so none should be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43749 is the strongest representative of the cluster because it is a broad, high-impact loading regression with multiple references and discussion, making it the best anchor issue if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45701 is the best representative issue because it is the most general and current report among the candidates, and it can plausibly absorb the tokenization-regression theme better than the narrower tokenizer/model-specific bugs.", + "best_issue_reason": "issue:43749 is the most central and widely impacted bug report in the set; it is the best issue to keep as the representative anchor, though it does not subsume the others.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43452", - "right": "issue:44991", - "accept": false, - "reason": "Both are loading-related, but one is about gguf_file breaking tokenizer/model loading and the other is a tokenizer regression for a specific model; different failure modes." - }, - { - "left": "issue:43257", - "right": "issue:43329", - "accept": false, - "reason": "Accelerate+deepspeed MoE weight conversion and a multimodal video-token helper bug are unrelated code paths." - }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Both involve training/evaluation behavior, but one is a Zero3 indexing crash and the other is trainer.evaluate() failing after train(); not the same bug." + "reason": "Both mention trainer behavior, but one is a zero-size index error under ZeRO3 with a non-pretrained model and the other is evaluate() failing after train(); different failure modes and code paths." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "PEFT checkpoint loading and Whisper batch_decode special-token handling are unrelated." - }, - { - "left": "issue:43257", - "right": "issue:43696", - "accept": false, - "reason": "MoE weight conversion during loading is not the same as a GPT-oss out-of-memory report." - }, - { - "left": "issue:43854", - "right": "issue:44977", - "accept": false, - "reason": "Different models and symptoms: GLM-4.7-Flash test loading vs Qwen3.5 flash-attention generation." + "reason": "Local checkpoint loading with PEFT adapters and Whisper batch_decode skip_special_tokens are unrelated features and bugs." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "SigLIP2 zero probabilities and OmDet-Turbo image-size mismatch are distinct model/processor problems." + "reason": "SigLIP2 zero probabilities and OmDet-Turbo processor/model size mismatch are different model-specific problems." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "A missing Float8 storage type and PIL backend requiring torchvision are unrelated." + "reason": "Float8 storage lookup failure and PIL backend requiring torchvision are separate runtime dependency issues." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7 test loading failure and Qwen3.5 flash-attention generation issue do not share the same concrete defect." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "AyaVision weight-tying causing bad generation and Blip2 dtype not propagating are separate loading/model-initialization bugs." + "reason": "AyaVision weight tying and BLIP2 dtype propagation are distinct model-loading bugs." }, { - "left": "issue:44568", - "right": "issue:45488", + "left": "issue:43526", + "right": "issue:44554", "accept": false, - "reason": "Both are tokenizer regressions, but one is about add_special_tokens behavior and the other about LlamaTokenizer overriding tokenizer.json pre-tokenization; different root causes." + "reason": "BEiT label reduction and an MPS attention correctness issue are unrelated." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "GenerationMixin import failure and Jupyter custom-model initialization breakage are different regressions." + "reason": "GenerationMixin import breakage and notebook custom-model initialization failures are both v5 regressions, but not the same bug." + }, + { + "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 tokenizer.json pre-tokenizer overriding; different root causes." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "A documentation example with processor/model and quantization issues is not the same as a gpt-oss MXFP4 loading fallback bug." + "reason": "Documentation/example problems for SigLIP2 and MXFP4 quantization fallback in git-oss are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss kwarg handling are unrelated API bugs." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed and multimodal video token counting use different code paths and symptoms." }, { "left": "issue:43819", "right": "issue:43927", "accept": false, - "reason": "DAC.from_latents mismatch and DiaConfig save/load token-id loss are unrelated." + "reason": "DAC from_latents/STE mismatch and DiaConfig save-load token ID loss are different model/serialization bugs." }, { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading has nothing to do with processor output image size." + "reason": "Packed-weight unpacking during accelerate loading and OmDet processor output-size mismatch are not the same underlying issue." }, { "left": "issue:43749", - "right": "issue:44756", + "right": "issue:44291", "accept": false, - "reason": "FSDP CPU RAM efficient loading and Strix Halo mmap OOM are both memory/loading themed but not the same concrete bug." + "reason": "Both concern loading, but FSDP CPU RAM efficient loading and init_empty_weights/_is_hf_initialized are separate regressions." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "torch.compile/SDPA failure on Bamba is unrelated to MXFP4 quantization fallback on gpt-oss." - }, - { - "left": "issue:44568", - "right": "issue:45356", - "accept": false, - "reason": "Both concern tokenizers, but the reported regressions are different models and mechanisms." + "reason": "torch.compile with SDPA on Bamba and MXFP4 fallback on git-oss are unrelated model/runtime bugs." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and Whisper batch_decode skipping special tokens are different processor behaviors." + "reason": "Audio chat-template sample-rate defaults and Whisper batch_decode token skipping are separate processor behaviors." }, { - "left": "issue:36010", - "right": "issue:36331", + "left": "issue:44568", + "right": "issue:45356", "accept": false, - "reason": "Importing GenerationMixin and CustomTrainer.compute_loss signature changes are separate API regressions." + "reason": "Both are tokenizer regressions, but they affect different models and different parts of the tokenization pipeline." }, { - "left": "issue:43329", - "right": "issue:44479", + "left": "issue:43531", + "right": "issue:45042", "accept": false, - "reason": "Both touch video paths, but one is an undefined-variable bug in _get_num_multimodal_tokens while the other is a broader video-input regression report; not enough to call them the same bug." + "reason": "Qwen3-MoE sliding_window and PIL backend torchvision dependency are unrelated." }, { - "left": "issue:43531", - "right": "issue:45042", + "left": "issue:36010", + "right": "issue:36331", "accept": false, - "reason": "Qwen3-MoE sliding_window and PIL image-processor torchvision requirements are unrelated." + "reason": "Importing GenerationMixin and passing num_items_in_batch to compute_loss are separate incompatibilities." }, { - "left": "issue:43257", - "right": "issue:43931", + "left": "issue:43643", + "right": "issue:45759", "accept": false, - "reason": "MoE weight conversion/loading and Qwen3-VL weight-shape mismatch are different loading issues." + "reason": "Missing fields from trust_remote_code config loading and composite Qwen config unwrapping are both config-related, but not the same concrete defect." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "Trainer token counting not updating and GPT-oss perplexity are unrelated." + "reason": "Trainer token accounting and high perplexity on gpt-oss-20b are unrelated." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Undefined variables in video token counting and batched video shape errors are different video-processing bugs." + "reason": "Undefined video-token helper names and batched video processor shapes are different video pipeline bugs." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "The video-token helper bug and the v5.3 video-input regression overlap only at a high level; the concrete root causes differ." }, { "left": "issue:44849", "right": "issue:45701", "accept": false, - "reason": "Qwen3.5 hidden-states output bug is unrelated to the broad tokenization regression report." + "reason": "Qwen3.5 hidden-states output and version-dependent tokenization changes are unrelated." }, { "left": "issue:43257", - "right": "issue:43756", + "right": "issue:43931", "accept": false, - "reason": "Qwen3 MoE loading and Smollm3 RoPE-layer mismatch are unrelated." + "reason": "Qwen3 MoE accelerate/deepspeed weight conversion and Qwen3-VL weight-shape mismatch are different loading problems." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "RTDetrV2 differing outputs and Qwen3.5 save_pretrained visual-key issues are separate regressions." + "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained key mismatch are separate regressions." }, { - "left": "issue:44987", - "right": "issue:45538", + "left": "issue:43452", + "right": "issue:43582", "accept": false, - "reason": "Model loading on transformers>=5.1.0 and CLIPTokenizer model_max_length are unrelated issues." - }, - { - "left": "issue:44479", - "right": "issue:45381", - "accept": true, - "reason": "These both describe the same Qwen video-input regression: incorrect video position handling in the v5.3.0 Qwen VL family." + "reason": "gguf_file/from_pretrained breakage and Apple Silicon caching_allocator_warmup TypeError are unrelated." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Auto device mapping cuda assert on A800 and Qwen3OmniMoe video-processing ValueError are different failures." + "reason": "Both involve Qwen3-family video/device issues, but one is CUDA assert under auto device mapping and the other is a video-input ValueError in Qwen3OmniMoe; not the same bug." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: issue:45701 is a reasonable umbrella choice given its open state, inbound refs, and broad tokenization-regression framing. The soft-edge calls are mostly conservative rejections, and the single accepted pair (issue:44479 / issue:45381) looks like the same Qwen video-input regression. No clear overstatement of evidence." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 2, - "component_count": 14, + "component_count": 16, "review_unit_index": 16, "review_unit_count": 44, "status": "reviewed", @@ -5209,30 +5161,28 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-383", + "cluster_id": "cluster-15354-384", "nodes": [ - "issue:28282", - "issue:29127", "issue:33357", "issue:34567", - "issue:34689", "issue:36010", "issue:36331", "issue:38175", "issue:42175", "issue:42915", + "issue:43257", "issue:43317", "issue:43452", "issue:43493", "issue:43526", "issue:43540", "issue:43577", - "issue:43582", "issue:43643", + "issue:43646", + "issue:43696", "issue:43742", "issue:43749", "issue:43756", - "issue:43782", "issue:43824", "issue:43906", "issue:43927", @@ -5243,16 +5193,18 @@ "issue:44488", "issue:44560", "issue:44737", + "issue:44756", + "issue:44792", "issue:44821", "issue:44898", "issue:44912", - "issue:44938", + "issue:44964", + "issue:44987", "issue:44991", "issue:45042", "issue:45072", "issue:45081", "issue:45137", - "issue:45325", "issue:45375", "issue:45381", "issue:45405", @@ -5261,272 +5213,265 @@ "issue:45588" ], "soft_pairs": [ - "issue:43452|issue:43582", "issue:42915|issue:43742", "issue:44291|issue:45042", - "issue:43317|issue:45538", "issue:33357|issue:34567", + "issue:43317|issue:45538", + "issue:44987|issue:45538", + "issue:44479|issue:45381", + "issue:43927|issue:44912", "issue:43540|issue:44560", - "issue:42915|issue:45538", - "issue:43577|issue:45072", - "issue:42175|issue:43824", - "issue:43927|issue:44912", "issue:42915|issue:44821", - "issue:44062|issue:44991", + "issue:43257|issue:43756", + "issue:43577|issue:45072", + "issue:42915|issue:45538", "issue:43540|issue:44479", - "issue:42175|issue:44938", - "issue:42175|issue:44488", - "issue:43526|issue:45479", + "issue:43257|issue:43696", "issue:45137|issue:45405", - "issue:42915|issue:43749", - "issue:43906|issue:45381", "issue:38175|issue:44898", "issue:44737|issue:45588", - "issue:28282|issue:34689", - "issue:36010|issue:42175", - "issue:43756|issue:45325", + "issue:44062|issue:44991", "issue:43742|issue:44291", - "issue:28282|issue:29127", - "issue:43582|issue:43782", - "issue:43493|issue:43994", + "issue:43906|issue:45381", + "issue:43646|issue:43749", + "issue:43749|issue:44756", + "issue:36010|issue:42175", "issue:44062|issue:45081", - "issue:43643|issue:45375", "issue:34567|issue:36331", + "issue:43643|issue:45375", + "issue:43493|issue:43994", + "issue:42175|issue:43824", "issue:43452|issue:44488", - "issue:44291|issue:44821" + "issue:43526|issue:45479", + "issue:44291|issue:44821", + "issue:44792|issue:44964" ], - "prepared_review_unit_hash": "178f1cd87d0f8e4ab5ac558ac4e088e9a078c272024737d511018dd64a333d9e", + "prepared_review_unit_hash": "7a4afd73b2344db050c82714bcdb3496455ebeb3ea8d4f25666480d2fc2e0d36", "component_budget": { - "node_count": 383, - "item_count": 383, - "soft_pair_count": 1434, - "serialized_chars": 739528, - "estimated_input_tokens": 184882, - "estimated_eval_tokens": 370020 + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37881, - "estimated_input_tokens": 9471, - "estimated_eval_tokens": 19198 + "soft_pair_count": 32, + "serialized_chars": 37440, + "estimated_input_tokens": 9360, + "estimated_eval_tokens": 18976 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are unrelated model-loading, tokenizer, video, dtype, or training issues that only share broad Hugging Face/transformers vocabulary. I found one plausible duplicate pair around SigLIP2, but otherwise the soft links should be rejected.", - "confidence": 0.66, - "canonical_issue_reason": "No single issue cleanly represents the whole cluster; the only plausible duplicate subcluster is the SigLIP2 pair, so issue 43493 is the best available anchor.", + "summary": "This cluster is mostly heterogeneous and does not look like a single duplicate family. I only found two soft-edge pairs that plausibly describe the same underlying bug; the rest are different models, different subsystems, or different failure modes.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue fits: most items are unrelated bugs across different models/subsystems, with only a couple of tight duplicate-style pairs.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43493 is the best representative because it is the more general SigLIP2 implementation-discrepancy report and likely covers the same root cause as 43994.", + "best_issue_reason": "issue:44964 is the clearest representative user-facing loading regression, with a specific model and reproducible failure in the current transformers version.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43452", - "right": "issue:43582", - "accept": false, - "reason": "Different failure modes: GGUF tokenizer/model loading vs Apple Silicon allocator warmup TypeError." - }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "Both are loading-related, but they affect different models and code paths; no clear shared bug." + "reason": "Different models and failures: Qwen3Moe FP8 config vs MobileLLM key error." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "Unrelated issues: init_empty_weights argument handling vs PIL image processor torchvision dependency regression." - }, - { - "left": "issue:43317", - "right": "issue:45538", - "accept": false, - "reason": "Different subsystems: dequantized model offload loading vs tokenizer max_length default." + "reason": "Unrelated bugs: init_empty_weights arg handling vs PIL backend torchvision dependency." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "Completely different problems: Mac bus error on CLIP vs TrainerState token counting." + "reason": "MacOS bus error in CLIP loading vs TrainerState token-count tracking bug." }, { - "left": "issue:43540", - "right": "issue:44560", + "left": "issue:43317", + "right": "issue:45538", "accept": false, - "reason": "Both are video-input reports, but the model families and symptoms differ enough that this is not clearly the same bug." + "reason": "Different areas: dequantized model offload failure vs tokenizer max_length constant." }, { - "left": "issue:42915", + "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Different model-loading/configuration issues with no shared concrete code path." + "reason": "Model-loading regression for physical-intelligence/fast vs CLIPTokenizer max_length issue." }, { - "left": "issue:43577", - "right": "issue:45072", - "accept": false, - "reason": "Different dtype mismatch reports in different model stacks; not the same underlying bug." + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both describe the same Qwen video-input regression in transformers 5.3.0, centered on incorrect video/vision position handling." }, { - "left": "issue:42175", - "right": "issue:43824", + "left": "issue:43927", + "right": "issue:44912", "accept": false, - "reason": "TensorFlow backend packaging issue vs missing exported Qwen2.5-VL class; unrelated." + "reason": "DiaConfig save/load corruption is unrelated to MXFP4 quantization fallback." }, { - "left": "issue:43927", - "right": "issue:44912", + "left": "issue:43540", + "right": "issue:44560", "accept": false, - "reason": "Custom token-ID persistence vs MXFP4 quantization fallback; distinct behaviors." + "reason": "Both are video-related but on different Qwen model paths and different errors." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "Different loading surfaces: FineGrainedFP8 config failure vs loading AutoImageProcessor from URL." + "reason": "Qwen3Moe FP8 failure is unrelated to AutoImageProcessor URL loading." }, { - "left": "issue:44062", - "right": "issue:44991", + "left": "issue:43257", + "right": "issue:43756", "accept": false, - "reason": "Tokenizer AddedToken constructor error vs a tokenizer load failure for a specific repo; not clearly the same defect." + "reason": "Different model families and bugs: weight conversion with accelerate/deepspeed vs RoPE-layer omission." }, { - "left": "issue:43540", - "right": "issue:44479", + "left": "issue:43577", + "right": "issue:45072", "accept": false, - "reason": "Both involve video inputs, but the affected Qwen models and reported errors differ; too broad to merge." + "reason": "Both mention dtype mismatches, but they affect different models and code paths." }, { - "left": "issue:42175", - "right": "issue:44938", + "left": "issue:42915", + "right": "issue:45538", "accept": false, - "reason": "Packaging/backend dependency issue vs Python 3.14 import/load failure; unrelated." + "reason": "Qwen3Moe quantization bug vs tokenizer max_length bug." }, { - "left": "issue:42175", - "right": "issue:44488", + "left": "issue:43540", + "right": "issue:44479", "accept": false, - "reason": "Different problems: missing TensorFlow backend vs a specific model load failure." + "reason": "Similar domain, but different Qwen models and not clearly the same underlying bug." }, { - "left": "issue:43526", - "right": "issue:45479", + "left": "issue:43257", + "right": "issue:43696", "accept": false, - "reason": "Different processor/classification bugs affecting different components." + "reason": "Qwen3 MOE conversion issue is unrelated to GPT-oss OOM." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error vs PEFT version pin bump; unrelated." - }, - { - "left": "issue:42915", - "right": "issue:43749", - "accept": false, - "reason": "Both mention loading/breakage, but one is FP8 config failure and the other is FSDP CPU RAM-efficient loading; not the same bug." - }, - { - "left": "issue:43906", - "right": "issue:45381", - "accept": false, - "reason": "Isolated reproduction issue vs Qwen2.5-VL video position-id regression; different code paths." + "reason": "DeepSpeed ZeRO3 deque error vs PEFT version metadata problem." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "SigLIP2 zero-probabilities bug vs Perceiver non-default-resolution failure; unrelated models and logic." + "reason": "Both are vision-model bugs, but they are different models and different failure modes." }, { "left": "issue:44737", "right": "issue:45588", "accept": false, - "reason": "XLNet CPU device placement bug vs flash_attention sink-less model crash; unrelated." + "reason": "XLNet CPU device bug is unrelated to flash-attention aux-state crash." }, { - "left": "issue:28282", - "right": "issue:34689", + "left": "issue:44062", + "right": "issue:44991", "accept": false, - "reason": "Both are import/model-loading failures, but they concern different classes and no shared concrete defect is evident." + "reason": "Tokenizer-related, but one is an AddedToken TypeError and the other is a model-specific tokenizer load failure without enough evidence they are the same bug." }, { - "left": "issue:36010", - "right": "issue:42175", + "left": "issue:43742", + "right": "issue:44291", "accept": false, - "reason": "GenerationMixin import error vs TensorFlow not included in torch install extra; unrelated." + "reason": "Different failures: MobileLLM key error vs unexpected _is_hf_initialized argument." }, { - "left": "issue:43756", - "right": "issue:45325", + "left": "issue:43906", + "right": "issue:45381", "accept": false, - "reason": "Both touch RoPE, but they are different models and different position-index bugs." + "reason": "Isolated reproduction of a different issue vs Qwen2.5-VL video-position regression." }, { - "left": "issue:43742", - "right": "issue:44291", + "left": "issue:43646", + "right": "issue:43749", "accept": false, - "reason": "Both are load-time errors, but one is a missing key for MobileLLM and the other is an init_empty_weights argument mismatch." + "reason": "Custom model initialization breakage is unrelated to FSDP CPU RAM efficient loading." }, { - "left": "issue:28282", - "right": "issue:29127", + "left": "issue:43749", + "right": "issue:44756", "accept": false, - "reason": "Both are errors, but one is missing PyTorch and the other is a LayoutLMv3 box-content validation message problem." + "reason": "Both concern loading/memory, but one is FSDP-specific and the other is mmap OOM on Strix Halo." }, { - "left": "issue:43582", - "right": "issue:43782", + "left": "issue:36010", + "right": "issue:42175", "accept": false, - "reason": "AppleSilicon allocator warmup TypeError vs Qwen3VL weight_only loading error; unrelated." - }, - { - "left": "issue:43493", - "right": "issue:43994", - "accept": true, - "reason": "Both describe the same SigLIP2 base model behaving incorrectly; one is a HF-vs-JAX discrepancy, the other is bad outputs from AutoModel/pipeline on the same checkpoint." + "reason": "ImportError for GenerationMixin is unrelated to missing TensorFlow in the torch extra." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "AddedToken constructor error vs Mistral regex patch crash; different tokenizer bugs." + "reason": "Tokenizer AddedToken error and Mistral regex patch crash are different code paths." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState num_input_tokens_seen and custom compute_loss signature are separate trainer API regressions." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "AutoConfig trust_remote_code field loss vs missing Qwen3_5MoeVisionConfig field; related theme but different concrete issue." + "reason": "Both involve config fields, but the failures are different and model-specific." }, { - "left": "issue:34567", - "right": "issue:36331", + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both are SigLIP2 correctness bugs on the same model; one reports JAX/HF discrepancy and the other nonsensical outputs from the same implementation." + }, + { + "left": "issue:42175", + "right": "issue:43824", "accept": false, - "reason": "TrainerState token counter bug vs CustomTrainer compute_loss signature mismatch; different training issues." + "reason": "Missing TensorFlow backend and missing Qwen2.5-VL export/import are unrelated." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "GGUF tokenizer/model loading bug vs model-specific load failure for a different checkpoint." + "reason": "gguf_file/from_pretrained breakage is not the same as a specific model failing to load." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to sequence-classification zero loss." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "init_empty_weights argument mismatch vs loading AutoImageProcessor from URL; unrelated." + "reason": "init_empty_weights argument handling is unrelated to AutoImageProcessor URL loading." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Janus test failure and Phi-4-multimodal load failure are different multimodal bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet: it characterizes the cluster as heterogeneous and only elevates the SigLIP2 pair as a plausible duplicate subcluster. The soft-edge verdicts are conservative overall, with rejections justified by distinct model families or bug surfaces. I don\u2019t see evidence of overstatement beyond what the titles support." + "feedback": "The summary is grounded in the packet and stays conservative. It correctly treats the cluster as mostly heterogeneous, and the two accepted soft-edge pairs are plausible same-bug families based on the issue titles and version/model overlap. I don\u2019t see a clear overstatement in the rejected pairs." }, "evaluator_used": true, "retried": false, @@ -5537,7 +5482,7 @@ { "label": "issue", "component_index": 2, - "component_count": 14, + "component_count": 16, "review_unit_index": 17, "review_unit_count": 44, "status": "reviewed", @@ -5545,290 +5490,292 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-383", + "cluster_id": "cluster-15354-384", "nodes": [ "issue:24643", + "issue:28282", "issue:29127", - "issue:41720", + "issue:34689", + "issue:38175", "issue:41762", + "issue:42175", "issue:43295", "issue:43452", - "issue:43525", "issue:43531", "issue:43577", + "issue:43582", "issue:43643", - "issue:43646", "issue:43653", - "issue:43688", "issue:43697", "issue:43720", "issue:43742", - "issue:43749", + "issue:43756", "issue:43819", - "issue:43906", - "issue:44464", + "issue:44361", + "issue:44442", "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:44977", "issue:45005", "issue:45042", "issue:45081", "issue:45216", "issue:45290", + "issue:45325", "issue:45356", "issue:45381", "issue:45405", - "issue:45440", - "issue:45600", - "issue:45704" + "issue:45600" ], "soft_pairs": [ - "issue:44792|issue:44964", - "issue:44484|issue:44704", + "issue:28282|issue:34689", "issue:45042|issue:45081", + "issue:44484|issue:44704", "issue:45405|issue:45600", - "issue:43688|issue:43749", - "issue:43643|issue:44561", + "issue:43756|issue:45325", "issue:43742|issue:44589", - "issue:43531|issue:44821", "issue:43697|issue:45216", + "issue:28282|issue:29127", "issue:44514|issue:45381", + "issue:43643|issue:44561", + "issue:43531|issue:44821", "issue:44625|issue:44877", + "issue:43582|issue:44977", "issue:43452|issue:43577", - "issue:41762|issue:44936", + "issue:43720|issue:44898", "issue:44514|issue:45290", "issue:43452|issue:44843", - "issue:43720|issue:44898", - "issue:43688|issue:45440", + "issue:42175|issue:44488", "issue:44466|issue:45005", - "issue:24643|issue:29127", "issue:43819|issue:44811", "issue:43295|issue:45356", - "issue:43525|issue:43643", + "issue:41762|issue:44936", "issue:43653|issue:44568", - "issue:44464|issue:44743", - "issue:43688|issue:45704", - "issue:41720|issue:43906", - "issue:43646|issue:43749" + "issue:24643|issue:29127", + "issue:38175|issue:43295", + "issue:44361|issue:44442", + "issue:43653|issue:44361" ], - "prepared_review_unit_hash": "75d46b381d80d708c06b715ec3478abe072b0df7ba380551d9dd3f06e2dbc2a0", + "prepared_review_unit_hash": "67fe28b40af45649a84f4e03bcd7c5dccd48987266bce7857149413edca7114d", "component_budget": { - "node_count": 383, - "item_count": 383, - "soft_pair_count": 1434, - "serialized_chars": 739528, - "estimated_input_tokens": 184882, - "estimated_eval_tokens": 370020 + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 36073, - "estimated_input_tokens": 9019, - "estimated_eval_tokens": 18294 + "serialized_chars": 35540, + "estimated_input_tokens": 8885, + "estimated_eval_tokens": 18026 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: the soft pairs share broad library areas but not the same concrete bug or code path, so none should be merged as duplicates.", - "confidence": 0.97, - "canonical_issue_reason": "No clear canonical issue: the items span unrelated regressions across DeepSpeed, tokenizer/processor behavior, multimodal loading, and config serialization.", + "summary": "This cluster is mostly a set of unrelated model-loading, tokenizer, config, and backend regressions. I only see one plausible duplicate edge around tied-weights serialization in v5; the rest should stay separate.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45005 is the broadest statement of the tied-weights regression and best captures the shared underlying problem; issue:44466 looks like a more specific manifestation of the same v5 serialization bug.", "canonical_pr_reason": null, - "best_issue_reason": "None of the issues cleanly subsumes the others, so there is no strong global representative for this cluster.", + "best_issue_reason": "issue:45005 is the best representative issue for the only likely duplicate subgroup because it describes the core tied-weights problem at a higher level.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44792", - "right": "issue:44964", - "accept": false, - "reason": "Same broad multimodal theme, but different models and failures: a failing test case vs a load-time model error." - }, - { - "left": "issue:44484", - "right": "issue:44704", + "left": "issue:28282", + "right": "issue:34689", "accept": false, - "reason": "Unrelated bugs: max shard size behavior vs kwargs not forwarded to cached_file." + "reason": "Both are model-loading failures, but one is a missing PyTorch dependency and the other is a specific Llama 3.2 Vision regression; different causes and fixes." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "Different subsystems and failure modes: image processor torchvision dependency vs Mistral regex patch crash." + "reason": "These are unrelated: one is a torchvision dependency regression in PIL image processors, the other is a Mistral regex/tokenizer attribute crash." }, { - "left": "issue:45405", - "right": "issue:45600", + "left": "issue:44484", + "right": "issue:44704", "accept": false, - "reason": "Release/version bump issue vs stale auto_mappings references; not the same underlying bug." + "reason": "One is about the default `max_shard_size` in `save_pretrained`, the other about forwarding kwargs in `AutoProcessor.from_pretrained`; not the same bug." }, { - "left": "issue:43688", - "right": "issue:43749", + "left": "issue:45405", + "right": "issue:45600", "accept": false, - "reason": "Aux-loss normalization and FSDP CPU-efficient loading are separate code paths." + "reason": "Different maintenance issues: PEFT version pinning versus stale auto-mapping references to removed configs." }, { - "left": "issue:43643", - "right": "issue:44561", + "left": "issue:43756", + "right": "issue:45325", "accept": false, - "reason": "Both involve trust_remote_code, but one is missing fields in AutoConfig and the other is removal of is_torch_fx_available." + "reason": "Both involve position/rope-related behavior, but they affect different models and different code paths; not the same concrete defect." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "Distinct load failures: missing key during model load vs Float8 storage deserialization error." + "reason": "A key error while loading MobileLLM is unrelated to the Float8 storage lookup failure." }, { - "left": "issue:43531", - "right": "issue:44821", + "left": "issue:43697", + "right": "issue:45216", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated." + "reason": "Different regressions in different model families: RTDetrV2 output changes versus Qwen3.5 checkpoint saving." }, { - "left": "issue:43697", - "right": "issue:45216", + "left": "issue:28282", + "right": "issue:29127", "accept": false, - "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained regression are different bugs." + "reason": "Missing PyTorch in the environment is not the same as poor error messaging for LayoutLMv3 boxes." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen VL issues, but batched chat-template padding crash and video vision_position_ids mismatch are different problems." + "reason": "Both mention chat/processor pipelines, but one is a batched chat-template crash and the other is a Qwen2.5-VL video position-id bug." }, { - "left": "issue:44625", - "right": "issue:44877", + "left": "issue:43643", + "right": "issue:44561", "accept": false, - "reason": "Different config-loading bugs: num_labels propagation vs strict config validation blocking granite_speech." + "reason": "One is missing fields from `AutoConfig.from_pretrained` with `trust_remote_code`, the other is a v5 breakage from removing `is_torch_fx_available`." }, { - "left": "issue:43452", - "right": "issue:43577", + "left": "issue:43531", + "right": "issue:44821", "accept": false, - "reason": "gguf_file loading breakage and Blip2 dtype casting are separate regressions." + "reason": "A Qwen3-MoE sliding-window bug and an AutoImageProcessor URL-loading issue are unrelated." }, { - "left": "issue:41762", - "right": "issue:44936", + "left": "issue:44625", + "right": "issue:44877", "accept": false, - "reason": "Gemma3 ZeRO-3 load failure and trainer.evaluate after train are unrelated." + "reason": "Different config propagation problems affecting different model families." }, { - "left": "issue:44514", - "right": "issue:45290", + "left": "issue:43582", + "right": "issue:44977", "accept": false, - "reason": "Both touch apply_chat_template, but they fail on different inputs and code paths." + "reason": "Apple Silicon allocator warmup TypeError is unrelated to Qwen3.5 flash-attention generation behavior." }, { "left": "issue:43452", - "right": "issue:44843", + "right": "issue:43577", "accept": false, - "reason": "gguf_file regression vs unconditional model_info call in _patch_mistral_regex; different causes." + "reason": "One is a gguf/loader regression, the other is dtype propagation on BLIP-2; they do not share the same underlying bug." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "BitNet packed-weight unpacking and Perceiver positional interpolation are unrelated." + "reason": "Packed-weight handling in accelerate loading is unrelated to Perceiver positional interpolation at non-default resolution." }, { - "left": "issue:43688", - "right": "issue:45440", + "left": "issue:44514", + "right": "issue:45290", "accept": false, - "reason": "Aux-loss normalization bug vs DeepseekV3MoE parity divergence; not the same issue." + "reason": "Same general API area, but the failures are different edge cases: batched padding behavior versus assistant tool-call messages without content." }, { - "left": "issue:44466", - "right": "issue:45005", + "left": "issue:43452", + "right": "issue:44843", "accept": false, - "reason": "Both mention tied weights, but one is device-dependent serialization and the other is translation-model save behavior." + "reason": "Both involve loading helpers, but one is gguf loading and the other is an offline-mode regression in `_patch_mistral_regex`." }, { - "left": "issue:24643", - "right": "issue:29127", + "left": "issue:42175", + "right": "issue:44488", "accept": false, - "reason": "DeepSpeed training weight-shape error and LayoutLMv3 box validation messaging are unrelated." + "reason": "Packaging/backend selection and a specific model-load failure are not the same concrete issue." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both point to the same tied-weights/save_pretrained regression in v5 for translation models; one is the broad issue, the other a specific manifestation." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "DAC.from_latents mismatch and Whisper batch_decode skip_special_tokens are different APIs." + "reason": "DAC latent conversion mismatch and Whisper batch_decode special-token handling are unrelated." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "Processor/tokenizer regression and Kimi-K2.5 codec/fix_mistral_regex regression are separate bugs." + "reason": "Different regressions: processor/tokenizer access in custom model code versus codec and warning behavior in Kimi-K2.5 tokenization." }, { - "left": "issue:43525", - "right": "issue:43643", + "left": "issue:41762", + "right": "issue:44936", "accept": false, - "reason": "Missing pad_token_id on Llama4Config is not the same as missing fields from trust_remote_code AutoConfig." + "reason": "DeepSpeed ZeRO-3 loading failure for Gemma3 is unrelated to `trainer.evaluate()` failing after training." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Different tokenizer special-token regressions on different models and different symptoms." + "reason": "BigBird special-token registration and mDeBERTa BOS/EOS insertion are different tokenizer bugs." }, { - "left": "issue:44464", - "right": "issue:44743", + "left": "issue:24643", + "right": "issue:29127", "accept": false, - "reason": "Chunked generation under compiled forward and recurrent-state reset with cache are different code-path problems." + "reason": "DeepSpeed `'weight' must be 2-D` is a training/runtime error, not a LayoutLMv3 error-message clarity issue." }, { - "left": "issue:43688", - "right": "issue:45704", + "left": "issue:38175", + "right": "issue:43295", "accept": false, - "reason": "Aux-loss normalization bug and T5 apex RMSNorm memory leak are unrelated." + "reason": "SigLIP2 zero probabilities and the processor.tokenizer regression are unrelated." }, { - "left": "issue:41720", - "right": "issue:43906", + "left": "issue:44361", + "right": "issue:44442", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert and the isolated reproduction of another issue are not clearly the same bug." + "reason": "Both are tokenizer-loading failures, but they affect different tokenizer classes and do not appear to share a single code path." }, { - "left": "issue:43646", - "right": "issue:43749", + "left": "issue:43653", + "right": "issue:44361", "accept": false, - "reason": "Transformers 5 custom model initialization breakage and FSDP CPU-efficient loading are unrelated." + "reason": "A special-token registration bug in BigBird and an AttributeError in MLukeTokenizer are different issues." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet and is appropriately conservative. The only accepted duplicate edge, issue:44466 \u2194 issue:45005, is plausibly the same tied-weights / v5 save_pretrained regression, while the other pair rejections avoid overstating similarity and mostly distinguish different model families or code paths." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 2, - "component_count": 14, + "component_count": 16, "review_unit_index": 18, "review_unit_count": 44, "status": "reviewed", @@ -5836,22 +5783,19 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-383", + "cluster_id": "cluster-15354-384", "nodes": [ "issue:28282", "issue:30064", "issue:32090", - "issue:33357", "issue:33666", "issue:34567", "issue:35141", - "issue:38175", + "issue:36010", "issue:41720", "issue:43122", - "issue:43278", - "issue:43295", + "issue:43262", "issue:43329", - "issue:43334", "issue:43452", "issue:43493", "issue:43504", @@ -5865,296 +5809,285 @@ "issue:43697", "issue:43720", "issue:43742", + "issue:43749", + "issue:43756", "issue:43825", "issue:43906", "issue:43927", "issue:44361", - "issue:44442", "issue:44451", "issue:44464", "issue:44479", - "issue:44554", "issue:44610", - "issue:44625", + "issue:44743", + "issue:44821", "issue:44843", "issue:44849", + "issue:44913", "issue:44936", "issue:44977", "issue:44991", + "issue:45084", "issue:45325", "issue:45356", "issue:45357", - "issue:45588", - "issue:45701" + "issue:45440", + "issue:45588" ], "soft_pairs": [ - "issue:38175|issue:43295", + "issue:44464|issue:44743", + "issue:30064|issue:33666", "issue:43577|issue:43697", - "issue:44361|issue:44442", "issue:44843|issue:44991", + "issue:41720|issue:43906", "issue:44479|issue:44936", - "issue:30064|issue:33666", - "issue:43653|issue:44361", - "issue:43688|issue:45701", - "issue:28282|issue:32090", - "issue:28282|issue:33357", - "issue:28282|issue:35141", "issue:44977|issue:45356", + "issue:43688|issue:45440", "issue:43577|issue:45588", - "issue:43329|issue:45325", "issue:43531|issue:43742", "issue:43653|issue:43927", - "issue:43577|issue:44554", - "issue:43122|issue:43906", "issue:44464|issue:44977", - "issue:44479|issue:44625", "issue:43550|issue:43927", "issue:43550|issue:44361", - "issue:32090|issue:34567", + "issue:43122|issue:43906", "issue:43504|issue:43720", + "issue:32090|issue:34567", "issue:43504|issue:43550", "issue:32090|issue:33666", + "issue:28282|issue:35141", "issue:43504|issue:44610", - "issue:41720|issue:44464", "issue:43452|issue:44451", - "issue:43278|issue:43688", - "issue:43334|issue:43572", + "issue:43688|issue:43749", + "issue:43329|issue:45325", + "issue:43742|issue:44821", + "issue:43756|issue:44913", + "issue:33666|issue:36010", "issue:43525|issue:43572", + "issue:41720|issue:44464", + "issue:43493|issue:43825", "issue:44849|issue:45357", - "issue:43493|issue:43825" + "issue:43262|issue:45084" ], - "prepared_review_unit_hash": "3902131aff5e2a74df63870a9036d20e3e4dd22776c78cf8c284072a83842c9d", + "prepared_review_unit_hash": "126633ec37d95f89458e6c23d746d96ba3f643a00c520b6ec7377784d4003c45", "component_budget": { - "node_count": 383, - "item_count": 383, - "soft_pair_count": 1434, - "serialized_chars": 739528, - "estimated_input_tokens": 184882, - "estimated_eval_tokens": 370020 + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 38045, - "estimated_input_tokens": 9512, - "estimated_eval_tokens": 19280 + "soft_pair_count": 32, + "serialized_chars": 37415, + "estimated_input_tokens": 9354, + "estimated_eval_tokens": 18964 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is heterogeneous: most items are unrelated regressions with only superficial overlap around tokenization, config fields, or version changes. All soft edges are false positives.", - "confidence": 0.94, - "canonical_issue_reason": "No canonical issue selected: the items are not duplicates of one bug, but a mix of unrelated reports spanning tokenization, loading, training, vision, and config regressions.", + "summary": "These items are mostly unrelated Transformer bugs/regressions across different models and subsystems; I did not find any true duplicate pairs. I picked the broadest model-loading regression as the canonical issue.", + "confidence": 0.64, + "canonical_issue_reason": "issue:43452 is the broadest, most central regression report here: it affects both AutoTokenizer.from_pretrained and AutoModelForCausalLM.from_pretrained via gguf_file handling, making it a good cluster anchor.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45701 is the broadest tokenization-regression report and the closest topical umbrella for the small tokenization-related subset, but it still does not represent the whole cluster as a duplicate set.", + "best_issue_reason": "issue:43452 is concrete, reproducible, and broadly scoped enough to represent the loading-path regressions in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:38175", - "right": "issue:43295", + "left": "issue:44464", + "right": "issue:44743", "accept": false, - "reason": "Different bugs: zero-probability output vs custom model code breaking on processor.tokenizer access." + "reason": "Both involve generation/runtime behavior, but they describe different failures in different code paths: compiled forward inconsistency vs cache/reset behavior in modular_qwen3_5." }, { - "left": "issue:43577", - "right": "issue:43697", + "left": "issue:30064", + "right": "issue:33666", "accept": false, - "reason": "Different code paths: BLIP2 dtype propagation vs RTDetrV2 output drift in v5." + "reason": "Completely different problems: segmentation-map preprocessing versus Qwen2-VL multi-GPU training." }, { - "left": "issue:44361", - "right": "issue:44442", + "left": "issue:43577", + "right": "issue:43697", "accept": false, - "reason": "Unrelated failures: MLukeTokenizer task AttributeError vs AutoTokenizer loading FastSpeech2ConformerTokenizer." + "reason": "Different models and symptoms: BLIP2 dtype propagation vs RTDetrV2 output mismatch in v5." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-related, but one is offline model_info patching and the other is tokenizer loading failure for a specific model." + "reason": "Both are tokenizer/loading regressions, but the titles point to different concrete failures and models; not enough to treat as the same bug." }, { - "left": "issue:44479", - "right": "issue:44936", + "left": "issue:41720", + "right": "issue:43906", "accept": false, - "reason": "Different subsystems: video-input regression vs trainer.evaluate() breaking after training." + "reason": "Different failures: Qwen3 auto device mapping CUDA assert vs an isolated reproduction of another issue." }, { - "left": "issue:30064", - "right": "issue:33666", + "left": "issue:44479", + "right": "issue:44936", "accept": false, - "reason": "Segmentation-map processing bug vs multi-GPU training for Qwen2-VL." + "reason": "Video-input regression in VLMs versus trainer lifecycle failure; unrelated code paths." }, { - "left": "issue:43653", - "right": "issue:44361", + "left": "issue:44977", + "right": "issue:45356", "accept": false, - "reason": "Different tokenizer issues: BigBird special-token registration vs MLukeTokenizer task handling." + "reason": "Flash-attention generation bug in Qwen3.5 versus tokenizer codec/regex regression in Kimi-K2.5." }, { "left": "issue:43688", - "right": "issue:45701", - "accept": false, - "reason": "Aux-loss normalization bug vs a broad tokenization-version-change report." - }, - { - "left": "issue:28282", - "right": "issue:32090", - "accept": false, - "reason": "PyTorch import error vs Trainer broadcast NoneType error; unrelated." - }, - { - "left": "issue:28282", - "right": "issue:33357", - "accept": false, - "reason": "Missing PyTorch dependency vs MacOS bus error in CLIP loading; different failures." - }, - { - "left": "issue:28282", - "right": "issue:35141", - "accept": false, - "reason": "Environment import failure vs embedding reinit after resize; not the same bug." - }, - { - "left": "issue:44977", - "right": "issue:45356", + "right": "issue:45440", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug vs Kimi-K2.5 tokenizer codec regression." + "reason": "Both are MoE-related at a high level, but they target different models and different implementation mismatches." }, { "left": "issue:43577", "right": "issue:45588", "accept": false, - "reason": "BLIP2 dtype issue vs flash_attention crash on s_aux=None; different paths." - }, - { - "left": "issue:43329", - "right": "issue:45325", - "accept": false, - "reason": "Undefined video helper bug vs Qwen2.5-VL rope-index scaling issue." + "reason": "BLIP2 dtype issue and flash_attention crash on s_aux=None are unrelated bugs." }, { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Qwen3-MoE sliding-window bug vs MobileLLM config/key loading error." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to the MobileLLM loading KeyError." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "BigBird mask-token registration vs DiaConfig custom-token-ID loss; unrelated." - }, - { - "left": "issue:43577", - "right": "issue:44554", - "accept": false, - "reason": "BLIP2 dtype propagation vs MPS attention correctness issue." - }, - { - "left": "issue:43122", - "right": "issue:43906", - "accept": false, - "reason": "Tokenization-version difference report vs an isolated reproduction of another issue; not the same bug." + "reason": "Tokenizer special-token registration versus config custom-token persistence; different underlying defects." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency vs Qwen3.5 flash-attention generation failure." - }, - { - "left": "issue:44479", - "right": "issue:44625", - "accept": false, - "reason": "Video-input regression vs missing num_labels propagation in Qwen3.5." + "reason": "Different generation failures with different triggers: compiled forward versus flash-attention." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "Bamba torch.compile/SDPA failure vs DiaConfig save/load token-ID loss." + "reason": "torch.compile/SDPA failure is unrelated to DiaConfig save/load token-ID loss." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "Bamba compile/SDPA bug vs MLukeTokenizer AttributeError; unrelated." + "reason": "Different subsystems and failures: compile-time SDPA issue versus tokenizer AttributeError on tasks." }, { - "left": "issue:32090", - "right": "issue:34567", + "left": "issue:43122", + "right": "issue:43906", "accept": false, - "reason": "GPU broadcast NoneType error vs TrainerState token counter not updating." + "reason": "Tokenization-difference regression and an isolated reproduction issue are not clearly the same bug." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "BEiT legacy-field load bug vs BitNet packed-weight unpacking bug." + "reason": "Legacy-field model-loading bug versus packed-weight handling in accelerate loading; different code paths." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer broadcast TypeError and num_input_tokens_seen not updating are distinct trainer bugs." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "BEiT pretrained-load issue vs Bamba torch.compile/SDPA issue." + "reason": "Unrelated model-loading preset bug versus compile/SDPA failure." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Trainer broadcast NoneType error vs Qwen2-VL multi-GPU training topic." + "reason": "Trainer NoneType broadcast error is unrelated to Qwen2-VL multi-GPU training." }, { - "left": "issue:43504", - "right": "issue:44610", + "left": "issue:28282", + "right": "issue:35141", "accept": false, - "reason": "Legacy-field model loading bug vs OmDet-Turbo processor/model size mismatch." + "reason": "ImportError for missing PyTorch and embedding reinitialization after resize are unrelated." }, { - "left": "issue:41720", - "right": "issue:44464", + "left": "issue:43504", + "right": "issue:44610", "accept": false, - "reason": "Qwen3 auto device-mapping assert vs chunked-generation inconsistency; different failure modes." + "reason": "Different models and failure modes: legacy field on load versus processor/model input-size mismatch." }, { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "gguf_file loading regression vs model-specific tokenizer load failure." + "reason": "Both are loading issues, but one is gguf_file handling for AutoTokenizer/AutoModelForCausalLM and the other is a model-specific load failure." }, { - "left": "issue:43278", - "right": "issue:43688", + "left": "issue:43688", + "right": "issue:43749", "accept": false, - "reason": "Embedding dtype drift vs auxiliary-loss normalization; not the same issue." + "reason": "Different MoE/train-loading issues: auxiliary-loss normalization versus FSDP CPU RAM efficient loading." }, { - "left": "issue:43334", - "right": "issue:43572", + "left": "issue:43329", + "right": "issue:45325", + "accept": false, + "reason": "Both are multimodal token/position bugs, but they affect different branches and different concrete calculations." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "Model KeyError on load versus AutoImageProcessor-from-URL failure; unrelated." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "RoPE-layer dropping in a specific model versus a config field resetting on reload." + }, + { + "left": "issue:33666", + "right": "issue:36010", "accept": false, - "reason": "Different missing-field bugs in different configs/models: pad_token_id vs pad_token_idx." + "reason": "Multi-GPU training bug versus missing GenerationMixin import; unrelated." }, { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Llama4Config pad_token_id missing vs StableLmConfig pad_token_idx missing; similar symptom, different bug." + "reason": "Both are missing config fields after 5.0, but they concern different models and different fields, so not the same underlying bug." }, { - "left": "issue:44849", - "right": "issue:45357", + "left": "issue:41720", + "right": "issue:44464", "accept": false, - "reason": "Qwen3.5 hidden-states bug vs save_pretrained visual-encoder key regression." + "reason": "CUDA assert in Qwen3 auto device mapping is unrelated to chunked generation with compiled forward." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "SigLIP2 implementation discrepancy vs pipeline translation-support error message." + "reason": "SigLIP2 implementation discrepancy and pipeline translation-message regression are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 hidden-states bug versus incorrect visual encoder keys on save_pretrained; different issues." + }, + { + "left": "issue:43262", + "right": "issue:45084", + "accept": false, + "reason": "Audio processor chat-template sampling-rate default bug is unrelated to template compilation TypeError." } ] }, @@ -6168,7 +6101,7 @@ { "label": "issue", "component_index": 2, - "component_count": 14, + "component_count": 16, "review_unit_index": 19, "review_unit_count": 44, "status": "reviewed", @@ -6176,311 +6109,325 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-383", + "cluster_id": "cluster-15354-384", "nodes": [ + "issue:28282", + "issue:32090", "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:43540", "issue:43572", "issue:43575", + "issue:43577", "issue:43606", "issue:43646", "issue:43653", + "issue:43688", "issue:43716", "issue:43720", - "issue:43742", "issue:43756", "issue:43824", "issue:43844", "issue:43927", - "issue:43994", "issue:44291", "issue:44361", "issue:44423", - "issue:44464", "issue:44466", "issue:44479", "issue:44488", - "issue:44493", + "issue:44554", "issue:44589", "issue:44625", "issue:44734", - "issue:44821", "issue:44843", - "issue:44913", "issue:44964", "issue:44977", - "issue:45084", + "issue:45083", "issue:45200", "issue:45229", "issue:45405", "issue:45520", - "issue:45584" + "issue:45701", + "issue:45704", + "issue:45759" ], "soft_pairs": [ - "issue:43756|issue:44913", - "issue:43262|issue:45084", - "issue:43742|issue:44821", - "issue:33666|issue:36010", "issue:43540|issue:43716", - "issue:43606|issue:43927", "issue:43720|issue:43927", - "issue:43278|issue:43844", - "issue:43493|issue:43844", - "issue:43257|issue:43299", + "issue:43606|issue:43927", + "issue:43334|issue:43572", + "issue:28282|issue:32090", + "issue:28282|issue:33357", + "issue:43577|issue:44554", + "issue:43688|issue:45704", "issue:39692|issue:43493", "issue:33666|issue:36331", "issue:43720|issue:44361", + "issue:43334|issue:45759", "issue:44964|issue:45405", - "issue:44488|issue:44843", + "issue:44479|issue:44625", "issue:43540|issue:44977", + "issue:44488|issue:44843", + "issue:43493|issue:43844", + "issue:43756|issue:45083", "issue:45200|issue:45229", - "issue:44625|issue:45584", - "issue:43756|issue:44479", + "issue:43257|issue:43299", + "issue:43278|issue:43844", "issue:43824|issue:44589", "issue:43646|issue:44466", "issue:44589|issue:45520", "issue:39692|issue:43295", + "issue:43688|issue:45701", "issue:33357|issue:33666", - "issue:43572|issue:44291", - "issue:44423|issue:44734", "issue:43504|issue:43606", - "issue:43504|issue:43653", + "issue:44423|issue:44734", + "issue:43572|issue:44291", "issue:43927|issue:44361", + "issue:43504|issue:43653", "issue:43575|issue:45405", - "issue:43994|issue:44493", - "issue:44464|issue:45584" + "issue:44625|issue:45759" ], - "prepared_review_unit_hash": "9d37245b0109c1a0133c6536f8b0c1c4113f0495f5e95117fbf8056f6993211d", + "prepared_review_unit_hash": "f6594de271c2ecde4c4f34328ada6d53608fd59986ce71910646e74a82dc2128", "component_budget": { - "node_count": 383, - "item_count": 383, - "soft_pair_count": 1434, - "serialized_chars": 739528, - "estimated_input_tokens": 184882, - "estimated_eval_tokens": 370020 + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37430, - "estimated_input_tokens": 9358, - "estimated_eval_tokens": 18972 + "soft_pair_count": 34, + "serialized_chars": 38212, + "estimated_input_tokens": 9553, + "estimated_eval_tokens": 19362 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is a heterogeneous set of unrelated bug reports, regressions, and model-specific failures. None of the soft pairs look like the same underlying defect, so I would not merge any of them as duplicates.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue stands out: the cluster spans different models, APIs, versions, and failure modes, and the paired items do not describe the same concrete bug.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers issues spanning Qwen multimodal loading, dtype/device regressions, tokenizers, training, and docs. I do not see a single underlying bug that unifies the set, and none of the soft-edge pairs look mergeable as true duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "No strong canonical issue: the items cover many distinct code paths and model families, so one issue cannot represent the whole cluster cleanly.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the broadest representative of the version-regression/custom-model initialization theme, but it is still not a duplicate of the others.", + "best_issue_reason": "If a representative must be chosen, issue 43299 is the closest to a recurring theme around Qwen3/Qwen3-VL MoE loading regressions, but it is still only a partial fit for the mixed cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43756", - "right": "issue:44913", + "left": "issue:43540", + "right": "issue:43716", "accept": false, - "reason": "Both concern model/config behavior, but one is about RoPE layers in Smollm3 and the other about GPTNeoXConfig reload defaults; different bugs." + "reason": "Different bugs: Qwen3OmniMoe video-processing failure vs Mistral-3 image-preprocessor/model dtype mismatch." }, { - "left": "issue:43262", - "right": "issue:45084", - "accept": false, - "reason": "Audio chat-template sampling-rate defaulting is unrelated to template compilation failing on non-template nodes." - }, - { - "left": "issue:43742", - "right": "issue:44821", - "accept": false, - "reason": "MobileLLM loading key error and AutoImageProcessor-from-URL failure are different loader paths and failure modes." - }, - { - "left": "issue:33666", - "right": "issue:36010", + "left": "issue:43720", + "right": "issue:43927", "accept": false, - "reason": "Qwen2-VL multi-GPU training and GenerationMixin import failure are unrelated issues." + "reason": "Unrelated failures: BitNet packed-weight loading vs DiaConfig token-ID persistence." }, { - "left": "issue:43540", - "right": "issue:43716", + "left": "issue:43606", + "right": "issue:43927", "accept": false, - "reason": "One is video input processing in Qwen3OmniMoe; the other is an image-preprocessor dtype mismatch in Mistral-3." + "reason": "CPU-offload device mismatch is unrelated to DiaConfig save/load token-ID loss." }, { - "left": "issue:43606", - "right": "issue:43927", + "left": "issue:43334", + "right": "issue:43572", "accept": false, - "reason": "CPU offload device mismatch for Bark is unrelated to DiaConfig losing custom token IDs on save/load." + "reason": "Both are config attribute issues, but for different models and different missing fields; not the same bug." }, { - "left": "issue:43720", - "right": "issue:43927", + "left": "issue:28282", + "right": "issue:32090", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading is a different problem from DiaConfig serialization losing token IDs." + "reason": "ImportError for missing PyTorch is unrelated to Trainer GPU broadcast rejecting NoneType." }, { - "left": "issue:43278", - "right": "issue:43844", + "left": "issue:28282", + "right": "issue:33357", "accept": false, - "reason": "Embedding dtype drift between train/eval is not the same as exploding gradients under HfDeepSpeedConfig + ZeRO-3." + "reason": "Different symptoms and code paths: missing PyTorch vs MacOS bus error on a CLIP model." }, { - "left": "issue:43493", - "right": "issue:43844", + "left": "issue:43577", + "right": "issue:44554", "accept": false, - "reason": "SigLIP2 implementation discrepancy is a model-parity issue, not the same as a DeepSpeed gradient instability." + "reason": "BLIP2 dtype propagation bug is unrelated to the MPS attention correctness issue." }, { - "left": "issue:43257", - "right": "issue:43299", + "left": "issue:43688", + "right": "issue:45704", "accept": false, - "reason": "One concerns Qwen3 MOE weight conversion with accelerate/deepspeed; the other is a broader 5.0 dev loading regression for Qwen3VL MOE models." + "reason": "Aux-loss normalization in MoE models is unrelated to T5/apex memory leak behavior." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "Documentation example errors are not the same as an implementation mismatch versus original JAX for SigLIP2." + "reason": "Both touch SigLIP2, but one is a docs example problem and the other is an implementation discrepancy; not the same concrete bug." }, { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Multi-GPU training for Qwen2-VL and a Trainer compute_loss signature break are unrelated." + "reason": "Qwen2-VL multi-GPU training request is unrelated to the custom trainer compute_loss signature regression." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "BitNet packed-weight loading and MLukeTokenizer task AttributeError are different subsystems and defects." + "reason": "BitNet packed-weight loading and MLukeTokenizer task failure are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen multimodal configs, but one is missing pad_token_id and the other is from_config not unwrapping text_config; distinct bugs." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Phi-4-multimodal loading failure is not the same as a PEFT version bump dependency issue." + "reason": "Model loading failure for Phi-4 multimodal is unrelated to the PEFT version bump issue." }, { - "left": "issue:44488", - "right": "issue:44843", + "left": "issue:44479", + "right": "issue:44625", "accept": false, - "reason": "Generic model loading failure for cjvt/sleng-bert does not match the offline-mode Mistral regex patch bug." + "reason": "Video-input regression and num_labels propagation are different issues." }, { "left": "issue:43540", "right": "issue:44977", "accept": false, - "reason": "Qwen3OmniMoe video processing and Qwen3.5 flash-attention generation issues are different code paths." + "reason": "Different Qwen models and different failures: video processing vs flash-attention generation." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Loading a specific model failing is unrelated to the offline-mode mistral regex patch issue." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation mismatch and ZeRO-3 gradient inflation are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "Smollm3 RoPE-layer discrepancy is unrelated to the qwen3_omni_moe helper function behavior." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "Missing mm_token_type_ids defaults and multi-GPU inference CUDA OOM are unrelated problems." + "reason": "Defaulting mm_token_type_ids and a Gemma4 multi-GPU OOM are not the same bug." }, { - "left": "issue:44625", - "right": "issue:45584", + "left": "issue:43257", + "right": "issue:43299", "accept": false, - "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation failure are different model/task bugs." + "reason": "Both are Qwen3 MoE loading regressions, but they affect different paths and failure modes; too broad to treat as one duplicate." }, { - "left": "issue:43756", - "right": "issue:44479", + "left": "issue:43278", + "right": "issue:43844", "accept": false, - "reason": "Smollm3 RoPE-layer dropping is unrelated to the Qwen video-input regression." + "reason": "Embedding dtype drift during eval is unrelated to the ZeRO-3 gradient issue." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "Qwen2.5-VL import failure and missing Float8 storage support are distinct import/load issues." + "reason": "Missing Qwen2_5_VL import and missing Float8 storage type are unrelated runtime errors." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Custom model initialization breakage and lm_head.weight serialization inconsistency are separate v5 regressions." + "reason": "Custom model initialization breakage is unrelated to inconsistent lm_head.weight serialization." }, { "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "Float8 storage lookup failure is not the same as the flash_attn import_utils KeyError on Python 3.13." + "reason": "Float8 storage lookup failure and flash_attn KeyError on Python 3.13 are different compatibility issues." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "A SigLIP2 documentation example bug is unrelated to a regression in custom model code accessing processor.tokenizer." + "reason": "Docs example errors are unrelated to the processor.tokenizer / image-to-tokenizer regression." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization is unrelated to tokenization changes." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "MacOS bus error with community CLIP and Qwen2-VL multi-GPU training are unrelated." + "reason": "MacOS CLIP bus error and Qwen2-VL multi-GPU training are unrelated." }, { - "left": "issue:43572", - "right": "issue:44291", + "left": "issue:43504", + "right": "issue:43606", "accept": false, - "reason": "StableLmConfig pad_token_idx regression and init_empty_weights argument mismatch are different config/loading failures." + "reason": "Legacy-field model loading failure and CPU-offload device mismatch are unrelated." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Serve crashes in continuous batching and KV-cache continuation are both serve-related but on different failure points and code paths." - }, - { - "left": "issue:43504", - "right": "issue:43606", - "accept": false, - "reason": "Beit legacy-field loading failure is unrelated to Bark CPU-offload device mismatch." + "reason": "Both are serve crashes, but with different root causes and code paths; not mergeable as one PR." }, { - "left": "issue:43504", - "right": "issue:43653", + "left": "issue:43572", + "right": "issue:44291", "accept": false, - "reason": "Beit semantic-segmentation preset loading and BigBirdTokenizer special-token registration are different defects." + "reason": "Missing pad_token_idx in StableLmConfig and unexpected _is_hf_initialized argument are separate regression types." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "DiaConfig token-ID loss is a serialization/config issue, not the same as MLukeTokenizer task-time AttributeError." + "reason": "DiaConfig token-ID persistence and MLukeTokenizer task AttributeError are unrelated." }, { - "left": "issue:43575", - "right": "issue:45405", + "left": "issue:43504", + "right": "issue:43653", "accept": false, - "reason": "Tensor-parallel OOM on Qwen2-57B is unrelated to a PEFT dependency version bump." + "reason": "Beit legacy-field loading and BigBirdTokenizer special-token registration are different bugs." }, { - "left": "issue:43994", - "right": "issue:44493", + "left": "issue:43575", + "right": "issue:45405", "accept": false, - "reason": "SigLIP2 wrong outputs from AutoModel/pipeline and unexpected position-id keys are different behavior." + "reason": "Tensor-parallel OOM and a release-version pin issue are unrelated." }, { - "left": "issue:44464", - "right": "issue:45584", + "left": "issue:44625", + "right": "issue:45759", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward is unrelated to Whisper empty-transcription handling after align_special_tokens." + "reason": "Qwen3.5 num_labels propagation and AutoModelForCausalLM.from_config text_config unwrapping are related only broadly, not the same concrete defect." } ] }, @@ -6494,7 +6441,7 @@ { "label": "issue", "component_index": 2, - "component_count": 14, + "component_count": 16, "review_unit_index": 20, "review_unit_count": 44, "status": "reviewed", @@ -6502,7 +6449,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-383", + "cluster_id": "cluster-15354-384", "nodes": [ "issue:15354", "issue:29942", @@ -6517,17 +6464,18 @@ "issue:43493", "issue:43525", "issue:43540", - "issue:43572", - "issue:43582", "issue:43606", + "issue:43688", "issue:43701", "issue:43844", "issue:43873", "issue:43957", + "issue:43994", "issue:44112", "issue:44315", "issue:44464", "issue:44466", + "issue:44493", "issue:44521", "issue:44554", "issue:44568", @@ -6536,8 +6484,6 @@ "issue:44849", "issue:44898", "issue:44964", - "issue:44977", - "issue:44987", "issue:45072", "issue:45084", "issue:45127", @@ -6550,228 +6496,221 @@ "issue:45412", "issue:45446", "issue:45520", - "issue:45563", + "issue:45584", "issue:45701" ], "soft_pairs": [ "issue:44792|issue:45405", - "issue:43278|issue:43701", - "issue:44521|issue:45290", "issue:43606|issue:44112", + "issue:44521|issue:45290", + "issue:43994|issue:44493", "issue:29942|issue:30333", + "issue:44464|issue:45584", "issue:45084|issue:45520", - "issue:44568|issue:45701", - "issue:44554|issue:45446", "issue:43844|issue:44964", + "issue:44554|issue:45446", + "issue:44568|issue:45701", + "issue:43688|issue:43873", "issue:43540|issue:45200", - "issue:43582|issue:44977", "issue:15354|issue:38175", - "issue:43232|issue:44849", "issue:45072|issue:45198", - "issue:37428|issue:43957", + "issue:43232|issue:44849", "issue:39401|issue:44568", + "issue:43278|issue:43701", "issue:44315|issue:44849", - "issue:43334|issue:43525", "issue:44554|issue:45356", "issue:45200|issue:45325", "issue:43295|issue:44610", - "issue:43493|issue:43701", - "issue:44466|issue:45127", + "issue:43334|issue:43525", "issue:44898|issue:45412", - "issue:44792|issue:45563", - "issue:43873|issue:44464", - "issue:43572|issue:44987" + "issue:44466|issue:45127", + "issue:43493|issue:43701", + "issue:37428|issue:43957" ], - "prepared_review_unit_hash": "59bb7300f8fb56683fc00e1abb09d2e5d41f07da2badcced6e95f557434ff977", + "prepared_review_unit_hash": "a523895b82e2194eef7029e3cfb6650db7ad33b16932b7880862f3cc31d8402c", "component_budget": { - "node_count": 383, - "item_count": 383, - "soft_pair_count": 1434, - "serialized_chars": 739528, - "estimated_input_tokens": 184882, - "estimated_eval_tokens": 370020 + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35922, - "estimated_input_tokens": 8981, - "estimated_eval_tokens": 18218 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35090, + "estimated_input_tokens": 8773, + "estimated_eval_tokens": 17802 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated bug reports across tokenization, generation, multimodal processing, offload, CI, and config regressions. None of the soft pairs look like the same underlying bug or change.", - "confidence": 0.95, - "canonical_issue_reason": "If one issue must stand in as the cluster representative, issue 44521 is the broadest and most active candidate, but the set is not a true duplicate cluster.", + "summary": "The set is mostly heterogeneous; the soft links are only surface-level similarities across tokenizer/chat-template, attention, or loading regressions. I did not find any pair that clearly represents the same underlying bug or change.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 45701 is the broadest umbrella-like report in the set and the best anchor if one must be chosen, but the cluster itself is not a clean duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44521 has the strongest discussion/inbound-reference signal and the most general wording, so it is the best triage representative despite not matching the others.", + "best_issue_reason": "45701 is open, general, and has inbound references, so it is the most suitable representative issue despite weak evidence that the other items are true duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "Janus image-generation test failure and a PEFT minimum-version mismatch are unrelated problems." + "reason": "A test failure in Janus is unrelated to a PEFT version pin issue; no shared bug or code path." }, { - "left": "issue:43278", - "right": "issue:43701", + "left": "issue:43606", + "right": "issue:44112", "accept": false, - "reason": "Embedding dtype drift in eval is unrelated to a resume-from-checkpoint key mismatch." + "reason": "Both mention device-related CI failures, but they affect different models and likely different execution paths." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both involve apply_chat_template, but one is zero assistant masks for multimodal inputs while the other is a crash on tool-call messages; different failure modes." + "reason": "Both touch apply_chat_template, but one is about zero assistant masks for multimodal inputs and the other is a crash on tool-call messages." }, { - "left": "issue:43606", - "right": "issue:44112", + "left": "issue:43994", + "right": "issue:44493", "accept": false, - "reason": "A CPU-offload device mismatch for bark-small is not the same as a stale GraniteSpeech CI test." + "reason": "These are different correctness problems: one is SigLIP2 inference quality, the other is unexpected position-id keys." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 test failures and MLflow job-reporting issues are unrelated." + "reason": "Flash Attention CI failures and MLFlow job-reporting issues are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation with compiled forward and Whisper empty-transcription handling are different failures." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Non-template-node compilation errors and a flash_attn import KeyError on Python 3.13 are different code paths." + "reason": "A compilation error in template nodes and a Python 3.13 import_utils KeyError are not the same bug." }, { - "left": "issue:44568", - "right": "issue:45701", + "left": "issue:43844", + "right": "issue:44964", "accept": false, - "reason": "A specific mDeBERTa tokenizer regression is not the same as a broad version-dependent tokenization report." + "reason": "ZeRO-3 gradient inflation and a model-loading regression are unrelated." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "MPS attention correctness and a flex_attention PyTorch version check bug are unrelated." + "reason": "MPS attention correctness and a PyTorch version-check bug in flex_attention are different issues." }, { - "left": "issue:43844", - "right": "issue:44964", + "left": "issue:44568", + "right": "issue:45701", "accept": false, - "reason": "ZeRO-3 gradient inflation is unrelated to a model-loading breakage for Phi-4-multimodal-instruct." + "reason": "Both concern tokenization behavior, but one is a specific BOS/EOS regression and the other is a broad version-change complaint; not the same concrete bug." }, { - "left": "issue:43540", - "right": "issue:45200", + "left": "issue:43688", + "right": "issue:43873", "accept": false, - "reason": "Video-input processing errors in Qwen3OmniMoe are not the same as mm_token_type_ids defaults for text-only fine-tuning." + "reason": "Aux-loss normalization and quantization/offloading behavior are unrelated." }, { - "left": "issue:43582", - "right": "issue:44977", + "left": "issue:43540", + "right": "issue:45200", "accept": false, - "reason": "An Apple Silicon allocator TypeError is unrelated to Qwen3.5 flash-attention generation issues." + "reason": "Both are multimodal/model-input issues, but one is video processing in Qwen3OmniMoe and the other is Gemma 4 token-type defaults." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero-probability outputs are different model bugs." - }, - { - "left": "issue:43232", - "right": "issue:44849", - "accept": false, - "reason": "Generation kwargs after sync_gpus and output_hidden_states handling are separate generation regressions." + "reason": "TorchScript GeneratorExp support and SigLIP2 zero probabilities are unrelated." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "BF16 dtype mismatches in inference are unrelated to Wav2Vec2 save_pretrained/tokenization failures." + "reason": "These are different regressions: dtype mismatch in inference versus Wav2Vec2 save/tokenization failure." }, { - "left": "issue:37428", - "right": "issue:43957", + "left": "issue:43232", + "right": "issue:44849", "accept": false, - "reason": "A flash-attention import error is not the same as meta-device loading failures for some models." + "reason": "Generation kwargs update after sync_gpus and Qwen3.5 hidden-states output are distinct generation bugs." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Wrong offset mappings in Qwen3 tokenizer and missing BOS/EOS on mDeBERTa are distinct tokenizer bugs." + "reason": "Both are tokenizer issues, but offset_mapping and add_special_tokens are separate concrete behaviors." }, { - "left": "issue:44315", - "right": "issue:44849", + "left": "issue:43278", + "right": "issue:43701", "accept": false, - "reason": "Liger Kernel application under model_init and a Qwen3.5 hidden-states bug are unrelated." + "reason": "A dtype drift between train/eval and a resume_from_checkpoint key mismatch do not describe the same bug." }, { - "left": "issue:43334", - "right": "issue:43525", + "left": "issue:44315", + "right": "issue:44849", "accept": false, - "reason": "Both mention pad_token_id, but one is Qwen3-VL loading and the other is Llama4Config; different models and likely different fixes." + "reason": "Liger Kernel application and Qwen3.5 hidden-states output are unrelated." }, { "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "An MPS attention correctness issue is unrelated to a Kimi-K2.5 tokenizer codec regression." + "reason": "Attention correctness on MPS and Kimi-K2.5 tokenizer codec handling are unrelated." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Default mm_token_type_ids and Qwen2.5-VL rope-index scaling are separate multimodal behaviors." + "reason": "Both involve multimodal metadata, but mm_token_type_ids defaults and RoPE position scaling are different code paths." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Processor.tokenizer regression with image tokenization and OmDet-Turbo image-size mismatch are different processor/model issues." - }, - { - "left": "issue:43493", - "right": "issue:43701", - "accept": false, - "reason": "SigLIP2 implementation discrepancy is unrelated to checkpoint key mismatches." + "reason": "Processor/tokenizer regression and OmDet-Turbo image-size mismatch are not the same underlying bug." }, { - "left": "issue:44466", - "right": "issue:45127", + "left": "issue:43334", + "right": "issue:43525", "accept": false, - "reason": "lm_head serialization inconsistency and LoRA collapse with extended vocab/tied weights are not the same bug." + "reason": "The errors look similar, but they affect different model configs and there is no evidence of a shared root cause beyond missing pad_token_id access." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver resolution failure and RT-DETR memory release behavior are unrelated." + "reason": "Perceiver resolution handling and RT-DETR memory release are unrelated." }, { - "left": "issue:44792", - "right": "issue:45563", + "left": "issue:44466", + "right": "issue:45127", "accept": false, - "reason": "Janus image-generation test failure is not the same as a stale paged-generate warning." + "reason": "Serialization of tied lm_head weights and LoRA merge collapse with extended vocab are different problems." }, { - "left": "issue:43873", - "right": "issue:44464", + "left": "issue:43493", + "right": "issue:43701", "accept": false, - "reason": "Quantization/offloading behavior and chunked generation with compiled forward are different issues." + "reason": "SigLIP2 HF-vs-JAX discrepancy and resume_from_checkpoint key mismatch are unrelated." }, { - "left": "issue:43572", - "right": "issue:44987", + "left": "issue:37428", + "right": "issue:43957", "accept": false, - "reason": "StableLmConfig pad_token_idx regression and a physical-intelligence/fast loading failure are too different to treat as duplicates." + "reason": "An import error for flash attention helpers and meta-device model loading failures are different issues." } ] }, @@ -6785,7 +6724,7 @@ { "label": "issue", "component_index": 2, - "component_count": 14, + "component_count": 16, "review_unit_index": 21, "review_unit_count": 44, "status": "reviewed", @@ -6793,7 +6732,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-383", + "cluster_id": "cluster-15354-384", "nodes": [ "issue:37428", "issue:38175", @@ -6801,13 +6740,12 @@ "issue:43262", "issue:43278", "issue:43295", - "issue:43388", "issue:43425", "issue:43450", "issue:43493", - "issue:43526", "issue:43572", "issue:43575", + "issue:43606", "issue:43653", "issue:43819", "issue:43824", @@ -6824,16 +6762,15 @@ "issue:44206", "issue:44360", "issue:44442", - "issue:44448", - "issue:44462", + "issue:44464", "issue:44514", "issue:44521", "issue:44561", "issue:44610", - "issue:44743", - "issue:44779", + "issue:44792", "issue:44857", "issue:44936", + "issue:44987", "issue:45083", "issue:45127", "issue:45198", @@ -6841,280 +6778,278 @@ "issue:45290", "issue:45381", "issue:45412", + "issue:45563", "issue:45584", "issue:45593" ], "soft_pairs": [ - "issue:37428|issue:43824", - "issue:43844|issue:44936", + "issue:43572|issue:44987", "issue:43572|issue:43957", - "issue:43388|issue:43526", + "issue:43873|issue:44464", "issue:43824|issue:43975", "issue:43295|issue:43450", + "issue:43844|issue:44936", "issue:43295|issue:43873", "issue:38175|issue:45412", "issue:44514|issue:44521", - "issue:42915|issue:43824", + "issue:44442|issue:45198", "issue:43278|issue:43856", "issue:43295|issue:43994", - "issue:44442|issue:45198", - "issue:44360|issue:44561", + "issue:37428|issue:43824", "issue:38175|issue:43493", + "issue:42915|issue:43824", "issue:43827|issue:43901", - "issue:44206|issue:45584", "issue:43653|issue:44112", "issue:43450|issue:43493", + "issue:44360|issue:44561", + "issue:43450|issue:43575", + "issue:44792|issue:45563", "issue:45127|issue:45245", "issue:43819|issue:45083", - "issue:43450|issue:43575", + "issue:44206|issue:45584", "issue:43819|issue:44112", - "issue:44561|issue:44779", - "issue:44610|issue:44857", - "issue:44462|issue:44561", "issue:43262|issue:43450", - "issue:45290|issue:45381", "issue:37428|issue:43425", - "issue:43278|issue:43825", + "issue:44610|issue:44857", "issue:44857|issue:45593", - "issue:44448|issue:44743" + "issue:43278|issue:43825", + "issue:45290|issue:45381", + "issue:43606|issue:45083" ], - "prepared_review_unit_hash": "e5ee2eafb1604a75a8a05d0dd03a4cbd3791449a182404361997f71265edee1e", + "prepared_review_unit_hash": "083439898bcdce58b3e1b29b202f19a931da9d9c9607dda6491ad41862fa064c", "component_budget": { - "node_count": 383, - "item_count": 383, - "soft_pair_count": 1434, - "serialized_chars": 739528, - "estimated_input_tokens": 184882, - "estimated_eval_tokens": 370020 + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 32, - "serialized_chars": 37340, - "estimated_input_tokens": 9335, - "estimated_eval_tokens": 18926 + "serialized_chars": 36646, + "estimated_input_tokens": 9162, + "estimated_eval_tokens": 18580 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issue reports from different subsystems; the only strong duplicate signal is within SigLIP2. Most other soft pairs share a broad theme but not the same concrete bug.", - "confidence": 0.86, - "canonical_issue_reason": "issue:43493 is the best root-cause style issue: it describes the underlying SigLIP2 HF-vs-JAX implementation discrepancy, which is broader and more diagnostic than the symptom-level zero-probability report in issue:38175.", + "summary": "This cluster is heterogeneous: it mixes unrelated bugs in import compatibility, model-specific inference regressions, processor/chat-template issues, training/memory problems, and docs/test cleanups. None of the soft pairs look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.94, + "canonical_issue_reason": "No single issue is a safe canonical: the items span unrelated regressions across import paths, processors, training, and documentation, and the proposed soft pairs do not describe the same underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43493 is the strongest standalone issue to anchor the duplicate set because it names the underlying mismatch rather than one specific observed failure mode.", + "best_issue_reason": "If a representative is needed, issue 44521 is the closest umbrella for the chat-template/multimodal subset, but it should not be treated as a cluster-wide duplicate anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:37428", - "right": "issue:43824", - "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and code paths; same broad v5 breakage is not enough." - }, - { - "left": "issue:43844", - "right": "issue:44936", + "left": "issue:43572", + "right": "issue:44987", "accept": false, - "reason": "Different failures: ZeRO-3/DeepSpeed gradient behavior vs trainer.evaluate() state after training." + "reason": "Both involve v5-related model/config loading regressions, but one is a missing StableLmConfig pad_token_idx and the other is a transformers>=5.1.0 load failure for a specific checkpoint; different bugs." }, { "left": "issue:43572", "right": "issue:43957", "accept": false, - "reason": "Unrelated bugs: a missing config field versus meta-device model loading regressions." + "reason": "These are separate v5 loading/config issues: missing pad_token_idx vs meta-device model loading breakage." }, { - "left": "issue:43388", - "right": "issue:43526", + "left": "issue:43873", + "right": "issue:44464", "accept": false, - "reason": "Both mention labels, but one is a trainer metric-gathering bug and the other is an image-processor label reduction bug." + "reason": "Quantization/offload behavior and chunked generation with compiled forward are different code paths and failure modes." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "Different models and different failures: missing class import vs tokenizer detokenization regression." + "reason": "ImportError for a missing Qwen2.5-VL symbol is unrelated to DeepSeek detokenization output corruption." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Both touch processor behavior, but one is tokenizer/image routing and the other is batched video shape handling." + "reason": "Processor.tokenizer/image handling regression is distinct from batched video processor shape errors." }, { - "left": "issue:43295", + "left": "issue:43844", + "right": "issue:44936", + "accept": false, + "reason": "ZeRO-3 gradient explosion and trainer.evaluate() failing after train() are separate training-state problems." + }, + { + "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "No same code path; custom processor regression versus quantization/offloading behavior." + "reason": "Processor API regression and quantization/offloading failure are not the same underlying bug." }, { "left": "issue:38175", "right": "issue:45412", "accept": false, - "reason": "Completely different domains: SigLIP2 output anomaly versus RT-DETR memory release." + "reason": "SigLIP2 zero probabilities and RT-DETR memory not being released are unrelated." }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Same feature area, but one is a batching crash and the other is incorrect assistant-mask generation; not the same concrete bug." + "reason": "Both touch apply_chat_template on multimodal inputs, but one is a batched padding=False crash while the other is assistant_mask generation returning zeros; different concrete failures." }, { - "left": "issue:42915", - "right": "issue:43824", + "left": "issue:44442", + "right": "issue:45198", "accept": false, - "reason": "Different model families and different failure modes." + "reason": "FastSpeech2ConformerTokenizer loading failure and Wav2Vec2 save/tokenization failure are distinct tokenizer bugs." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "Different issues: dtype mismatch on evaluation vs Qwen3 MoE memory inefficiency." + "reason": "Embedding dtype drift in evaluate() and Qwen3 MoE memory inefficiency are unrelated training/runtime issues." }, { "left": "issue:43295", "right": "issue:43994", "accept": false, - "reason": "Different processor/tokenization bugs; no clear shared underlying defect." - }, - { - "left": "issue:44442", - "right": "issue:45198", - "accept": false, - "reason": "Both are tokenizer-related, but for different speech models and different failures." + "reason": "Processor/tokenizer regression is not the same as SigLIP2 nonsensical model outputs." }, { - "left": "issue:44360", - "right": "issue:44561", + "left": "issue:37428", + "right": "issue:43824", "accept": false, - "reason": "Unrelated: DSA indexing behavior vs removal of an internal helper breaking remote-code models." + "reason": "Both are import errors, but they concern different missing symbols in different modules and unrelated fixes." }, { "left": "issue:38175", "right": "issue:43493", - "accept": true, - "reason": "Same SigLIP2 implementation problem: one report is the observed zero-probability symptom, the other describes the underlying HF-vs-JAX discrepancy." + "accept": false, + "reason": "SigLIP2 zero probabilities and HF-vs-JAX discrepancy are related by model family, but they are not the same concrete bug." }, { - "left": "issue:43827", - "right": "issue:43901", + "left": "issue:42915", + "right": "issue:43824", "accept": false, - "reason": "Both are docs issues, but they target different pipeline behaviors and different sections of the docs." + "reason": "Qwen3Moe FineGrainedFP8Config failure and missing Qwen2.5-VL import are unrelated." }, { - "left": "issue:44206", - "right": "issue:45584", + "left": "issue:43827", + "right": "issue:43901", "accept": false, - "reason": "Different audio bugs in different models/features; no shared concrete code path." + "reason": "Both are docs around pipeline deprecations, but they cover different task pages and different stale references." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "Tokenizer special-token bug versus CI device-override test flakiness." + "reason": "BigBirdTokenizer special-token registration and GraniteSpeech device-override CI failure are unrelated." }, { "left": "issue:43450", "right": "issue:43493", "accept": false, - "reason": "Different subsystems and failures: video processor shape handling vs SigLIP2 model discrepancy." + "reason": "Batched video shape bug and SigLIP2 implementation discrepancy do not share the same underlying code path." }, { - "left": "issue:45127", - "right": "issue:45245", + "left": "issue:44360", + "right": "issue:44561", "accept": false, - "reason": "No overlap in bug mechanism; LoRA/tied embeddings versus category-count limit." + "reason": "A DSA indexer activation issue and the removal of is_torch_fx_available breaking remote-code models are unrelated." }, { - "left": "issue:43819", - "right": "issue:45083", + "left": "issue:43450", + "right": "issue:43575", "accept": false, - "reason": "Different model internals and different helper functions." + "reason": "Video batch-shape handling and Qwen2-57B tensor-parallel OOM are different problems." }, { - "left": "issue:43450", - "right": "issue:43575", + "left": "issue:44792", + "right": "issue:45563", "accept": false, - "reason": "Batched video shape bug versus tensor-parallel OOM." + "reason": "A janus test failure and a stale paged-generate warning are not the same bug." }, { - "left": "issue:43819", - "right": "issue:44112", + "left": "issue:45127", + "right": "issue:45245", "accept": false, - "reason": "Different areas entirely: DAC latents/STE mismatch versus a stale CI test." + "reason": "LoRA merge collapse with tied embeddings and a 2^24 category limit runtime error are unrelated." }, { - "left": "issue:44561", - "right": "issue:44779", + "left": "issue:43819", + "right": "issue:45083", "accept": false, - "reason": "Both relate to v5 breaks, but they affect different internals and different model classes." + "reason": "DAC from_latents/forward mismatch and a qwen3_omni_moe helper behavior issue are different model-specific bugs." }, { - "left": "issue:44610", - "right": "issue:44857", + "left": "issue:44206", + "right": "issue:45584", "accept": false, - "reason": "Different object-detection bugs: wrong processor resize target versus AMP/CUDA loss crash." + "reason": "Unsupported center arg in LasrFeatureExtractor and Whisper empty-transcription failure after token alignment are unrelated." }, { - "left": "issue:44462", - "right": "issue:44561", + "left": "issue:43819", + "right": "issue:44112", "accept": false, - "reason": "Tokenizer file loading versus removal of an internal feature gate; not the same bug." + "reason": "DAC latent-path mismatch and GraniteSpeech CI device override issues have no common code path." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio chat-template sampling-rate default versus batched video shape handling." + "reason": "Audio chat-template sampling-rate defaulting and batched video shape handling are unrelated processor bugs." }, { - "left": "issue:45290", - "right": "issue:45381", + "left": "issue:37428", + "right": "issue:43425", "accept": false, - "reason": "Different Qwen2.5-VL bugs: tool-call chat-template crash versus wrong vision_position_ids." + "reason": "Flash-attention import breakage and Torch 2.10 incompatibility are separate compatibility issues." }, { - "left": "issue:37428", - "right": "issue:43425", + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "OmDet-Turbo processor size mismatch and LwDetrImageLoss AMP crash are different vision bugs." + }, + { + "left": "issue:44857", + "right": "issue:45593", "accept": false, - "reason": "Both are compatibility-style regressions, but one is a specific missing import and the other is a torch-version incompatibility report." + "reason": "AMP/CUDA loss crash and D-FINE auxiliary-loss omission are unrelated model-training issues." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Unrelated: dtype change in evaluation versus an error-message/docs mismatch about pipelines." + "reason": "Embedding dtype regression and pipeline error-message/docs mismatch are unrelated." }, { - "left": "issue:44857", - "right": "issue:45593", + "left": "issue:45290", + "right": "issue:45381", "accept": false, - "reason": "Different D-FINE/LW-DETR training issues with no shared code path." + "reason": "Chat-template crashes on tool-call messages and qwen2.5-vl vision_position_ids errors are different multimodal bugs." }, { - "left": "issue:44448", - "right": "issue:44743", + "left": "issue:43606", + "right": "issue:45083", "accept": false, - "reason": "Both are model-output regressions, but they involve different models and unrelated code paths." + "reason": "CPU offload device mismatch for bark-small and a qwen3_omni_moe helper function issue are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted soft-edge pair (issue:38175 \u2194 issue:43493) is supported by the titles and the stated HF-vs-JAX root-cause relationship. The other verdicts appropriately avoid over-claiming duplicate status based on broad thematic similarity alone." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 2, - "component_count": 14, + "component_count": 16, "review_unit_index": 22, "review_unit_count": 44, "status": "reviewed", @@ -7122,7 +7057,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-383", + "cluster_id": "cluster-15354-384", "nodes": [ "issue:29127", "issue:29942", @@ -7134,6 +7069,7 @@ "issue:39692", "issue:40444", "issue:43335", + "issue:43388", "issue:43404", "issue:43504", "issue:43526", @@ -7142,17 +7078,17 @@ "issue:43611", "issue:43653", "issue:43720", - "issue:43723", "issue:43819", - "issue:43927", "issue:43931", "issue:44112", "issue:44292", "issue:44351", "issue:44448", + "issue:44462", "issue:44493", - "issue:44554", + "issue:44561", "issue:44568", + "issue:44743", "issue:44779", "issue:44855", "issue:44857", @@ -7170,290 +7106,260 @@ "issue:45563", "issue:45588", "issue:45593", - "issue:45698", "issue:45712" ], "soft_pairs": [ + "issue:44448|issue:44743", "issue:45200|issue:45588", - "issue:43606|issue:45083", - "issue:29942|issue:32090", "issue:43335|issue:43550", - "issue:43611|issue:43931", + "issue:44462|issue:44561", + "issue:44561|issue:44779", "issue:37428|issue:44351", - "issue:45310|issue:45478", + "issue:43611|issue:43931", + "issue:43388|issue:43526", "issue:39692|issue:43526", "issue:43819|issue:44493", - "issue:44292|issue:45520", - "issue:43404|issue:45200", + "issue:45310|issue:45478", "issue:43335|issue:43653", - "issue:29127|issue:32090", + "issue:29942|issue:32090", + "issue:43404|issue:45200", "issue:44855|issue:45083", - "issue:43335|issue:45083", + "issue:44292|issue:45520", "issue:39692|issue:44493", "issue:43335|issue:43504", - "issue:44448|issue:44779", "issue:43550|issue:44112", + "issue:43335|issue:45083", + "issue:44448|issue:44779", "issue:38175|issue:44493", - "issue:44977|issue:45229", "issue:43335|issue:45072", - "issue:45459|issue:45712", - "issue:40444|issue:43526", + "issue:44977|issue:45229", "issue:43720|issue:44112", + "issue:45459|issue:45712", "issue:43335|issue:45593", "issue:44568|issue:45491", - "issue:43723|issue:44554", "issue:44448|issue:44977", - "issue:34689|issue:35141", + "issue:29127|issue:32090", "issue:43606|issue:44857", - "issue:44977|issue:45563", - "issue:45372|issue:45588", + "issue:40444|issue:43526", "issue:44857|issue:45072", - "issue:43927|issue:45698" + "issue:45372|issue:45588", + "issue:34689|issue:35141", + "issue:44977|issue:45563" ], - "prepared_review_unit_hash": "44e77587017571a9ed7b3c3ab753cea96a5236e176e824755a1531004ba20c82", + "prepared_review_unit_hash": "46f1592943c14f0202b34c0f0dace142d75a82c29ab3854622a93b1c5a12e0cd", "component_budget": { - "node_count": 383, - "item_count": 383, - "soft_pair_count": 1434, - "serialized_chars": 739528, - "estimated_input_tokens": 184882, - "estimated_eval_tokens": 370020 + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 38511, - "estimated_input_tokens": 9628, - "estimated_eval_tokens": 19512 + "soft_pair_count": 36, + "serialized_chars": 38872, + "estimated_input_tokens": 9718, + "estimated_eval_tokens": 19692 }, "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/issues around model/tokenizer loading, config handling, generation, and a few CI/runtime bugs. Only one soft pair looks like a true duplicate: the two identical Qwen3.5 MoE from_pretrained errors.", - "confidence": 0.87, - "canonical_issue_reason": "issue:45310 is the better anchor because it is the earlier, clearer report of the exact same Qwen3.5 MoE from_pretrained failure duplicated by issue:45478.", + "summary": "The set is mostly a mix of unrelated issues across different models and subsystems. Only one soft pair looks like a true duplicate: the repeated Qwen3.5 MoE from_pretrained error report.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 45310 is the earlier, clearer report of the same Qwen3.5 MoE from_pretrained regression as 45478, and it already has inbound reference activity.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the strongest issue candidate in this cluster because it has an exact duplicate and describes a concrete, mergeable loading regression; the rest of the cluster is mostly unrelated model-specific failures.", + "best_issue_reason": "45310 is the best representative issue because it is the earliest duplicate in the only true duplicate pair and has slightly stronger discussion/reference signals.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45200", - "right": "issue:45588", + "left": "issue:44448", + "right": "issue:44743", "accept": false, - "reason": "Different bugs: Gemma 4 mm_token_type_ids defaulting to zeros vs a flash-attention crash on s_aux=None." + "reason": "Different models and different failure modes: Pegasus output drift vs Qwen3.5 recurrent-state reset." }, { - "left": "issue:43606", - "right": "issue:45083", + "left": "issue:45200", + "right": "issue:45588", "accept": false, - "reason": "Unrelated failures in different paths: CPU offload device mismatch for bark-small vs a qwen3_omni_moe helper behavior issue." + "reason": "Both mention attention-related code paths, but the bugs are unrelated: Gemma4 token-type handling vs flash_attention.py handling of s_aux=None." }, { - "left": "issue:29942", - "right": "issue:32090", + "left": "issue:43335", + "right": "issue:43550", "accept": false, - "reason": "Both are failures, but one is Flash Attention 2 test breakage and the other is Trainer _gpu_broadcast_one rejecting NoneType; not the same bug." + "reason": "Different architectures and bugs: SwitchTransformers config creates sparse layers incorrectly, while Bamba fails under torch.compile with SDPA." }, { - "left": "issue:43335", - "right": "issue:43550", + "left": "issue:44462", + "right": "issue:44561", "accept": false, - "reason": "Different concrete problems: SwitchTransformers sparse layer construction vs Bamba torch.compile/SDPA failure." + "reason": "Tokenizer file resolution and removal of is_torch_fx_available are unrelated issues." }, { - "left": "issue:43611", - "right": "issue:43931", + "left": "issue:44561", + "right": "issue:44779", "accept": false, - "reason": "Both are loading-related, but base_model_prefix loading regression and Qwen3-VL weight-shape mismatch are distinct issues." + "reason": "One is a trust_remote_code break from a removed helper; the other is DeepSeek tokenizer behavior in v5." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and modules; no shared underlying defect." + "reason": "Both are import errors, but for different missing symbols and different code paths; not the same bug." }, { - "left": "issue:45310", - "right": "issue:45478", - "accept": true, - "reason": "Same exact reported bug: transformers>=5.4.0 Qwen3.5 MoE from_pretrained error, so these are duplicate reports of the same failure." + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Both are loading failures, but one concerns base_model_prefix compatibility and the other a concrete Qwen3-VL weight-shape mismatch." }, { - "left": "issue:39692", + "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "SigLIP2 docs/model-processor mismatch and quantization failure is unrelated to BeitImageProcessorFast reduce_labels truncating labels." + "reason": "Mask2Former metric gathering and BEiT label reduction are different components with different defects." }, { - "left": "issue:43819", - "right": "issue:44493", + "left": "issue:39692", + "right": "issue:43526", "accept": false, - "reason": "Different correctness bugs: DAC.from_latents vs forward mismatch and unexpected position-id keys in model loading." + "reason": "Documentation example errors in SigLIP2 are unrelated to BEiTImageProcessorFast label reduction." }, { - "left": "issue:44292", - "right": "issue:45520", + "left": "issue:43819", + "right": "issue:44493", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime error and Python 3.13 flash_attn import KeyError are unrelated." + "reason": "DAC latent decoding mismatch and unexpected position-id keys are different model behaviors." }, { - "left": "issue:43404", - "right": "issue:45200", - "accept": false, - "reason": "lm_head tie-weight regression in Mistral3 is a different issue from Gemma 4 mm_token_type_ids defaults." + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same Qwen3.5 MoE from_pretrained error, same version range, same underlying regression." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug and BigBirdTokenizer special-token registration bug are unrelated." + "reason": "SwitchTransformers sparse-layer config bug is unrelated to BigBirdTokenizer special-token registration." }, { - "left": "issue:29127", + "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "LayoutLMv3 error-message clarity and Trainer broadcast NoneType are different bugs." + "reason": "Flash Attention 2 test failures and a Trainer GPU broadcast NoneType error are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45200", + "accept": false, + "reason": "Mistral3 lm_head tying and Gemma4 mm_token_type_ids are different model-specific issues." }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Python 3.13 TorchScript parse failure in DebertaV2 is unrelated to qwen3_omni_moe feature-length computation." + "reason": "Python 3.13 decorator parsing failure is unrelated to qwen3_omni_moe feature-length helper behavior." }, { - "left": "issue:43335", - "right": "issue:45083", + "left": "issue:44292", + "right": "issue:45520", "accept": false, - "reason": "SwitchTransformers sparse-layer construction and qwen3_omni_moe length helper behavior are separate problems." + "reason": "Qwen-3-8B-NVFP4 runtime failure and flash_attn import lookup on Python 3.13 are different problems." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 docs/quantization issue does not match the position-id key regression." + "reason": "SigLIP2 doc example errors are unrelated to the widespread unexpected position-id key issue." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and BEiT legacy-field loading are different code paths and failures." + "reason": "SwitchTransformers config and BEiT preset loading fail for different reasons and in different code paths." }, { - "left": "issue:44448", - "right": "issue:44779", + "left": "issue:43550", + "right": "issue:44112", "accept": false, - "reason": "Both affect model outputs in v4/v5, but Pegasus output drift and Deepseek tokenizer corruption are distinct bugs." + "reason": "Bamba compile/SDPA failure and GraniteSpeech CI device-override flakiness are unrelated." }, { - "left": "issue:43550", - "right": "issue:44112", + "left": "issue:43335", + "right": "issue:45083", "accept": false, - "reason": "Bamba SDPA/torch.compile failure is unrelated to the GraniteSpeech stale device override test." + "reason": "Sparse-layer config bug is unrelated to qwen3_omni_moe output-length helper behavior." }, { - "left": "issue:38175", - "right": "issue:44493", + "left": "issue:44448", + "right": "issue:44779", "accept": false, - "reason": "SigLIP2 zero probabilities and unexpected position-id keys are different defects." + "reason": "Different models and different regressions: Pegasus v4/v5 output drift vs DeepSeek tokenizer correctness in v5." }, { - "left": "issue:44977", - "right": "issue:45229", + "left": "issue:38175", + "right": "issue:44493", "accept": false, - "reason": "Qwen3.5 flash-attention generation failure and Gemma4 multi-GPU OOM are unrelated." + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to the position-id key warning across many models." }, { "left": "issue:43335", "right": "issue:45072", "accept": false, - "reason": "SwitchTransformers sparse-layer bug is unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel inference." + "reason": "SwitchTransformers config bug is unrelated to dtype mismatches in bfloat16 inference." }, { - "left": "issue:45459", - "right": "issue:45712", + "left": "issue:44977", + "right": "issue:45229", "accept": false, - "reason": "Tokenizer protobuf error masking and dummy class leakage into dir(transformers) are unrelated maintenance bugs." + "reason": "Flash-attention generation bug and Gemma4 multi-GPU OOM are different failure modes." }, { - "left": "issue:40444", - "right": "issue:43526", + "left": "issue:43720", + "right": "issue:44112", "accept": false, - "reason": "Qwen2.5-VL iterable dataset multi-image finetuning failure is unrelated to BEiT Fast reduce_labels behavior." + "reason": "Packed-weight loading in BitNet and GraniteSpeech CI device override are unrelated." }, { - "left": "issue:43720", - "right": "issue:44112", + "left": "issue:45459", + "right": "issue:45712", "accept": false, - "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to the GraniteSpeech stale-test CI failure." + "reason": "Protobuf error masking in tokenizers and dummy_pt_objects cleanup are different maintenance bugs." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "SwitchTransformers sparse-layer bug and D-FINE auxiliary-loss behavior are unrelated." + "reason": "SwitchTransformers sparse-layer config and D-FINE auxiliary-loss disabling are unrelated." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "mDeBERTa special-token addition regression is unrelated to Gemma3 NaN embeddings with sliding-window attention." - }, - { - "left": "issue:43723", - "right": "issue:44554", - "accept": false, - "reason": "Tokenizer loading regression in v5 and MPS attention correctness when value-head dim differs are different issues." - }, - { - "left": "issue:44448", - "right": "issue:44977", - "accept": false, - "reason": "Both involve generation/output regressions, but Pegasus v4/v5 output drift and Qwen3.5 flash-attention failure are not the same code-path problem." + "reason": "Tokenizer special-token insertion and Gemma3 NaN embeddings are unrelated." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Llama 3.2 Vision model loading breakage and lm_head reinitialization after resizing embeddings are distinct bugs." - }, - { - "left": "issue:43606", - "right": "issue:44857", - "accept": false, - "reason": "CPU offload device mismatch for bark-small is unrelated to LwDetrImageLoss AMP/CUDA crashes." + "reason": "Llama 3.2 vision loading breakage and embedding reinitialization after resize are different bugs." }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Qwen3.5 flash-attention generation failure and a stale paged-generate warning for num_return_sequences are different issues." - }, - { - "left": "issue:45372", - "right": "issue:45588", - "accept": false, - "reason": "Gemma 4 processor import failure and flash_attention s_aux=None crash are unrelated." - }, - { - "left": "issue:44857", - "right": "issue:45072", - "accept": false, - "reason": "Both mention dtype/precision, but the underlying failures are different: LwDetr AMP crash vs generic bfloat16 dtype mismatch in inference." - }, - { - "left": "issue:43927", - "right": "issue:45698", - "accept": false, - "reason": "DiaConfig losing custom token IDs on save/load and loading the wrong custom module after save_pretrained are different persistence bugs." + "reason": "Qwen3.5 flash-attention generation failure and a stale warning for num_return_sequences are not the same issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall. The anchor choice on issue:45310 is supported by the identical title and the newer duplicate issue:45478. The soft-edge rejections are appropriately conservative and the cluster summary stays within what the packet shows: a mostly heterogeneous set of unrelated issues with one clear duplicate pair." + "feedback": "Grounded overall. The selected duplicate pair (issue:45310, issue:45478) is well supported by the packet: identical titles, same model area, close timing, and asymmetric inbound reference activity. The rejected soft pairs are phrased conservatively and do not overclaim duplicate status. No PR-pair mergeability issue applies here." }, "evaluator_used": true, "retried": false, @@ -7464,7 +7370,7 @@ { "label": "issue", "component_index": 2, - "component_count": 14, + "component_count": 16, "review_unit_index": 23, "review_unit_count": 44, "status": "reviewed", @@ -7472,21 +7378,20 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-383", + "cluster_id": "cluster-15354-384", "nodes": [ "issue:25251", "issue:29942", + "issue:30064", "issue:32090", - "issue:33357", "issue:35141", + "issue:36010", "issue:37428", - "issue:41720", "issue:42915", "issue:42994", "issue:43065", "issue:43066", "issue:43278", - "issue:43329", "issue:43381", "issue:43412", "issue:43421", @@ -7494,6 +7399,7 @@ "issue:43653", "issue:43701", "issue:43873", + "issue:43927", "issue:43976", "issue:43994", "issue:44186", @@ -7508,237 +7414,247 @@ "issue:44493", "issue:44743", "issue:44857", - "issue:44987", + "issue:44871", + "issue:44977", "issue:45083", "issue:45198", - "issue:45229", "issue:45245", "issue:45372", - "issue:45406", "issue:45412", "issue:45440", "issue:45459", "issue:45491", "issue:45520", "issue:45563", - "issue:45588" + "issue:45588", + "issue:45698" ], "soft_pairs": [ - "issue:43873|issue:44493", "issue:43701|issue:45083", - "issue:43066|issue:44462", - "issue:37428|issue:44987", - "issue:43873|issue:45229", + "issue:43927|issue:45698", "issue:43550|issue:45083", + "issue:43066|issue:44462", "issue:43412|issue:45588", - "issue:43278|issue:43329", "issue:45245|issue:45563", + "issue:43873|issue:44493", "issue:29942|issue:35141", - "issue:32090|issue:33357", - "issue:43976|issue:45440", - "issue:45372|issue:45406", - "issue:41720|issue:45229", - "issue:43065|issue:43994", "issue:45372|issue:45459", + "issue:36010|issue:37428", "issue:44448|issue:44466", "issue:43065|issue:45412", - "issue:44451|issue:45520", "issue:25251|issue:32090", + "issue:43278|issue:43381", "issue:44857|issue:45588", + "issue:44451|issue:45520", "issue:43653|issue:44743", - "issue:43278|issue:43381", "issue:44186|issue:45198", - "issue:42915|issue:42994", + "issue:43976|issue:45440", "issue:43994|issue:45412", - "issue:43421|issue:45491", "issue:44265|issue:45198", - "issue:44206|issue:44479", - "issue:44361|issue:45198" + "issue:44361|issue:45198", + "issue:43421|issue:45491", + "issue:42915|issue:42994", + "issue:44871|issue:44977", + "issue:43065|issue:43994", + "issue:29942|issue:30064", + "issue:44206|issue:44479" ], - "prepared_review_unit_hash": "b00a012117234841fe81775ed2e253e81136ca7f998e49396d14d4b8d5200527", + "prepared_review_unit_hash": "ee8e090beb1c57afed43952a9641959346ea7ee2ef41f76bd84d28c11a9b868d", "component_budget": { - "node_count": 383, - "item_count": 383, - "soft_pair_count": 1434, - "serialized_chars": 739528, - "estimated_input_tokens": 184882, - "estimated_eval_tokens": 370020 + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36704, - "estimated_input_tokens": 9176, - "estimated_eval_tokens": 18608 + "soft_pair_count": 28, + "serialized_chars": 36055, + "estimated_input_tokens": 9014, + "estimated_eval_tokens": 18284 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose semantic grouping of mostly unrelated issue reports across different subsystems and models. I did not find any soft pair that looks like the same underlying bug or change, so no pair is accepted.", - "confidence": 0.86, - "canonical_issue_reason": "issue:43873 is the broadest and most central issue in the set: it is open, has the most inbound references/discussion, and its quantization/offloading scope is the closest thing here to a cluster anchor.", + "summary": "Mostly a false-positive cluster: the issues span unrelated tokenizer, export, quantization, Flash Attention, and model-specific regressions. None of the soft-linked pairs look like true duplicates or the same underlying fix.", + "confidence": 0.28, + "canonical_issue_reason": "Issue 45083 is the weakest-but-most-central anchor in the soft-similarity graph, but the surrounding issues are not actually duplicates; this cluster is heterogeneous rather than a single bug family.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the strongest overall triage candidate because it is actively discussed, externally referenced, and describes a user-facing regression with a clear subsystem scope.", + "best_issue_reason": "Issue 45083 is the best available representative only because it has repeated soft links; however, it should not be treated as a true canonical for deduping.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43873", - "right": "issue:44493", + "left": "issue:43701", + "right": "issue:45083", "accept": false, - "reason": "Quantization/offloading issues are unrelated to a key-mismatch/position-id regression; different symptoms and code paths." + "reason": "Different failures: checkpoint resume key mismatch vs qwen3_omni_moe feature-length helper behavior." }, { - "left": "issue:43701", + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load, but one loses custom token IDs while the other loads the wrong custom module; not the same bug." + }, + { + "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "Checkpoint resume key mismatch and qwen3_omni_moe feature-length behavior are different bugs in different areas." + "reason": "torch.compile/SDPA model regression is unrelated to a qwen helper function output-length issue." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Both involve tokenization, but one is about decoder type selection and the other about AutoTokenizer ignoring tokenizer.json; not the same failure mode." + "reason": "Tokenizer decoder type mismatch and ignoring tokenizer.json are different load-path bugs." }, { - "left": "issue:37428", - "right": "issue:44987", + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executable export failure and flash_attention AttributeError on s_aux=None are unrelated code paths." + }, + { + "left": "issue:45245", + "right": "issue:45563", "accept": false, - "reason": "These are separate import/load failures with different missing symbols and affected models." + "reason": "Category-cardinality runtime error is unrelated to a stale warning for num_return_sequences." }, { "left": "issue:43873", - "right": "issue:45229", + "right": "issue:44493", "accept": false, - "reason": "Offloading/quantization behavior is not the same as a multi-GPU CUDA OOM on Gemma4." + "reason": "Quantization/offloading bug and unexpected position-id key are different issues." }, { - "left": "issue:43550", - "right": "issue:45083", + "left": "issue:29942", + "right": "issue:35141", "accept": false, - "reason": "A torch.compile+SDPA crash in Bamba is unrelated to the qwen3_omni_moe helper function issue." + "reason": "Flash Attention 2 test failures do not match a post_init embedding reinitialization bug." }, { - "left": "issue:43412", - "right": "issue:45588", + "left": "issue:45372", + "right": "issue:45459", "accept": false, - "reason": "Gemma3n export failures and flash_attention.py crashing on s_aux=None are different code paths and different root causes." + "reason": "One is a missing dependency import error; the other is error-masking in tokenizer exception handling." }, { - "left": "issue:43278", - "right": "issue:43329", + "left": "issue:36010", + "right": "issue:37428", "accept": false, - "reason": "A dtype change in evaluate is unrelated to the undefined video-branch helpers in multimodal token counting." + "reason": "Both are import errors, but they involve different symbols and different fixes." }, { - "left": "issue:45245", - "right": "issue:45563", + "left": "issue:44448", + "right": "issue:44466", "accept": false, - "reason": "Category-count limits and a stale generate() warning are unrelated." + "reason": "Model output drift and lm_head serialization inconsistency are related only at a high level, not the same concrete bug." }, { - "left": "issue:29942", - "right": "issue:35141", + "left": "issue:43065", + "right": "issue:45412", "accept": false, - "reason": "Flash Attention 2 test failures are not the same bug as token-embedding resizing reinitializing output embeddings." + "reason": "A dummy Conv2d in Sam3PixelDecoder is unrelated to an RT-DETR memory leak." }, { - "left": "issue:32090", - "right": "issue:33357", + "left": "issue:25251", + "right": "issue:32090", "accept": false, - "reason": "Trainer broadcast TypeError and MacOS bus error on CLIP are different failures with different triggers." + "reason": "Pipeline top_k nesting and trainer _gpu_broadcast_one NoneType errors are unrelated." }, { - "left": "issue:43976", - "right": "issue:45440", + "left": "issue:43278", + "right": "issue:43381", "accept": false, - "reason": "Python version compatibility and DeepSeekV3MoE divergence are unrelated." + "reason": "Eval-mode dtype change and gradient checkpointing in eval are separate training/eval regressions." }, { - "left": "issue:45372", - "right": "issue:45406", + "left": "issue:44857", + "right": "issue:45588", "accept": false, - "reason": "Gemma4 processor import failure and missing _tokenizer on serve are adjacent but distinct Gemma4 issues." + "reason": "Float16 AMP CUDA crash in loss code is unrelated to flash_attention crashing on s_aux=None." }, { - "left": "issue:41720", - "right": "issue:45229", + "left": "issue:44451", + "right": "issue:45520", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert and Gemma4 multi-GPU OOM are different resource/runtime problems." + "reason": "Model loading failure for one repo and Python 3.13 flash_attn import lookup failure are different problems." }, { - "left": "issue:43065", - "right": "issue:43994", + "left": "issue:43653", + "right": "issue:44743", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and SigLIP2 nonsensical pipeline output do not share the same underlying bug." + "reason": "Tokenizer special-token registration and recurrent cache-state reset are not the same issue." }, { - "left": "issue:45372", - "right": "issue:45459", + "left": "issue:44186", + "right": "issue:45198", "accept": false, - "reason": "An external dependency import break and tokenizer-error masking from protobuf handling are different issues." + "reason": "Different tokenizer/saving failures affecting different model families and paths." }, { - "left": "issue:44448", - "right": "issue:44466", + "left": "issue:43976", + "right": "issue:45440", "accept": false, - "reason": "Pegasus v4/v5 output differences and lm_head.weight serialization inconsistency are separate regression reports." + "reason": "Python version compatibility and DeepSeekV3 implementation divergence are unrelated." }, { - "left": "issue:43065", + "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "A placeholder Conv2d implementation and RT-DETR memory release problems are unrelated." + "reason": "SigLIP2 inference regression and RT-DETR memory retention are unrelated." }, { - "left": "issue:44451", - "right": "issue:45520", + "left": "issue:44265", + "right": "issue:45198", "accept": false, - "reason": "Model loading failure for ScandiBERT and Python 3.13 flash_attn import KeyError are different causes." + "reason": "torch.export failure with torch_compilable_check is unrelated to Wav2Vec2 save/tokenization failure." }, { - "left": "issue:25251", - "right": "issue:32090", + "left": "issue:44361", + "right": "issue:45198", "accept": false, - "reason": "Pipeline top_k nesting behavior is unrelated to Trainer broadcast errors." + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are different model-specific bugs." }, { - "left": "issue:44857", - "right": "issue:45588", + "left": "issue:43421", + "right": "issue:45491", "accept": false, - "reason": "LwDetrImageLoss AMP/CUDA crashes and flash_attention.py s_aux=None crashes are different defects." + "reason": "Runtime post-processor updates and Gemma3 NaN embeddings are different subsystems." }, { - "left": "issue:43653", - "right": "issue:44743", + "left": "issue:42915", + "right": "issue:42994", "accept": false, - "reason": "BigBirdTokenizer special-token decode behavior is unrelated to recurrent-state reset in qwen3_5 cache handling." + "reason": "Quantization config failure and quantized model saving failure are both quantization-related but not the same underlying bug." }, { - "left": "issue:43278", - "right": "issue:43381", + "left": "issue:44871", + "right": "issue:44977", "accept": false, - "reason": "Evaluation dtype drift and gradient-checkpointing restrictions in eval mode are separate issues." + "reason": "Inconsistent eos_token_id config and flash-attention generation regression are unrelated." }, { - "left": "issue:44186", - "right": "issue:45198", + "left": "issue:43065", + "right": "issue:43994", "accept": false, - "reason": "LayoutLMv2Tokenizer padding/NER crashes and Wav2Vec2 save/tokenization failures are not the same bug." + "reason": "Sam3PixelDecoder dummy Conv2d and SigLIP2 bad outputs are unrelated." }, { - "left": "issue:44265", - "right": "issue:45198", + "left": "issue:29942", + "right": "issue:30064", "accept": false, - "reason": "torch.export failures via torch_compilable_check and Wav2Vec2 save/tokenization failures are unrelated." + "reason": "Flash Attention 2 test failures and void segmentation map processing failure are unrelated." }, { - "left": "issue:44361", - "right": "issue:45198", + "left": "issue:44206", + "right": "issue:44479", "accept": false, - "reason": "MLukeTokenizer attribute errors and Wav2Vec2 save/tokenization failures do not point to the same root cause." + "reason": "Unsupported center arg in a feature extractor and Qwen video-input regression are different regressions." } ] }, @@ -7752,7 +7668,7 @@ { "label": "issue", "component_index": 2, - "component_count": 14, + "component_count": 16, "review_unit_index": 24, "review_unit_count": 44, "status": "reviewed", @@ -7760,51 +7676,51 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-383", + "cluster_id": "cluster-15354-384", "nodes": [ "issue:29127", "issue:29942", - "issue:30064", "issue:32090", - "issue:33290", "issue:33357", "issue:34567", - "issue:35141", "issue:36010", "issue:39692", + "issue:41720", "issue:42915", - "issue:43232", - "issue:43257", "issue:43262", "issue:43278", + "issue:43329", "issue:43334", "issue:43381", - "issue:43388", "issue:43441", "issue:43526", "issue:43531", + "issue:43575", "issue:43653", "issue:43701", + "issue:43723", "issue:43756", - "issue:43761", "issue:43824", + "issue:43873", "issue:43931", - "issue:43994", - "issue:44079", "issue:44186", "issue:44206", "issue:44279", "issue:44442", "issue:44464", + "issue:44554", "issue:44610", + "issue:44734", + "issue:44743", + "issue:44811", "issue:44857", - "issue:44871", "issue:44977", "issue:45072", "issue:45103", "issue:45229", "issue:45245", "issue:45372", + "issue:45406", "issue:45412", "issue:45440", "issue:45491", @@ -7812,238 +7728,238 @@ "issue:45593" ], "soft_pairs": [ - "issue:44871|issue:44977", - "issue:43257|issue:43278", - "issue:43756|issue:45440", - "issue:29942|issue:30064", + "issue:44734|issue:45406", + "issue:33357|issue:39692", "issue:44610|issue:45412", "issue:29127|issue:34567", - "issue:33357|issue:39692", "issue:45103|issue:45372", - "issue:32090|issue:33290", - "issue:43824|issue:44279", - "issue:45440|issue:45593", - "issue:45072|issue:45229", + "issue:43873|issue:45229", + "issue:43756|issue:45440", + "issue:45372|issue:45406", + "issue:43723|issue:44554", + "issue:43278|issue:43575", + "issue:43278|issue:43329", "issue:43381|issue:43701", - "issue:43526|issue:44186", "issue:43653|issue:44442", - "issue:43334|issue:43531", + "issue:41720|issue:45229", + "issue:45440|issue:45593", "issue:29942|issue:36010", + "issue:43824|issue:44279", + "issue:32090|issue:33357", + "issue:43334|issue:43531", + "issue:43526|issue:44186", "issue:44977|issue:45245", - "issue:44464|issue:45491", - "issue:42915|issue:43931", - "issue:29127|issue:33357", - "issue:29127|issue:35141", - "issue:43232|issue:43388", - "issue:43262|issue:44206", "issue:43526|issue:44857", - "issue:44442|issue:45072", + "issue:42915|issue:43931", "issue:43441|issue:45588", - "issue:43526|issue:43994", - "issue:43761|issue:44079" + "issue:44464|issue:45491", + "issue:43262|issue:44206", + "issue:44743|issue:44811", + "issue:43526|issue:44610", + "issue:44442|issue:45072" ], - "prepared_review_unit_hash": "e6c2e09dfc50cbdeb912a3cf3ff99065e58f4c4ff6de35e00297688e79857bff", + "prepared_review_unit_hash": "dd8bf60ae46b839da652151f4049d4f56f0205e93fa3911e49404b61079e531f", "component_budget": { - "node_count": 383, - "item_count": 383, - "soft_pair_count": 1434, - "serialized_chars": 739528, - "estimated_input_tokens": 184882, - "estimated_eval_tokens": 370020 + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36498, - "estimated_input_tokens": 9125, - "estimated_eval_tokens": 18506 + "serialized_chars": 36482, + "estimated_input_tokens": 9121, + "estimated_eval_tokens": 18498 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the issues span unrelated models, processors, training/runtime errors, and documentation/example failures. I found no soft-edge pairs that look like the same underlying bug, and there are no PRs here to consider.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 33357 is the most concrete, self-contained report in the set (clear crash, platform, and model context), so it is the best representative if one must be chosen.", + "summary": "This cluster does not contain any strong duplicate pairs: the issues span unrelated models, processors, attention paths, tokenizer/import problems, and memory/loading regressions. All soft edges were rejected. There are no PRs in the set.", + "confidence": 0.97, + "canonical_issue_reason": "No real duplicate canonical stands out because the issues are unrelated; if one issue must be chosen as the anchor, issue #43873 is the broadest and most active item, but it is not actually representative of the others as a duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 33357 is the most actionable standalone bug report, with a specific failure mode and good reproduction context compared with the more generic or unrelated items.", + "best_issue_reason": "Issue #43873 is the best single representative only because it is open, discussion-heavy, and broadly framed; however, it is not a true cluster canonical since the rest of the items do not describe the same bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44871", - "right": "issue:44977", - "accept": false, - "reason": "Different bug classes: Gemma eos-token config mismatch vs Qwen3.5 flash-attention generation failure." - }, - { - "left": "issue:43257", - "right": "issue:43278", - "accept": false, - "reason": "Different code paths: Qwen3 MoE weight conversion/loading vs embedding dtype drift during evaluation." - }, - { - "left": "issue:43756", - "right": "issue:45440", + "left": "issue:44734", + "right": "issue:45406", "accept": false, - "reason": "Both concern model implementation divergence, but they are different models and different defects; not the same bug." + "reason": "Different subsystems and failures: KV-cache continuation indexing in serve vs Gemma4 processor initialization missing _tokenizer." }, { - "left": "issue:29942", - "right": "issue:30064", + "left": "issue:33357", + "right": "issue:39692", "accept": false, - "reason": "FlashAttention test failures and void segmentation map processing are unrelated." + "reason": "Both are CLIP/SigLIP-adjacent only at a high level; one is a Mac bus error, the other is a doc example/model-processor mismatch and quantization failure." }, { "left": "issue:44610", "right": "issue:45412", "accept": false, - "reason": "Processor input-size mismatch and RT-DETR memory leak are different problems." + "reason": "Processor output size mismatch versus a model memory leak are unrelated bugs." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMv3 error-message clarity and TrainerState token-count updating are unrelated." + "reason": "LayoutLMv3 box-content error messaging and TrainerState token counting are unrelated issues." }, { - "left": "issue:33357", - "right": "issue:39692", + "left": "issue:45103", + "right": "issue:45372", "accept": false, - "reason": "MacOS bus error in CLIP runtime is not the same as SigLIP2 documentation/example errors." + "reason": "Auto-docstring future-annotations crash is unrelated to Gemma4 processor loading/import failure." }, { - "left": "issue:45103", - "right": "issue:45372", + "left": "issue:43873", + "right": "issue:45229", "accept": false, - "reason": "Auto-docstring annotation handling and Gemma4 processor import failure are distinct failures." + "reason": "Both mention memory/placement, but one is quantization offloading behavior and the other is multi-GPU OOM for a specific model; not the same bug." }, { - "left": "issue:32090", - "right": "issue:33290", + "left": "issue:43756", + "right": "issue:45440", "accept": false, - "reason": "Trainer broadcast TypeError and DeepSpeed Adafactor OOM are different training issues." + "reason": "Different models and different correctness problems: RoPE layer selection versus DeepSeekV3 implementation divergence." }, { - "left": "issue:43824", - "right": "issue:44279", + "left": "issue:45372", + "right": "issue:45406", "accept": false, - "reason": "Specific missing export/import for Qwen2.5-VL is not the same as a generic dependency issue." + "reason": "Both involve Gemma4, but one is a mistral_common import dependency issue and the other is a serve-time processor attribute error." }, { - "left": "issue:45440", - "right": "issue:45593", + "left": "issue:43723", + "right": "issue:44554", "accept": false, - "reason": "DeepSeekV3 implementation divergence and D-FINE auxiliary-loss behavior are unrelated." + "reason": "Tokenizer loading regression versus an MPS attention correctness issue; no shared code-path." }, { - "left": "issue:45072", - "right": "issue:45229", + "left": "issue:43278", + "right": "issue:43575", "accept": false, - "reason": "Bfloat16 dtype mismatches and Gemma4 multi-GPU OOM are different runtime failures." + "reason": "Embedding dtype drift in eval mode is unrelated to tensor-parallel OOM on Qwen2-57B." }, { - "left": "issue:43381", - "right": "issue:43701", + "left": "issue:43278", + "right": "issue:43329", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction and resume checkpoint key mismatch are separate issues." + "reason": "Different bugs: dtype change in evaluate versus undefined video-token helper/merge_size in multimodal token counting." }, { - "left": "issue:43526", - "right": "issue:44186", + "left": "issue:43381", + "right": "issue:43701", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug and LayoutLMv2Tokenizer NER padding/truncation crash are unrelated." + "reason": "Eval-mode gradient checkpointing restriction is unrelated to resume_from_checkpoint key mismatch." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "BigBirdTokenizer special-token registration and FastSpeech2ConformerTokenizer loading are different tokenizer bugs." + "reason": "Both are tokenizer-related, but one is a BigBird special-token registration issue and the other is AutoTokenizer failing for a specific tokenizer class." }, { - "left": "issue:43334", - "right": "issue:43531", + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Different model families and symptoms: Qwen3 auto device mapping asserts on A800, while Gemma4 hits multi-GPU OOM." + }, + { + "left": "issue:45440", + "right": "issue:45593", "accept": false, - "reason": "Qwen3-VL pad-token loading error and Qwen3-MoE sliding-window issue are different model/config bugs." + "reason": "DeepSeekV3 implementation divergence is unrelated to D-FINE auxiliary-loss behavior." }, { "left": "issue:29942", "right": "issue:36010", "accept": false, - "reason": "FlashAttention test failures and GenerationMixin import error are unrelated." + "reason": "FlashAttention test failures and GenerationMixin import errors are unrelated regressions." }, { - "left": "issue:44977", - "right": "issue:45245", + "left": "issue:43824", + "right": "issue:44279", "accept": false, - "reason": "Flash-attention generation bug and category-count limit error have no meaningful overlap." + "reason": "Specific missing symbol import versus a vague dependency issue; not enough evidence of the same underlying bug." }, { - "left": "issue:44464", - "right": "issue:45491", + "left": "issue:32090", + "right": "issue:33357", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency and Gemma3 NaN embeddings are different failure modes." + "reason": "Trainer NoneType broadcast error and MacOS CLIP bus error are unrelated failures." }, { - "left": "issue:42915", - "right": "issue:43931", + "left": "issue:43334", + "right": "issue:43531", "accept": false, - "reason": "Qwen3 MoE FP8 config failure and Qwen3-VL weight-shape mismatch are distinct loading problems." + "reason": "Qwen3-VL pad_token_id attribute error and Qwen3-MoE sliding_window behavior are different code paths." }, { - "left": "issue:29127", - "right": "issue:33357", + "left": "issue:43526", + "right": "issue:44186", "accept": false, - "reason": "LayoutLMv3 message-clarity issue and CLIP MacOS bus error are unrelated." + "reason": "BEiT label reduction bug and LayoutLMv2 NER padding/truncation crash are different processor/tokenizer issues." }, { - "left": "issue:29127", - "right": "issue:35141", + "left": "issue:44977", + "right": "issue:45245", "accept": false, - "reason": "LayoutLMv3 handling of sparse boxes and post-init embedding reinitialization are not the same bug." + "reason": "Flash-attention generation bug and category-count runtime limit are unrelated." }, { - "left": "issue:43232", - "right": "issue:43388", + "left": "issue:43526", + "right": "issue:44857", "accept": false, - "reason": "Generation kwargs update after sync_gpus and metric-gathering label truncation are separate paths." + "reason": "BEiT label handling and LwDetrImageLoss AMP/CUDA crash are not the same defect." }, { - "left": "issue:43262", - "right": "issue:44206", + "left": "issue:42915", + "right": "issue:43931", "accept": false, - "reason": "Audio chat-template sampling-rate default and LASR feature-extractor center-arg crash are different processor issues." + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen3-VL weight-shape mismatch are different loading/configuration problems." }, { - "left": "issue:43526", - "right": "issue:44857", + "left": "issue:43441", + "right": "issue:45588", "accept": false, - "reason": "Label reduction in BEiT fast processor and float16 CUDA loss crash are unrelated." + "reason": "Both touch flash attention, but they describe different failures, models, and triggers; too broad to merge as one bug." }, { - "left": "issue:44442", - "right": "issue:45072", + "left": "issue:44464", + "right": "issue:45491", "accept": false, - "reason": "Tokenizer load failure and dtype mismatch in inference are different problems." + "reason": "Compiled-forward chunked generation inconsistency is unrelated to Gemma3 sliding-window NaN embeddings." }, { - "left": "issue:43441", - "right": "issue:45588", + "left": "issue:43262", + "right": "issue:44206", "accept": false, - "reason": "FlashAttention support failure for Ministral-3 and sink-less flash_attention AttributeError are not the same concrete bug." + "reason": "Audio chat-template sample-rate default and a feature extractor unsupported argument are different audio-processing bugs." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3.5 recurrent-state reset bug and Whisper batch_decode skip_special_tokens bug are unrelated." }, { "left": "issue:43526", - "right": "issue:43994", + "right": "issue:44610", "accept": false, - "reason": "BEiT label reduction bug and SigLIP2 nonsensical AutoModel/pipeline results are different issues." + "reason": "Different image-processing/model-loading bugs; no shared underlying defect." }, { - "left": "issue:43761", - "right": "issue:44079", + "left": "issue:44442", + "right": "issue:45072", "accept": false, - "reason": "CLIPVisionModel hidden_states omission and ModelOutput key assignment semantics are distinct bugs." + "reason": "AutoTokenizer loading failure for one tokenizer class is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel inference." } ] }, @@ -8057,7 +7973,7 @@ { "label": "issue", "component_index": 2, - "component_count": 14, + "component_count": 16, "review_unit_index": 25, "review_unit_count": 44, "status": "reviewed", @@ -8065,15 +7981,18 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-383", + "cluster_id": "cluster-15354-384", "nodes": [ + "issue:29127", "issue:33290", + "issue:33357", "issue:34567", "issue:34689", "issue:35141", + "issue:38175", "issue:39692", - "issue:41628", "issue:42907", + "issue:43295", "issue:43316", "issue:43381", "issue:43452", @@ -8082,32 +8001,29 @@ "issue:43550", "issue:43575", "issue:43611", - "issue:43643", "issue:43646", "issue:43701", - "issue:43720", - "issue:43723", - "issue:43749", "issue:43761", "issue:43827", "issue:43873", "issue:43931", "issue:43994", "issue:44077", + "issue:44079", "issue:44188", "issue:44206", "issue:44387", "issue:44442", "issue:44479", + "issue:44568", "issue:44743", - "issue:44811", "issue:44898", - "issue:44913", + "issue:44964", "issue:44977", - "issue:45003", + "issue:45072", "issue:45216", + "issue:45229", "issue:45290", - "issue:45372", "issue:45440", "issue:45479", "issue:45491", @@ -8117,245 +8033,217 @@ "issue:45698" ], "soft_pairs": [ - "issue:44743|issue:44811", - "issue:45003|issue:45440", - "issue:43723|issue:45479", "issue:43452|issue:45588", - "issue:43646|issue:44077", "issue:43575|issue:43701", - "issue:45588|issue:45600", + "issue:29127|issue:35141", + "issue:43646|issue:44077", + "issue:45072|issue:45229", + "issue:43575|issue:44387", "issue:44977|issue:45584", + "issue:45588|issue:45600", + "issue:33357|issue:38175", "issue:43316|issue:43525", "issue:44479|issue:45290", - "issue:43761|issue:44188", - "issue:43575|issue:44387", + "issue:44964|issue:45440", + "issue:43761|issue:44079", "issue:43931|issue:45216", - "issue:43873|issue:45588", "issue:42907|issue:45698", - "issue:43994|issue:44206", "issue:39692|issue:45491", - "issue:34689|issue:43611", "issue:33290|issue:34567", + "issue:34689|issue:43611", "issue:44442|issue:44898", + "issue:43761|issue:44188", "issue:43493|issue:43827", "issue:43381|issue:43873", - "issue:44077|issue:44479", - "issue:33290|issue:34689", + "issue:44568|issue:45479", "issue:43550|issue:44743", - "issue:33290|issue:35141", - "issue:43749|issue:43931", - "issue:43643|issue:44913", - "issue:41628|issue:45372", - "issue:43720|issue:44442" + "issue:43295|issue:45584", + "issue:43994|issue:44206" ], - "prepared_review_unit_hash": "862e45ce57b49ad8822eb8e7c8c21a12e31ccde556c9cac9ba82e08b0c7e7c83", + "prepared_review_unit_hash": "b511ce5408a86b15c38fcb41f3f09ae15e8100554fb9f86b962b2f472e8903d0", "component_budget": { - "node_count": 383, - "item_count": 383, - "soft_pair_count": 1434, - "serialized_chars": 739528, - "estimated_input_tokens": 184882, - "estimated_eval_tokens": 370020 + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36762, - "estimated_input_tokens": 9191, - "estimated_eval_tokens": 18638 + "soft_pair_count": 26, + "serialized_chars": 35627, + "estimated_input_tokens": 8907, + "estimated_eval_tokens": 18070 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All suggested soft matches look like false positives. The items span unrelated bugs/regressions across loading, configs, quantization, vision, attention, docs, and checkpointing rather than one duplicate defect.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue: the cluster is heterogeneous and none of the soft pairs appears to describe the same underlying bug or change.", - "canonical_pr_reason": "No PRs are present in this cluster.", - "best_issue_reason": "No best issue for deduplication; choosing one would misrepresent a set of distinct reports rather than a duplicate group.", - "best_pr_reason": "No PRs are present in this cluster.", + "summary": "The cluster is highly heterogeneous: most items are unrelated model-loading, tokenizer, regression, or memory issues. None of the soft edges look like true duplicates or mergeable PR-equivalents, so all soft links should be rejected.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43873 is the closest thing to a hub because it has the most inbound references and is the broadest memory/quantization/offloading report; still, it is only a weak canonical since the cluster is mostly unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best single representative by breadth and reference count, but only narrowly so because the surrounding issues span many different subsystems and bugs.", + "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44743", - "right": "issue:44811", + "left": "issue:43452", + "right": "issue:45588", "accept": false, - "reason": "Different products and code paths: recurrent-state reset in Qwen3.5 vs Whisper batch_decode token filtering." + "reason": "Different bugs: gguf/from_pretrained tokenizer loading vs flash-attention crashing on sink-less models." }, { - "left": "issue:45003", - "right": "issue:45440", + "left": "issue:43575", + "right": "issue:43701", "accept": false, - "reason": "Unrelated bugs: unsafe sys.modules access in modeling_utils vs DeepSeekV3MoE divergence from remote implementation." + "reason": "One is tensor-parallel OOM on model load; the other is a resume_from_checkpoint key mismatch. Different code paths." }, { - "left": "issue:43723", - "right": "issue:45479", + "left": "issue:29127", + "right": "issue:35141", "accept": false, - "reason": "Tokenizer loading in v5 vs sequence-classification loss degeneracy; different failures and subsystems." + "reason": "LayoutLMv3 error messaging on bad boxes is unrelated to token embedding resize reinitialization in post_init." }, { - "left": "issue:43452", - "right": "issue:45588", + "left": "issue:43646", + "right": "issue:44077", "accept": false, - "reason": "gguf_file / from_pretrained loading issue is unrelated to flash_attention.py crashing on sink-less models." + "reason": "Both mention init/post_init, but one is a broad custom model init regression and the other is a patchtsmixer-specific post_init API constraint. Not the same bug." }, { - "left": "issue:43646", - "right": "issue:44077", + "left": "issue:45072", + "right": "issue:45229", "accept": false, - "reason": "Too broad and not the same defect: generic custom model init breakage vs a specific patchtsmixer post_init constraint." + "reason": "dtype mismatch in bfloat16 inference and multi-GPU CUDA OOM are different failure modes and likely different fixes." }, { "left": "issue:43575", - "right": "issue:43701", + "right": "issue:44387", + "accept": false, + "reason": "Both involve OOM, but one is TP load OOM for Qwen2 and the other is increased reserved memory under int4 quantization. Too broad to be duplicates." + }, + { + "left": "issue:44977", + "right": "issue:45584", "accept": false, - "reason": "OOM during tensor-parallel model load is unrelated to resume_from_checkpoint key mismatch." + "reason": "Qwen3.5 flash-attention generation issue and Whisper empty-transcription failure are unrelated model-specific bugs." }, { "left": "issue:45588", "right": "issue:45600", "accept": false, - "reason": "flash_attention AttributeError is unrelated to auto_mappings references to removed Sam3LiteText configs." + "reason": "flash_attention.py sink-less-model crash is unrelated to auto_mappings referencing removed Sam3LiteText configs." }, { - "left": "issue:44977", - "right": "issue:45584", + "left": "issue:33357", + "right": "issue:38175", "accept": false, - "reason": "Different generation regressions in different models: Qwen3.5 flash-attention vs Whisper empty transcription handling." + "reason": "Both are SigLIP/CLIP-family, but bus error on macOS and zero probabilities are distinct symptoms and code paths." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Both involve configs, but the reported fields and failure modes differ; not the same bug." + "reason": "Gemma3TextConfig API discrepancy and missing pad_token_id on Llama4Config are different config-level regressions." }, { "left": "issue:44479", "right": "issue:45290", "accept": false, - "reason": "Video input regression in Qwen vision models is unrelated to chat template crashes on tool-call assistant messages." + "reason": "Video-input regression for Qwen variants is unrelated to apply_chat_template crashing on tool-call assistant messages with no content." }, { - "left": "issue:43761", - "right": "issue:44188", + "left": "issue:44964", + "right": "issue:45440", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and attention-kernel divergence under torch.compile are different code paths." + "reason": "Phi-4 multimodal load failure and DeepSeekV3MoE implementation divergence are different model families and different bugs." }, { - "left": "issue:43575", - "right": "issue:44387", + "left": "issue:43761", + "right": "issue:44079", "accept": false, - "reason": "Both mention memory pressure, but one is TP loading OOM and the other is int4 quantization reserved-memory growth." + "reason": "Hidden_states not returned in CLIPVisionModel.forward and ModelOutput key assignment semantics are different layers of the stack." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Shape-mismatch loading for Qwen3-VL is not the same as save_pretrained producing an incorrect checkpoint for Qwen3.5." - }, - { - "left": "issue:43873", - "right": "issue:45588", - "accept": false, - "reason": "Quantization offloading problem is unrelated to the flash_attention s_aux=None crash." + "reason": "Weight-shape mismatch on model load and save_pretrained producing incorrect Qwen3.5 checkpoints are related only broadly to loading/saving, not the same defect." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Saving dequantized Ministrals/Devstrals and loading the wrong custom module after save_pretrained are distinct save/load bugs." + "reason": "Saving dequantized models and loading the wrong custom module after save_pretrained are separate persistence bugs." }, { - "left": "issue:43994", - "right": "issue:44206", + "left": "issue:39692", + "right": "issue:45491", "accept": false, - "reason": "SigLIP2 model/pipeline nonsense results and LasrFeatureExtractor center-arg crash are different issues." + "reason": "Docs/example errors for SigLIP2 and Gemma3 NaN embeddings are unrelated issues." }, { - "left": "issue:39692", - "right": "issue:45491", + "left": "issue:33290", + "right": "issue:34567", "accept": false, - "reason": "Documentation example errors for SigLIP2 are unrelated to Gemma3 NaN embeddings on mixed-length batching." + "reason": "Adafactor+DeepSpeed OOM and TrainerState.num_input_tokens_seen not updating are unrelated." }, { "left": "issue:34689", "right": "issue:43611", "accept": false, - "reason": "Different model-loading regressions with different triggers: Llama 3.2 Vision vs base_model_prefix handling in v5." + "reason": "Both are loading regressions, but one is a specific Llama3.2 vision model issue and the other is a generic base_model_prefix handling change." }, { - "left": "issue:33290", - "right": "issue:34567", + "left": "issue:44442", + "right": "issue:44898", "accept": false, - "reason": "OOM in deepspeed/Adafactor is unrelated to TrainerState.num_input_tokens_seen not updating." + "reason": "FastSpeech2ConformerTokenizer loading and Perceiver non-default-resolution inference are unrelated model/tokenizer bugs." }, { - "left": "issue:44442", - "right": "issue:44898", + "left": "issue:43761", + "right": "issue:44188", "accept": false, - "reason": "Tokenizer loading failure and Perceiver interpolation failure are separate model/component bugs." + "reason": "CLIPVisionModel hidden_states regression is unrelated to attention-kernel divergence under torch.compile." }, { "left": "issue:43493", "right": "issue:43827", "accept": false, - "reason": "SigLIP2 implementation mismatch is unrelated to docs still referencing removed pipeline() APIs." + "reason": "SigLIP2 implementation mismatch vs docs still referencing pipeline() are unrelated." }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Gradient checkpointing in eval mode and quantization offloading are different behaviors." + "reason": "Gradient checkpointing in eval mode and quantization/offloading memory behavior are different concerns." }, { - "left": "issue:44077", - "right": "issue:44479", - "accept": false, - "reason": "patchtsmixer post_init policy and Qwen video-input regression do not share a code path." - }, - { - "left": "issue:33290", - "right": "issue:34689", + "left": "issue:44568", + "right": "issue:45479", "accept": false, - "reason": "Deepspeed Adafactor OOM and Llama 3.2 model-loading breakage are unrelated." + "reason": "Tokenizer special-token insertion bug and zero-loss classification behavior are unrelated." }, { "left": "issue:43550", "right": "issue:44743", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to Qwen recurrent-state reset with cache." - }, - { - "left": "issue:33290", - "right": "issue:35141", - "accept": false, - "reason": "Optimizer OOM and embedding reinitialization during post_init are different bugs." - }, - { - "left": "issue:43749", - "right": "issue:43931", - "accept": false, - "reason": "FSDP CPU RAM efficient loading and Qwen3-VL shape mismatch are separate loading problems." - }, - { - "left": "issue:43643", - "right": "issue:44913", - "accept": false, - "reason": "Missing fields from trust_remote_code AutoConfig and GPTNeoX rotary_pct not persisting are similar in theme but not the same defect." + "reason": "torch.compile/SDPA failure in Bamba and recurrent-state reset in Qwen3.5 modular code are different bugs." }, { - "left": "issue:41628", - "right": "issue:45372", + "left": "issue:43295", + "right": "issue:45584", "accept": false, - "reason": "AutoImageProcessor import failure and ReasoningEffort import failure come from different dependencies and causes." + "reason": "Custom processor/tokenizer regression and Whisper empty-transcription failure are not the same underlying issue." }, { - "left": "issue:43720", - "right": "issue:44442", + "left": "issue:43994", + "right": "issue:44206", "accept": false, - "reason": "BitNet packed-weight loading under accelerate is unrelated to FastSpeech2ConformerTokenizer loading." + "reason": "SigLIP2 nonsensical outputs and LasrFeatureExtractor unsupported center arg crash are different failures." } ] }, @@ -8369,7 +8257,7 @@ { "label": "issue", "component_index": 2, - "component_count": 14, + "component_count": 16, "review_unit_index": 26, "review_unit_count": 44, "status": "reviewed", @@ -8377,19 +8265,20 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-383", + "cluster_id": "cluster-15354-384", "nodes": [ - "issue:16998", - "issue:22355", "issue:25251", "issue:28282", + "issue:29127", + "issue:32090", "issue:33290", + "issue:33357", "issue:34689", "issue:36010", - "issue:36331", + "issue:41628", "issue:41950", "issue:42175", - "issue:43065", + "issue:43232", "issue:43295", "issue:43316", "issue:43381", @@ -8400,252 +8289,266 @@ "issue:43540", "issue:43550", "issue:43606", - "issue:43673", - "issue:43688", + "issue:43643", "issue:43701", - "issue:43716", + "issue:43720", "issue:43742", - "issue:43761", "issue:43825", "issue:43856", "issue:43873", "issue:44077", "issue:44162", "issue:44190", + "issue:44442", "issue:44479", "issue:44496", "issue:44514", - "issue:44534", - "issue:44617", - "issue:44743", "issue:44792", "issue:44855", "issue:44871", "issue:44877", + "issue:44913", "issue:45127", "issue:45137", "issue:45200", - "issue:45584" + "issue:45372", + "issue:45584", + "issue:45656", + "issue:45759" ], "soft_pairs": [ + "issue:43316|issue:45759", + "issue:41628|issue:45372", + "issue:43720|issue:44442", + "issue:43643|issue:44913", + "issue:32090|issue:33290", "issue:44190|issue:44496", "issue:43873|issue:44871", "issue:34689|issue:36010", - "issue:33290|issue:36331", "issue:43381|issue:43856", + "issue:44077|issue:44479", "issue:44855|issue:45137", - "issue:43673|issue:44743", - "issue:43316|issue:44877", + "issue:33290|issue:45656", "issue:43540|issue:44514", - "issue:43404|issue:43441", + "issue:43316|issue:44877", + "issue:29127|issue:33357", + "issue:43381|issue:43742", "issue:42175|issue:43316", + "issue:43404|issue:43441", + "issue:33290|issue:34689", "issue:44162|issue:44792", - "issue:43316|issue:43716", - "issue:41950|issue:43475", - "issue:43381|issue:43742", - "issue:43388|issue:43688", "issue:25251|issue:28282", - "issue:16998|issue:22355", + "issue:41950|issue:43475", + "issue:43232|issue:43388", "issue:43295|issue:43825", - "issue:44077|issue:44534", - "issue:43761|issue:44479", - "issue:43065|issue:44617", "issue:44871|issue:45584", "issue:45127|issue:45200", "issue:43550|issue:43701", "issue:43606|issue:43701", "issue:43295|issue:44871" ], - "prepared_review_unit_hash": "e15005c310a8bffc1291450106c6da216c1e339a694597334f7a26ce4e46cef5", + "prepared_review_unit_hash": "5f37eb78e498b445b52d0d1600773fa0ed878f7d7bf8c4d3a8181fde4ab45350", "component_budget": { - "node_count": 383, - "item_count": 383, - "soft_pair_count": 1434, - "serialized_chars": 739528, - "estimated_input_tokens": 184882, - "estimated_eval_tokens": 370020 + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 35076, - "estimated_input_tokens": 8769, - "estimated_eval_tokens": 17794 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36559, + "estimated_input_tokens": 9140, + "estimated_eval_tokens": 18536 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a set of title-similarity false positives, not a duplicate group: the issues cover unrelated import errors, model-specific regressions, training bugs, and multimodal pipeline failures. None of the proposed soft edges look like the same underlying bug or change.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical issue fits here; the items are heterogeneous and do not collapse to one underlying defect.", + "summary": "The cluster is heterogeneous: it mixes unrelated regressions in config loading, multimodal processors, generation, and distributed training. None of the soft edges look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.92, + "canonical_issue_reason": "If one issue must anchor the cluster, issue 43316 is the best fit because it is a concrete config/API mismatch and is the most central item among the few config-loading similarities in the set.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good representative for the cluster because the pairs are not true duplicates; any choice would be arbitrary.", + "best_issue_reason": "Issue 43316 is the strongest representative of the repeated config/model-loading theme and appears in multiple soft similarities, even though the overall cluster is not a true duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Related to multimodal config handling, but one is a Gemma3TextConfig API discrepancy and the other is a Qwen composite-config unwrap issue; different models and failure modes." + }, + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "Both are import-related, but AutoImageProcessor import failure and missing ReasoningEffort in Gemma 4 processor loading are separate dependency/path problems." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Packed-weight loading in accelerate versus AutoTokenizer failing to load a specific tokenizer are unrelated code paths." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Both concern config objects, but missing fields with trust_remote_code and rotary_pct resetting on reload are different bugs." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "NoneType GPU broadcast in Trainer and OOM with Adafactor/DeepSpeed are distinct training failures." + }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Different failures: local dataset loading in an image-classification script vs unrecognized model type when loading a specific model repo." + "reason": "A local dataset loading script issue and an unrecognized model/config.json issue are not the same underlying bug." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "One is about offloading/quantization behavior; the other is an eos_token_id config mismatch in Gemma-3." + "reason": "Quantization/offloading behavior and Gemma eos_token_id config inconsistency are unrelated." }, { "left": "issue:34689", "right": "issue:36010", "accept": false, - "reason": "Model loading regression for Llama 3.2 Vision is unrelated to a missing GenerationMixin import path." + "reason": "One is a Llama vision model-loading regression; the other is a GenerationMixin import error. Same library area, different problem." }, { - "left": "issue:33290", - "right": "issue:36331", + "left": "issue:43381", + "right": "issue:43856", "accept": false, - "reason": "OOM with Adafactor/DeepSpeed and a trainer signature mismatch are different training bugs." + "reason": "Gradient checkpointing in eval mode and Qwen3 MoE memory inefficiency are different training/runtime issues." }, { - "left": "issue:43381", - "right": "issue:43856", + "left": "issue:44077", + "right": "issue:44479", "accept": false, - "reason": "Eval-mode gradient checkpointing limitation is not the same as memory inefficiency during Qwen3 MoE training." + "reason": "patchtsmixer post_init restrictions and Qwen video-input regression are unrelated." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 IndentationError in DeBERTa import is unrelated to DeepSpeed ZeRO3 deque underflow." + "reason": "Python 3.13 torch.jit parsing failure and DeepSpeed ZeRO3 deque pop error are separate defects." }, { - "left": "issue:43673", - "right": "issue:44743", - "accept": false, - "reason": "Both mention cache, but one is chunked_prefill GenerationMixin cache handling and the other is recurrent state reset in modular_qwen3_5." - }, - { - "left": "issue:43316", - "right": "issue:44877", + "left": "issue:33290", + "right": "issue:45656", "accept": false, - "reason": "Different config problems: Gemma3TextConfig API inconsistency vs granite_speech failing strict config loading." + "reason": "Both involve DeepSpeed/optimizers, but OOM with Adafactor and optimizer.step being called twice are different bugs." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Qwen3OmniMoe video input parsing and Qwen2_5_VL batched chat-template padding are separate processor bugs." + "reason": "Both hit multimodal/video processing, but Qwen3OmniMoe video-input ValueError and Qwen2_5_VL batched chat-template crash are different code paths." }, { - "left": "issue:43404", - "right": "issue:43441", + "left": "issue:43316", + "right": "issue:44877", "accept": false, - "reason": "lm_head tying bug in Mistral3ForConditionalGeneration is unrelated to a FlashAttention failure in Ministral-3." + "reason": "Both are config-loading issues, but Gemma3TextConfig API mismatch and strict loading of granite_speech config are not the same bug." }, { - "left": "issue:42175", - "right": "issue:43316", + "left": "issue:29127", + "right": "issue:33357", "accept": false, - "reason": "Backend install/dependency packaging issue is unrelated to a Gemma3TextConfig API discrepancy." + "reason": "LayoutLMv3 box-content error messaging and a MacOS CLIP bus error are unrelated." }, { - "left": "issue:44162", - "right": "issue:44792", + "left": "issue:43381", + "right": "issue:43742", "accept": false, - "reason": "ESM2 model breakage and a janus image-generation test failure are unrelated." + "reason": "Gradient checkpointing eval-mode behavior and MobileLLM loading key error are separate issues." }, { - "left": "issue:43316", - "right": "issue:43716", + "left": "issue:42175", + "right": "issue:43316", "accept": false, - "reason": "Both involve config-related model setup, but one is a text config API mismatch and the other is an image preprocessor dtype mismatch." + "reason": "Pip extras/backend packaging for TensorFlow versus Gemma3TextConfig API discrepancy are unrelated." }, { - "left": "issue:41950", - "right": "issue:43475", + "left": "issue:43404", + "right": "issue:43441", "accept": false, - "reason": "Pipeline selecting image processors for video classification is a different bug from a missing fpn_position_embeddings attribute in Sam3 video output." + "reason": "Both are Mistral-family, but weight tying in Mistral3ForConditionalGeneration and FlashAttention failure in Ministral-3 are different concrete problems." }, { - "left": "issue:43381", - "right": "issue:43742", + "left": "issue:33290", + "right": "issue:34689", "accept": false, - "reason": "Gradient checkpointing in eval mode is unrelated to a key error while loading MobileLLM-125M." + "reason": "DeepSpeed OOM with Adafactor and Llama 3.2 Vision model loading regression are unrelated." }, { - "left": "issue:43388", - "right": "issue:43688", + "left": "issue:44162", + "right": "issue:44792", "accept": false, - "reason": "Metric gathering dropping tuple labels and auxiliary loss normalization are different training/evaluation issues." + "reason": "ESM2 breakage and janus test failure for image generation do not share the same underlying bug." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline top_k output-shape change has nothing to do with AutoModel requiring PyTorch." - }, - { - "left": "issue:16998", - "right": "issue:22355", - "accept": false, - "reason": "DeBERTa model_max_length question and missing transformers.onnx module are unrelated." + "reason": "Pipeline top_k nesting bug and AutoModel missing PyTorch import are completely unrelated." }, { - "left": "issue:43295", - "right": "issue:43825", - "accept": false, - "reason": "Processor.tokenizer regression and a translation-task error message regression affect different code paths." - }, - { - "left": "issue:44077", - "right": "issue:44534", + "left": "issue:41950", + "right": "issue:43475", "accept": false, - "reason": "patchtsmixer post_init validation and non-persistent buffer junk in v5 are unrelated issues." + "reason": "Both concern video/image processor behavior, but video-classification using image processors and missing fpn_position_embeddings in SAM3Video are different defects." }, { - "left": "issue:43761", - "right": "issue:44479", + "left": "issue:43232", + "right": "issue:43388", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and Qwen video-input regression are different multimodal breakages." + "reason": "update_model_kwargs_for_generation after sync_gpus and gather_for_metrics dropping labels are separate distributed-training bugs." }, { - "left": "issue:43065", - "right": "issue:44617", + "left": "issue:43295", + "right": "issue:43825", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same problem as CUDA OOM in Sam3Video." + "reason": "Processor.tokenizer/images regression and pipeline translation-task error messaging are unrelated." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Gemma eos_token_id inconsistency and Whisper empty-transcription generation failure are different tokenization/generation bugs." + "reason": "Gemma eos_token_id inconsistency and Whisper empty-transcription failure after align_special_tokens are different tokenization/generation issues." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "LoRA merge collapse with tied embeddings is unrelated to Gemma 4 mm_token_type_ids defaulting." + "reason": "LoRA merge collapse with extended vocab and missing mm_token_type_ids default zeros are different multimodal/model-update bugs." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba-9B-v2 is unrelated to a resume_from_checkpoint key mismatch." + "reason": "torch.compile SDPA failure in Bamba and resume_from_checkpoint key mismatch are unrelated." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch for bark-small is a different bug from checkpoint key mismatch." + "reason": "CPU offload device mismatch and resume_from_checkpoint key mismatch are different issues." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Both are regression/config-style reports, but one is about processor/tokenizer access and the other is an eos_token_id inconsistency." + "reason": "A processor/tokenizer regression and a Gemma eos_token_id config inconsistency do not describe the same bug." } ] }, @@ -8659,7 +8562,7 @@ { "label": "issue", "component_index": 2, - "component_count": 14, + "component_count": 16, "review_unit_index": 27, "review_unit_count": 44, "status": "reviewed", @@ -8667,25 +8570,28 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-383", + "cluster_id": "cluster-15354-384", "nodes": [ - "issue:32090", + "issue:33290", "issue:35141", + "issue:36331", "issue:41720", "issue:42617", "issue:43065", - "issue:43388", + "issue:43335", "issue:43452", "issue:43575", "issue:43646", + "issue:43673", "issue:43742", "issue:43761", "issue:43827", + "issue:43873", "issue:43906", "issue:43931", "issue:43994", "issue:44060", - "issue:44079", + "issue:44077", "issue:44190", "issue:44242", "issue:44464", @@ -8701,7 +8607,6 @@ "issue:44855", "issue:44871", "issue:44913", - "issue:44933", "issue:44936", "issue:44964", "issue:44977", @@ -8709,248 +8614,245 @@ "issue:45245", "issue:45290", "issue:45357", - "issue:45362", "issue:45381", - "issue:45406", - "issue:45563", "issue:45584", "issue:45588", "issue:45600", "issue:45698" ], "soft_pairs": [ - "issue:44734|issue:45406", - "issue:44936|issue:45698", + "issue:43673|issue:44743", + "issue:43761|issue:44479", + "issue:33290|issue:35141", + "issue:33290|issue:36331", + "issue:43065|issue:44617", "issue:43452|issue:44496", - "issue:43646|issue:44913", "issue:43575|issue:43742", + "issue:44936|issue:45698", + "issue:43646|issue:44913", "issue:42617|issue:43575", - "issue:43931|issue:44060", "issue:43761|issue:44242", - "issue:44617|issue:45584", - "issue:45563|issue:45584", - "issue:41720|issue:43575", - "issue:32090|issue:35141", - "issue:44521|issue:45381", - "issue:44479|issue:44734", + "issue:43575|issue:43873", + "issue:44077|issue:44534", + "issue:43931|issue:44060", "issue:44464|issue:44871", - "issue:43827|issue:43994", + "issue:44479|issue:44734", + "issue:44617|issue:45584", "issue:43065|issue:44610", - "issue:44933|issue:45362", + "issue:43827|issue:43994", "issue:43906|issue:45290", "issue:44792|issue:44977", "issue:44534|issue:44913", - "issue:44464|issue:45563", "issue:41720|issue:45245", "issue:44190|issue:44964", "issue:44792|issue:45600", - "issue:43388|issue:44079", "issue:44855|issue:45588", - "issue:43761|issue:44743", - "issue:45127|issue:45357" + "issue:44521|issue:45381", + "issue:45127|issue:45357", + "issue:43335|issue:44855" ], - "prepared_review_unit_hash": "060f16dd5ab251fa33621fdeea1da72d6f706a7107cd36ee824c9dde724ffb14", + "prepared_review_unit_hash": "a4f1e2ac804a00a5d2fcc38305b8c908f2315909b33f88f44ccb93d579ac988f", "component_budget": { - "node_count": 383, - "item_count": 383, - "soft_pair_count": 1434, - "serialized_chars": 739528, - "estimated_input_tokens": 184882, - "estimated_eval_tokens": 370020 + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36485, - "estimated_input_tokens": 9122, - "estimated_eval_tokens": 18500 + "serialized_chars": 35846, + "estimated_input_tokens": 8962, + "estimated_eval_tokens": 18180 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These look like a loose collection of unrelated bug reports across many subsystems and model families. None of the soft pairs appears to describe the same concrete underlying bug, so I would not merge any of them as duplicates.", - "confidence": 0.89, - "canonical_issue_reason": "Issue 44521 is the strongest standalone target: it is open, has multiple inbound references, and describes a specific, reproducible multimodal apply_chat_template regression.", + "summary": "This cluster is heterogeneous: the items cover unrelated model-loading, generation, trainer, multimodal, and docs regressions. None of the soft-pair candidates look like true duplicates, and there are no PRs in the set.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43646 is the broadest, most general regression title in the set and is the closest representative umbrella, but the other issues still describe distinct bugs rather than one duplicate family.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44521 is also the best global issue candidate because it is narrowly scoped, well-observed by other references, and likely to attract a focused fix.", + "best_issue_reason": "issue:43646 is the best single representative for the cluster because it is a general v5 initialization regression, but it does not actually subsume the rest of the issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44734", - "right": "issue:45406", + "left": "issue:43673", + "right": "issue:44743", "accept": false, - "reason": "Different failures in different paths: KV-cache tensor indexing in serve vs missing _tokenizer on Gemma4Processor." + "reason": "Different code paths: missing cache in GenerationMixin during chunked prefill vs recurrent state reset in modular_qwen3_5." }, { - "left": "issue:44936", - "right": "issue:45698", + "left": "issue:43761", + "right": "issue:44479", "accept": false, - "reason": "Training/evaluation lifecycle bug and custom-module reload bug are unrelated." + "reason": "CLIPVision hidden_states regression is unrelated to the Qwen video-input regression." }, { - "left": "issue:43452", - "right": "issue:44496", + "left": "issue:33290", + "right": "issue:35141", "accept": false, - "reason": "GGUF loading breakage is not the same as generic unrecognized-model/config model_type failure." + "reason": "OOM with Adafactor/DeepSpeed is a training-memory issue; token-embedding reinitialization in post_init is a model-init bug." }, { - "left": "issue:43646", - "right": "issue:44913", + "left": "issue:33290", + "right": "issue:36331", "accept": false, - "reason": "Custom model init regression and GPTNeoXConfig reload defaulting are different code paths and symptoms." + "reason": "Optimizer OOM and CustomTrainer kwarg TypeError are unrelated failures." }, { - "left": "issue:43575", - "right": "issue:43742", + "left": "issue:43065", + "right": "issue:44617", "accept": false, - "reason": "OOM during tensor-parallel loading is unrelated to a key error when loading a small model." + "reason": "Dummy conv in Sam3PixelDecoder is a model-architecture issue, while Sam3Video OOM is a memory-capacity problem." }, { - "left": "issue:42617", - "right": "issue:43575", + "left": "issue:43452", + "right": "issue:44496", "accept": false, - "reason": "3d_parallel.py execution failure is not the same issue as Qwen2-57B tensor-parallel OOM." + "reason": "gguf_file loading regression and missing model_type in config.json are different loader failures." }, { - "left": "issue:43931", - "right": "issue:44060", + "left": "issue:43575", + "right": "issue:43742", "accept": false, - "reason": "Qwen3-VL shape mismatch and Qwen3-Next tied-weights warning are different model families and bugs." + "reason": "Tensor-parallel OOM for a large Qwen model is not the same as a key error when loading MobileLLM." }, { - "left": "issue:43761", - "right": "issue:44242", + "left": "issue:44936", + "right": "issue:45698", "accept": false, - "reason": "CLIPVision hidden_states regression is unrelated to router-loss handling in MoE models." + "reason": "trainer.evaluate() after train() is a trainer-state bug; wrong custom module loaded after save_pretrained is a serialization/import bug." }, { - "left": "issue:44617", - "right": "issue:45584", + "left": "issue:43646", + "right": "issue:44913", "accept": false, - "reason": "Sam3Video OOM and Whisper empty-transcription failure are unrelated." + "reason": "Broad v5 custom-init breakage is not the same as GPTNeoXConfig rotary_pct resetting on reload." }, { - "left": "issue:45563", - "right": "issue:45584", + "left": "issue:42617", + "right": "issue:43575", "accept": false, - "reason": "A stale warning in paged generate is not the same as a Whisper generation crash." + "reason": "3d_parallel.py execution failure and Qwen tp OOM are different issues with no shared code path shown." }, { - "left": "issue:41720", - "right": "issue:43575", + "left": "issue:43761", + "right": "issue:44242", "accept": false, - "reason": "Both mention Qwen models, but one is an auto-device-map assert and the other is a TP OOM; different bugs." + "reason": "CLIPVision hidden_states bug is unrelated to load balancing loss not being added in MoE routing." }, { - "left": "issue:32090", - "right": "issue:35141", + "left": "issue:43575", + "right": "issue:43873", "accept": false, - "reason": "Trainer GPU broadcast TypeError and embedding reinitialization after resize are unrelated." + "reason": "Large-model tp OOM and quantization offloading behavior are distinct memory-management problems." }, { - "left": "issue:44521", - "right": "issue:45381", + "left": "issue:44077", + "right": "issue:44534", "accept": false, - "reason": "Both touch multimodal chat/template behavior, but one is assistant masks and the other is video vision_position_ids; not the same bug." + "reason": "Optional post_init enforcement for patchtsmixer and non-persistent buffer junk in v5 are separate regressions." }, { - "left": "issue:44479", - "right": "issue:44734", + "left": "issue:43931", + "right": "issue:44060", "accept": false, - "reason": "Video-input regression across Qwen VL variants is unrelated to serve KV-cache indexing crashes." + "reason": "Qwen3-VL weight-shape mismatch is unrelated to the Qwen3-Next tied-weights warning involving dt_bias." }, { "left": "issue:44464", "right": "issue:44871", "accept": false, - "reason": "Chunked generation inconsistency and eos_token_id config mismatch are separate problems." + "reason": "Compiled-forward chunked-generation inconsistency and Gemma eos_token_id config mismatch are different bugs." }, { - "left": "issue:43827", - "right": "issue:43994", + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression in Qwen models and serve KV-cache continuation indexing are separate code paths." + }, + { + "left": "issue:44617", + "right": "issue:45584", "accept": false, - "reason": "Docs referencing removed pipeline APIs is not the same as a model producing nonsense with pipeline." + "reason": "Sam3Video CUDA OOM is unrelated to Whisper empty-transcription failure after align_special_tokens." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder and a processor/model input-size mismatch are different issues." + "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same as OmDet-Turbo processor/model input-size mismatch." }, { - "left": "issue:44933", - "right": "issue:45362", + "left": "issue:43827", + "right": "issue:43994", "accept": false, - "reason": "Missing import from image_utils and Qwen3.5 chat crashes are unrelated." + "reason": "Docs still referencing pipeline() and Siglip2 nonsensical outputs are unrelated." }, { "left": "issue:43906", "right": "issue:45290", "accept": false, - "reason": "An isolated reproduction of another issue is not enough to treat it as the same bug; the titles indicate different chat-template failure modes." + "reason": "Isolated reproduction of another issue and chat-template tool-call crash are not the same bug." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Failed janus image-generation test and Qwen3.5 flash-attention generation bug are different regressions." + "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation bug are different model-specific regressions." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer junk in v5 and rotary_pct reload defaulting are unrelated config/state bugs." - }, - { - "left": "issue:44464", - "right": "issue:45563", - "accept": false, - "reason": "Generation inconsistency with compiled forward and a stale warning about num_return_sequences are not the same issue." + "reason": "Junk-filled non-persistent buffers and GPTNeoX rotary_pct reload behavior do not share the same failure mechanism." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "An A800 cudaErrorAssert on auto device mapping is unrelated to a category-count RuntimeError." + "reason": "Qwen3 auto-device-map cudaErrorAssert and category-count overflow are unrelated runtime errors." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Local dataset loading in a training script and loading a multimodal model are unrelated." + "reason": "Local dataset loading in an example script and Phi-4 multimodal model loading are separate problems." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "Janus model generation test failure and stale auto_mappings references are different failure classes." - }, - { - "left": "issue:43388", - "right": "issue:44079", - "accept": false, - "reason": "Dropping tuple labels in gather_for_metrics and ModelOutput key assignment are separate data-structure bugs." + "reason": "Janus image-generation test failure and stale auto_mappings references are unrelated CI/model-loading issues." }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Python 3.13 torch.jit parsing failure is unrelated to flash_attention.py crashing on s_aux=None." + "reason": "Python 3.13 JIT parsing/IndentationError and flash_attention s_aux=None crash are different bugs." }, { - "left": "issue:43761", - "right": "issue:44743", + "left": "issue:44521", + "right": "issue:45381", "accept": false, - "reason": "CLIPVision hidden_states regression and Qwen3.5 recurrent-state reset are different model internals and bugs." + "reason": "All-zero assistant masks in multimodal chat templates are unrelated to wrong vision_position_ids in Qwen2.5-VL video input." }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "LoRA merge collapse with extended vocab and incorrect visual-encoder save_pretrained keys are unrelated." + "reason": "LoRA merge collapse with extended vocab/tied embeddings and incorrect visual encoder keys on save_pretrained are distinct save/merge regressions." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and the DebertaV2 Python 3.13 import/parsing error are unrelated." } ] }, @@ -8964,7 +8866,7 @@ { "label": "issue", "component_index": 2, - "component_count": 14, + "component_count": 16, "review_unit_index": 28, "review_unit_count": 44, "status": "reviewed", @@ -8972,15 +8874,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-383", + "cluster_id": "cluster-15354-384", "nodes": [ "issue:36246", "issue:38175", "issue:38617", - "issue:39692", "issue:41628", - "issue:41950", - "issue:42175", "issue:43065", "issue:43116", "issue:43295", @@ -8992,276 +8891,280 @@ "issue:43643", "issue:43644", "issue:43650", + "issue:43761", "issue:43976", - "issue:44016", "issue:44077", - "issue:44079", "issue:44112", "issue:44186", "issue:44190", "issue:44220", "issue:44246", - "issue:44279", + "issue:44464", "issue:44466", "issue:44496", "issue:44561", "issue:44683", "issue:44734", + "issue:44743", "issue:44855", + "issue:44877", "issue:44913", + "issue:44933", "issue:44938", "issue:45003", "issue:45216", "issue:45245", "issue:45276", + "issue:45362", "issue:45375", "issue:45406", "issue:45446", "issue:45542", + "issue:45563", "issue:45584", "issue:45600", "issue:45632" ], "soft_pairs": [ "issue:44938|issue:45542", - "issue:44077|issue:44079", - "issue:43335|issue:44855", + "issue:44077|issue:44877", "issue:43976|issue:44855", - "issue:43550|issue:44190", "issue:43644|issue:44913", - "issue:43650|issue:44220", + "issue:43550|issue:44190", + "issue:43761|issue:44743", "issue:43540|issue:44734", + "issue:43650|issue:44220", "issue:45276|issue:45584", - "issue:43116|issue:44190", "issue:44112|issue:45600", - "issue:39692|issue:44190", - "issue:41950|issue:44016", - "issue:43404|issue:45216", + "issue:43116|issue:44190", "issue:43295|issue:45276", + "issue:43335|issue:44190", "issue:45245|issue:45584", - "issue:43479|issue:45375", "issue:36246|issue:41628", + "issue:43404|issue:45216", + "issue:43479|issue:45375", + "issue:44933|issue:45362", "issue:44734|issue:45632", + "issue:44464|issue:45563", "issue:44186|issue:44734", - "issue:44016|issue:44220", - "issue:44683|issue:45446", - "issue:36246|issue:38617", - "issue:44561|issue:45632", "issue:38175|issue:43065", - "issue:42175|issue:44279", + "issue:44561|issue:45632", + "issue:44683|issue:45446", "issue:44466|issue:44913", - "issue:45406|issue:45632", "issue:44246|issue:45003", - "issue:43643|issue:44496" + "issue:36246|issue:38617", + "issue:45406|issue:45632", + "issue:43643|issue:44496", + "issue:45563|issue:45584" ], - "prepared_review_unit_hash": "5adb749dcf36cd2b8e41aa456f0cfcfc8c98c02516d47c54ae93edd07ca47c0b", + "prepared_review_unit_hash": "4b81ed433996f093d0290cebef2c8ccb23432f38ee5e3f3aff4d943e1d00a266", "component_budget": { - "node_count": 383, - "item_count": 383, - "soft_pair_count": 1434, - "serialized_chars": 739528, - "estimated_input_tokens": 184882, - "estimated_eval_tokens": 370020 + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36206, - "estimated_input_tokens": 9052, - "estimated_eval_tokens": 18360 + "serialized_chars": 36765, + "estimated_input_tokens": 9192, + "estimated_eval_tokens": 18640 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is too heterogeneous to treat as one duplicate set: it mixes unrelated import/export regressions, model/config bugs, docs/example issues, backend/dependency problems, and serve/pipeline failures. No soft pair looks like the same underlying bug or change.", - "confidence": 0.31, - "canonical_issue_reason": "If forced to pick one representative, issue 41628 is the broadest and most generic user-facing breakage (a top-level import failure). But it is not a true canonical for the whole cluster because most other items are unrelated.", + "summary": "The cluster is highly heterogeneous: most items are unrelated bugs/regressions across different models, configs, and runtime paths. None of the soft-similarity pairs are strong enough to be treated as duplicates, so all should be kept separate.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out; the items span unrelated import errors, config regressions, generation bugs, CI failures, and model-specific issues, so any choice would be arbitrary.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 41628 is the best single representative only in the sense that it is a generic import/API regression and broadly recognizable. It is still not a good duplicate anchor for the rest of the cluster.", + "best_issue_reason": "No issue is a good global duplicate target for the cluster because there is no shared underlying bug/change across the items.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Different failures: Python 3.14 import/load issue vs missing TensorFlow backend from a torch-only install." + "reason": "Different failures in different areas: Python 3.14 import/load issue vs tensorboard-without-TensorFlow backend error." }, { "left": "issue:44077", - "right": "issue:44079", + "right": "issue:44877", "accept": false, - "reason": "Different code paths: config post_init validation vs ModelOutput key assignment behavior." + "reason": "One is about disallowing optional post_init in PatchTSMixer; the other is a strict-config loading problem for granite_speech." }, { - "left": "issue:43335", + "left": "issue:43976", "right": "issue:44855", "accept": false, - "reason": "SwitchTransformers config bug is unrelated to a Python 3.13 DebertaV2 import/torch.jit parsing error." + "reason": "Unrelated runtime incompatibilities: version support regression vs a Python 3.13 IndentationError in DebertaV2Model import." }, { - "left": "issue:43976", - "right": "issue:44855", + "left": "issue:43644", + "right": "issue:44913", "accept": false, - "reason": "Both are version-specific failures, but one is a Transformers/Python 5.1.0 compatibility issue and the other is a torch.jit parsing/import error." + "reason": "Different state-persistence bugs: non-persistent buffers in v5 vs GPTNeoXConfig rotary_pct not round-tripping." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "Unrelated: torch.compile/SDPA model bug vs local dataset loading in an example script." + "reason": "Bamba SDPA/torch.compile failure is unrelated to local-dataset loading in the image-classification example script." }, { - "left": "issue:43644", - "right": "issue:44913", + "left": "issue:43761", + "right": "issue:44743", "accept": false, - "reason": "Non-persistent buffer serialization is a different bug from GPTNeoX rotary_pct not persisting on reload." + "reason": "Different model paths and symptoms: CLIPVision hidden_states regression vs Qwen3.5 recurrent-state reset with cache." }, { - "left": "issue:43650", - "right": "issue:44220", + "left": "issue:43540", + "right": "issue:44734", "accept": false, - "reason": "No meaningful overlap; one title is nonspecific, the other is an audio feature extraction bug." + "reason": "Both involve multimodal/serve code, but the concrete bugs differ: Qwen3OmniMoe video processing vs KV-cache tensor indexing in serve." }, { - "left": "issue:43540", - "right": "issue:44734", + "left": "issue:43650", + "right": "issue:44220", "accept": false, - "reason": "Both are multimodal/video-adjacent, but one is input validation for Qwen3OmniMoe and the other is serve KV-cache tensor indexing." + "reason": "Vague data-related complaint vs a specific _torch_extract_fbank_features() bug; no shared underlying defect." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Gemma4 embedding resize issue is unrelated to Whisper empty-transcription generation behavior." + "reason": "Resize-token-embeddings tying issue is not the same as Whisper failing on empty transcription after align_special_tokens." }, { - "left": "issue:43116", - "right": "issue:44190", + "left": "issue:44112", + "right": "issue:45600", "accept": false, - "reason": "Different example scripts and different symptoms: empty multilabel outputs vs local dataset loading failure." + "reason": "Different CI/runtime issues: stale GraniteSpeech device override test vs broken auto_mappings references to removed Sam3LiteText configs." }, { - "left": "issue:44112", - "right": "issue:45600", + "left": "issue:43116", + "right": "issue:44190", "accept": false, - "reason": "Both mention CI, but the failures are unrelated: stale GraniteSpeech test vs removed Sam3LiteText auto-mapping references." + "reason": "Classification example bug and local dataset loading bug are separate example-script failures with different code paths." }, { - "left": "issue:39692", - "right": "issue:44190", + "left": "issue:43295", + "right": "issue:45276", "accept": false, - "reason": "Different examples and bugs: SigLIP2 doc errors vs image-classification local dataset loading." + "reason": "Processor/tokenizer regression is unrelated to Gemma4 token embedding resize propagation." }, { - "left": "issue:41950", - "right": "issue:44016", + "left": "issue:43335", + "right": "issue:44190", "accept": false, - "reason": "Pipeline processor lookup bug and notebook syntax error are unrelated." + "reason": "SwitchTransformers sparse-layer initialization bug is unrelated to the image-classification local dataset loader issue." }, { - "left": "issue:43404", - "right": "issue:45216", + "left": "issue:45245", + "right": "issue:45584", "accept": false, - "reason": "Both touch saved weights, but one is tied lm_head serialization and the other is a Qwen3.5 checkpoint regression." + "reason": "Category-cardinality runtime error and Whisper empty-transcription failure are unrelated generation/input-processing bugs." }, { - "left": "issue:43295", - "right": "issue:45276", + "left": "issue:36246", + "right": "issue:41628", "accept": false, - "reason": "Processor/tokenizer regression is unrelated to Gemma4 resize_token_embeddings behavior." + "reason": "Both are import errors, but they concern different symbols and modules; no shared code-path is evident." }, { - "left": "issue:45245", - "right": "issue:45584", + "left": "issue:43404", + "right": "issue:45216", "accept": false, - "reason": "Category cardinality limit error is unrelated to Whisper generation after align_special_tokens." + "reason": "Weight-tying in Mistral3ForConditionalGeneration is unrelated to Qwen3.5 save_pretrained checkpoint corruption." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Both are config-field issues, but they affect different models and different failure modes." + "reason": "Phi4Multimodal default-config initialization is a different bug from Qwen3_5MoeVisionConfig losing a field under @strict." }, { - "left": "issue:36246", - "right": "issue:41628", + "left": "issue:44933", + "right": "issue:45362", "accept": false, - "reason": "Both are import errors, but for different missing symbols and modules; not the same underlying bug." + "reason": "Missing image_utils import and Qwen3.5 chat crash are unrelated, despite both touching model-loading paths." }, { "left": "issue:44734", "right": "issue:45632", "accept": false, - "reason": "Serve KV-cache tensor indexing and trust_remote_code cache-path collision are unrelated." + "reason": "Serve KV-cache indexing crash is unrelated to trust_remote_code cache-path collisions." }, { - "left": "issue:44186", - "right": "issue:44734", + "left": "issue:44464", + "right": "issue:45563", "accept": false, - "reason": "Tokenizer padding/truncation crash is unrelated to serve continuation indexing." + "reason": "Compiled-forward chunked generation inconsistency is not the same as a stale num_return_sequences warning in paged generate()." }, { - "left": "issue:44016", - "right": "issue:44220", + "left": "issue:44186", + "right": "issue:44734", "accept": false, - "reason": "Notebook syntax error and audio feature extraction bug are clearly unrelated." + "reason": "Tokenizer padding/truncation crash and serve KV-cache indexing bug affect different components and failure modes." }, { - "left": "issue:44683", - "right": "issue:45446", + "left": "issue:38175", + "right": "issue:43065", "accept": false, - "reason": "Both mention flex_attention, but one is a compiled-kernel failure and the other is an incorrect version check for an import." + "reason": "Siglip2 zero probabilities and Sam3PixelDecoder dummy Conv2d are unrelated model-specific issues." }, { - "left": "issue:36246", - "right": "issue:38617", + "left": "issue:44561", + "right": "issue:45632", "accept": false, - "reason": "Both are import errors, but they concern different missing names in different modules and do not look like one fix." + "reason": "Removal of is_torch_fx_available breaking trust_remote_code models is unrelated to local-model cache-path collisions." }, { - "left": "issue:44561", - "right": "issue:45632", + "left": "issue:44683", + "right": "issue:45446", "accept": false, - "reason": "Removal of is_torch_fx_available breaking trust_remote_code is unrelated to cache-path collisions for local models." + "reason": "Both mention flex_attention, but one is a torch>=2.9 compile failure and the other is an incorrect version check for AuxRequest import; different bugs." }, { - "left": "issue:38175", - "right": "issue:43065", + "left": "issue:44466", + "right": "issue:44913", "accept": false, - "reason": "SigLIP2 zero probabilities and Sam3PixelDecoder dummy Conv2d are unrelated model-specific bugs." + "reason": "Different serialization behaviors: tied lm_head.weight inconsistency vs GPTNeoXConfig rotary_pct not persisting." }, { - "left": "issue:42175", - "right": "issue:44279", + "left": "issue:44246", + "right": "issue:45003", "accept": false, - "reason": "A packaging/dependency omission is not the same as a generic dependency issue report." + "reason": "Import performance issue is not the same as unsafe sys.modules access in modeling_utils." }, { - "left": "issue:44466", - "right": "issue:44913", + "left": "issue:36246", + "right": "issue:38617", "accept": false, - "reason": "Both involve persistence/serialization, but one is tied lm_head weights and the other is GPTNeoX rotary_pct config reload." + "reason": "Two import errors, but they involve different missing exports in different modules and do not indicate the same root cause." }, { "left": "issue:45406", "right": "issue:45632", "accept": false, - "reason": "Gemma4Processor missing _tokenizer in serve is unrelated to trust_remote_code cache collisions." + "reason": "Gemma4Processor missing _tokenizer in serve is unrelated to trust_remote_code cache-path collisions." }, { - "left": "issue:44246", - "right": "issue:45003", + "left": "issue:43643", + "right": "issue:44496", "accept": false, - "reason": "Import performance and unsafe sys.modules access are different problems, even if both affect import-time behavior." + "reason": "Missing fields with trust_remote_code in AutoConfig is a different issue from an unrecognized model/config.json model_type error." }, { - "left": "issue:43643", - "right": "issue:44496", + "left": "issue:45563", + "right": "issue:45584", "accept": false, - "reason": "trust_remote_code returning missing fields and an unrecognized model_type error are different config-loading issues." + "reason": "A stale warning in paged generate() is not the same as Whisper failing on empty transcription after token alignment." } ] }, @@ -9275,7 +9178,7 @@ { "label": "issue", "component_index": 2, - "component_count": 14, + "component_count": 16, "review_unit_index": 29, "review_unit_count": 44, "status": "reviewed", @@ -9283,22 +9186,25 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-383", + "cluster_id": "cluster-15354-384", "nodes": [ "issue:41950", + "issue:42175", "issue:42907", "issue:43295", "issue:43299", "issue:43381", + "issue:43388", "issue:43441", "issue:43479", "issue:43525", "issue:43526", "issue:43531", "issue:43577", - "issue:43650", "issue:43673", + "issue:43688", "issue:43824", + "issue:43827", "issue:43854", "issue:43901", "issue:43976", @@ -9306,288 +9212,270 @@ "issue:44062", "issue:44075", "issue:44112", + "issue:44220", "issue:44242", "issue:44279", "issue:44336", "issue:44351", "issue:44368", - "issue:44462", "issue:44496", - "issue:44521", "issue:44683", - "issue:44877", "issue:44933", "issue:44964", - "issue:44987", "issue:45020", "issue:45042", - "issue:45081", "issue:45200", "issue:45216", "issue:45278", - "issue:45325", "issue:45335", "issue:45357", "issue:45405", "issue:45542", "issue:45584", "issue:45593", - "issue:45600" + "issue:45600", + "issue:45759" ], "soft_pairs": [ - "issue:42907|issue:43441", - "issue:44016|issue:44062", + "issue:41950|issue:44016", "issue:44964|issue:45600", + "issue:42907|issue:43441", + "issue:43388|issue:43688", "issue:43295|issue:45335", + "issue:44112|issue:44964", "issue:44496|issue:45042", - "issue:43976|issue:44987", "issue:43854|issue:44964", + "issue:44016|issue:44220", + "issue:43673|issue:44336", "issue:43299|issue:45216", - "issue:44112|issue:44964", "issue:43531|issue:45600", - "issue:43673|issue:44336", - "issue:43824|issue:44933", + "issue:42175|issue:44279", "issue:43526|issue:43901", - "issue:43976|issue:44279", "issue:45335|issue:45584", "issue:44075|issue:44368", - "issue:43299|issue:45357", - "issue:44521|issue:45325", "issue:43381|issue:45593", + "issue:43299|issue:45357", + "issue:44496|issue:45759", "issue:41950|issue:45020", - "issue:43577|issue:45216", - "issue:43976|issue:45405", "issue:43901|issue:44496", + "issue:44016|issue:44062", "issue:44242|issue:45200", - "issue:44496|issue:44877", - "issue:43479|issue:43525", + "issue:43577|issue:45216", + "issue:43976|issue:45405", "issue:44351|issue:45278", - "issue:44683|issue:45542", - "issue:44462|issue:45081", - "issue:44279|issue:45405", - "issue:43299|issue:43854", - "issue:41950|issue:43650" + "issue:43824|issue:44933", + "issue:43388|issue:43827", + "issue:43479|issue:43525", + "issue:44683|issue:45542" ], - "prepared_review_unit_hash": "84274ccef3f2ec74c9c520dff4f40e86339c5928bef3d8a73b32a32e65e5459e", + "prepared_review_unit_hash": "bbf5891558fe2f0cb875d59460942d80c0b8712b3cf0fe873fdfa799328dcf79", "component_budget": { - "node_count": 383, - "item_count": 383, - "soft_pair_count": 1434, - "serialized_chars": 739528, - "estimated_input_tokens": 184882, - "estimated_eval_tokens": 370020 + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37196, - "estimated_input_tokens": 9299, - "estimated_eval_tokens": 18854 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36067, + "estimated_input_tokens": 9017, + "estimated_eval_tokens": 18290 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of Transformers regression reports around model loading/import/config behavior across many different models and version bumps; it does not look like one tight duplicate set. The broadest umbrella issue is the best representative, but most soft pairs are not the same underlying bug.", - "confidence": 0.34, - "canonical_issue_reason": "issue:45020 is the broadest umbrella for the shared theme of recent-version regressions breaking model loading/usage, especially with custom code and remote-code models.", + "summary": "The cluster is mostly a set of unrelated Transformers regression reports that only share broad subsystem or model-family similarity. I found no soft-edge pair that clearly represents the same concrete bug or change, so I would not merge any of the candidates as duplicates.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 45020 is the best umbrella candidate: it is open, broad, and captures the recurring theme of recent-version regressions affecting model loading and remote-code paths better than the narrower one-off reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is also a strong representative because it captures the general user-facing symptom of widespread import/load breakage after upgrading Transformers, but it is still broader than any single concrete defect.", + "best_issue_reason": "45020 is the most representative issue for the cluster, but it is still too broad to serve as a true duplicate target for many of the more specific model/config regressions.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42907", - "right": "issue:43441", - "accept": false, - "reason": "Same model family, but different failures: saving dequantized models vs FlashAttention loading." - }, - { - "left": "issue:44016", - "right": "issue:44062", + "left": "issue:41950", + "right": "issue:44016", "accept": false, - "reason": "Notebook syntax error and AddedToken constructor error are unrelated." + "reason": "Different bugs: one is a pipeline processor lookup problem, the other is a notebook syntax error." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Different models and code paths: Phi-4 multimodal loading vs removed auto-mapping config references." + "reason": "Unrelated model-load failure vs stale auto-mappings reference; same repo area, different concrete issue." }, { - "left": "issue:43295", - "right": "issue:45335", + "left": "issue:42907", + "right": "issue:43441", "accept": false, - "reason": "Both are regressions, but one is processor/tokenizer API behavior and the other is resize_token_embeddings on t5gemma." + "reason": "Both involve Ministral, but one is save/export of dequantized models and the other is FlashAttention loading; not the same bug." }, { - "left": "issue:44496", - "right": "issue:45042", + "left": "issue:43388", + "right": "issue:43688", "accept": false, - "reason": "Unrecognized-model config error versus PIL image-processor torchvision dependency issue." + "reason": "Distinct training/evaluation issues affecting different code paths and model families." }, { - "left": "issue:43976", - "right": "issue:44987", + "left": "issue:43295", + "right": "issue:45335", "accept": false, - "reason": "Python-version compatibility problem versus a specific model-loading failure." + "reason": "Both are regressions, but one is a processor/tokenizer API break and the other is a resize_token_embeddings bug in t5gemma." }, { - "left": "issue:43854", + "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "Both are model-loading failures, but for different models with different symptoms." + "reason": "CI device-override test failure is not the same as a Phi-4 multimodal loading regression." }, { - "left": "issue:43299", - "right": "issue:45216", + "left": "issue:44496", + "right": "issue:45042", "accept": false, - "reason": "Both involve Qwen models, but one is loading MoE models and the other is save_pretrained checkpoint serialization." + "reason": "Different failures: generic model-type resolution vs PIL image processor torchvision dependency regression." }, { - "left": "issue:44112", + "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "CI test device override failure is unrelated to multimodal model loading." + "reason": "Both are model-loading issues, but they involve different models and different failure modes." }, { - "left": "issue:43531", - "right": "issue:45600", + "left": "issue:44016", + "right": "issue:44220", "accept": false, - "reason": "Qwen3-MoE sliding_window bug versus removed Sam3LiteText auto-mapping references." + "reason": "Notebook syntax error and fbank feature extraction bug are unrelated." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Generation cache bug and ANSI color output bug are unrelated." + "reason": "Generation cache regression and ANSI output formatting are unrelated." }, { - "left": "issue:43824", - "right": "issue:44933", + "left": "issue:43299", + "right": "issue:45216", "accept": false, - "reason": "Both are import issues, but they concern different missing symbols in different modules." + "reason": "Both touch Qwen models, but one is MoE loading and the other is save_pretrained serialization." }, { - "left": "issue:43526", - "right": "issue:43901", + "left": "issue:43531", + "right": "issue:45600", "accept": false, - "reason": "Image-processor label reduction bug versus outdated pipeline docs text." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to stale auto_mappings references." }, { - "left": "issue:43976", + "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "Python compatibility issue versus a vague dependency issue; no shared defect." + "reason": "Package/backend dependency complaints, but not the same dependency or code path." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "Label reduction in BeitImageProcessorFast is unrelated to a pipeline doc mismatch." }, { "left": "issue:45335", "right": "issue:45584", "accept": false, - "reason": "Different model families and different failures: embedding resize vs Whisper empty-transcription generation." + "reason": "Token embedding resize bug and Whisper empty-transcription generation failure are different code paths." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "Optimizer argument handling and tie_word_embeddings warning are unrelated." + "reason": "Optimizer argument handling and a config warning about tied embeddings are not the same defect." }, { - "left": "issue:43299", - "right": "issue:45357", + "left": "issue:43381", + "right": "issue:45593", "accept": false, - "reason": "Both are Qwen3.5 regressions, but loading failure and incorrect save_pretrained keys are different code paths." + "reason": "Gradient checkpointing eval-mode behavior and D-FINE auxiliary-loss handling are unrelated." }, { - "left": "issue:44521", - "right": "issue:45325", + "left": "issue:43299", + "right": "issue:45357", "accept": false, - "reason": "Both are multimodal, but assistant mask computation and rope index scaling are separate bugs." + "reason": "Same model family, but the first is a load regression and the second is a save_pretrained key serialization bug; not clearly the same fix." }, { - "left": "issue:43381", - "right": "issue:45593", + "left": "issue:44496", + "right": "issue:45759", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction is unrelated to D-FINE auxiliary-loss behavior." + "reason": "Both involve model/config resolution, but one is an unrecognized model error and the other is unwrapping text_config for multimodal configs." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Video-classification pipeline processor lookup is a specific pipeline bug, not the broad remote_code regression." + "reason": "Broad Transformers regressions, but one is a specific pipeline processor lookup bug and the other is a generic remote_code complaint." }, { - "left": "issue:43577", - "right": "issue:45216", - "accept": false, - "reason": "Different bugs: BLIP2 dtype propagation versus Qwen3.5 checkpoint saving." - }, - { - "left": "issue:43976", - "right": "issue:45405", + "left": "issue:43901", + "right": "issue:44496", "accept": false, - "reason": "Python support issue versus PEFT minimum-version bump; unrelated." + "reason": "Pipeline docs mismatch and model type recognition failure are unrelated." }, { - "left": "issue:43901", - "right": "issue:44496", + "left": "issue:44016", + "right": "issue:44062", "accept": false, - "reason": "Docs mismatch and unrecognized-model config error are not the same bug." + "reason": "Notebook syntax error and AddedToken keyword conflict are unrelated." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Router-loss omission and mm_token_type_ids defaulting are separate training issues." + "reason": "Different model/training features: router-logit load-balancing loss vs Gemma 4 multimodal token type IDs." }, { - "left": "issue:44496", - "right": "issue:44877", + "left": "issue:43577", + "right": "issue:45216", "accept": false, - "reason": "Both concern config/model loading, but they are different models and different failure causes." + "reason": "BLIP-2 dtype propagation and Qwen3.5 save_pretrained serialization are unrelated." }, { - "left": "issue:43479", - "right": "issue:43525", + "left": "issue:43976", + "right": "issue:45405", "accept": false, - "reason": "Different config initialization bugs for different model classes." + "reason": "Python version compatibility and an unreleased dependency pin are different release-management problems." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "HybridCache import failure may be one symptom, but the generic import-error report is broader and not clearly the same underlying bug." - }, - { - "left": "issue:44683", - "right": "issue:45542", - "accept": false, - "reason": "Compiled flex_attention on torch 2.9 and TensorBoard-without-TensorFlow backend error are unrelated." + "reason": "HybridCache missing import is a specific symbol regression; 45278 is a broad import-errors report, not the same concrete bug." }, { - "left": "issue:44462", - "right": "issue:45081", + "left": "issue:43824", + "right": "issue:44933", "accept": false, - "reason": "Tokenizer.json precedence and mistral-regex patching are different tokenizer-loading defects." + "reason": "Specific Qwen2.5-VL import failure vs a different missing image_utils import; too different to merge." }, { - "left": "issue:44279", - "right": "issue:45405", + "left": "issue:43388", + "right": "issue:43827", "accept": false, - "reason": "Generic dependency issue versus PEFT version pinning; no shared root cause." + "reason": "Metric gathering logic bug and docs referencing removed pipeline APIs are unrelated." }, { - "left": "issue:43299", - "right": "issue:43854", + "left": "issue:43479", + "right": "issue:43525", "accept": false, - "reason": "Different models and different loading regressions." + "reason": "Phi-4 multimodal config defaulting and Llama4 missing pad_token_id are different config bugs." }, { - "left": "issue:41950", - "right": "issue:43650", + "left": "issue:44683", + "right": "issue:45542", "accept": false, - "reason": "Video pipeline bug and placeholder issue title are unrelated." + "reason": "Compiled flex_attention on torch 2.9 and TensorBoard/TensorFlow backend packaging are unrelated." } ] }, @@ -9601,7 +9489,7 @@ { "label": "issue", "component_index": 2, - "component_count": 14, + "component_count": 16, "review_unit_index": 30, "review_unit_count": 44, "status": "reviewed", @@ -9609,35 +9497,33 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-383", + "cluster_id": "cluster-15354-384", "nodes": [ - "issue:33290", + "issue:32090", + "issue:35141", "issue:38175", "issue:39692", - "issue:42175", + "issue:41950", "issue:42994", "issue:43065", "issue:43122", - "issue:43262", "issue:43295", + "issue:43299", "issue:43317", "issue:43441", "issue:43450", "issue:43650", "issue:43653", - "issue:43673", "issue:43723", - "issue:43761", "issue:43784", + "issue:43854", "issue:43901", "issue:43976", "issue:43994", - "issue:44016", "issue:44162", "issue:44261", "issue:44263", "issue:44279", - "issue:44291", "issue:44297", "issue:44361", "issue:44462", @@ -9651,241 +9537,264 @@ "issue:44779", "issue:44898", "issue:44987", + "issue:45081", "issue:45276", "issue:45290", + "issue:45325", "issue:45397", + "issue:45405", "issue:45542", "issue:45593", "issue:45600", - "issue:45656", "issue:45712" ], "soft_pairs": [ + "issue:44462|issue:45081", + "issue:44279|issue:45405", + "issue:43299|issue:43854", "issue:39692|issue:43901", + "issue:41950|issue:43650", + "issue:32090|issue:35141", "issue:44297|issue:44462", "issue:43295|issue:44779", "issue:38175|issue:44617", - "issue:33290|issue:45656", + "issue:43976|issue:44279", "issue:44462|issue:44779", + "issue:44521|issue:45325", + "issue:43976|issue:44987", "issue:45600|issue:45712", - "issue:44016|issue:44291", "issue:43450|issue:44279", + "issue:43065|issue:44898", "issue:42994|issue:43317", + "issue:44466|issue:45276", "issue:44261|issue:44263", - "issue:43065|issue:44898", "issue:43441|issue:44683", - "issue:44466|issue:45276", - "issue:43723|issue:44162", "issue:43650|issue:45290", - "issue:43262|issue:44521", - "issue:43784|issue:45542", - "issue:43673|issue:43761", - "issue:44671|issue:44779", + "issue:43723|issue:44162", "issue:44623|issue:45397", + "issue:43784|issue:45542", "issue:44623|issue:44749", - "issue:43901|issue:43994", - "issue:44987|issue:45542", + "issue:44671|issue:44779", "issue:43653|issue:45593", - "issue:42175|issue:43976", + "issue:44987|issue:45542", + "issue:43901|issue:43994", "issue:43122|issue:43650", "issue:44361|issue:45593" ], - "prepared_review_unit_hash": "8ca3c103369595daa4fb8029ee10b2c1262fb64a251dce861a6a645a2b6282cf", + "prepared_review_unit_hash": "666c747a61bcd5f39d86eca2a3a8df835a3456f370841a6c42012f690001f4be", "component_budget": { - "node_count": 383, - "item_count": 383, - "soft_pair_count": 1434, - "serialized_chars": 739528, - "estimated_input_tokens": 184882, - "estimated_eval_tokens": 370020 + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 35974, - "estimated_input_tokens": 8994, - "estimated_eval_tokens": 18244 + "soft_pair_count": 31, + "serialized_chars": 36959, + "estimated_input_tokens": 9240, + "estimated_eval_tokens": 18736 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is not a cohesive duplicate cluster: the items span unrelated bugs in tokenizers, chat templates, processors, quantization, deepspeed, model-specific regressions, docs, and CI cleanup. The soft pairs mostly share broad subsystem vocabulary only, not the same concrete failure mode.", - "confidence": 0.89, - "canonical_issue_reason": "No single canonical issue fits the whole set; the issues are too heterogeneous to safely collapse into one duplicate target.", + "summary": "The cluster is highly heterogeneous: the soft pairs span unrelated tokenizer, processor, model-loading, attention, quantization, dependency, and CI/docs problems. No pair looks like a true duplicate that should be merged.", + "confidence": 0.91, + "canonical_issue_reason": "No safe canonical issue: the set mixes multiple unrelated regressions, so collapsing them into one issue would be misleading.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44521 is the strongest standalone representative of the set because it is a concrete, active multimodal processor bug with the most discussion/inbound references, but it still does not represent the whole cluster.", + "best_issue_reason": "Issue 44521 is the strongest standalone report in the set: it is active, well-discussed, and has a concrete multimodal assistant_masks reproduction.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer loading bug vs regex-patch crash; different code paths and failure modes." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic dependency issue vs PEFT version bump; unrelated problems." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different models and failures: Qwen3VL load regression vs GLM-4.7-Flash unit-test loading issue." + }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "Both mention docs/example problems, but one is a SigLIP2 example with model/processor/quantization errors and the other is a TextClassificationPipeline docs mismatch; different bugs." + "reason": "Both mention docs, but they cover different pipelines and different mistakes." + }, + { + "left": "issue:41950", + "right": "issue:43650", + "accept": false, + "reason": "Video-classification processor bug vs a nonspecific placeholder issue; not the same bug." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error vs embedding reinitialization after resize; unrelated code paths." }, { "left": "issue:44297", "right": "issue:44462", "accept": false, - "reason": "Both concern tokenizer serialization/loading, but one is about tokenizer_class saved in tokenizer_config.json and the other about AutoTokenizer ignoring repository tokenizer.json; not the same failure." + "reason": "Tokenizer save metadata mismatch vs AutoTokenizer ignoring tokenizer.json; separate save/load bugs." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Both are v5 tokenization regressions, but one is a processor.tokenizer/images compatibility break and the other is Deepseek tokenization producing wrong results; different code paths." + "reason": "Processor.tokenizer regression vs Deepseek tokenization change; different concrete failures." }, { "left": "issue:38175", "right": "issue:44617", "accept": false, - "reason": "Unrelated bugs: SigLIP2 zero probabilities versus Sam3Video CUDA OOM." + "reason": "SigLIP2 zero-probabilities bug vs Sam3Video CUDA OOM; unrelated." }, { - "left": "issue:33290", - "right": "issue:45656", + "left": "issue:43976", + "right": "issue:44279", "accept": false, - "reason": "Both mention deepspeed/optimizer behavior, but one is an Adafactor OOM and the other is optimizer.step being called twice; distinct problems." + "reason": "Python-version support regression vs dependency issue; not the same problem." }, { "left": "issue:44462", "right": "issue:44779", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and Deepseek tokenization errors are different tokenizer-loading vs tokenization-output bugs." + "reason": "Both are tokenizer-related, but one is tokenizer.json loading and the other is Deepseek tokenization behavior." }, { - "left": "issue:45600", - "right": "issue:45712", + "left": "issue:44521", + "right": "issue:45325", "accept": false, - "reason": "Both are CI/cleanup-related, but they target different leftover/removal issues in different files and failure modes." + "reason": "assistant_masks all-zero bug vs Qwen2.5-VL rope-index scaling; distinct multimodal paths." }, { - "left": "issue:44016", - "right": "issue:44291", + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python 3.9/3.10 compatibility bug vs loading physical-intelligence/fast; unrelated." + }, + { + "left": "issue:45600", + "right": "issue:45712", "accept": false, - "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated." + "reason": "auto_mappings cleanup failure vs leftover dummy classes; different CI/code-hygiene issues." }, { "left": "issue:43450", "right": "issue:44279", "accept": false, - "reason": "Video batch shape bug and a dependency/install issue do not describe the same underlying problem." + "reason": "Video processor shape bug vs generic dependency issue; unrelated." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder vs Perceiver non-default-res interpolation failure; different models." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "One is quantized model saving, the other is loading a dequantized model with gpu/cpu offload; separate save/load paths." + "reason": "Quantized save failure vs dequantized offload load failure; same broad area but different concrete paths." }, { - "left": "issue:44261", - "right": "issue:44263", + "left": "issue:44466", + "right": "issue:45276", "accept": false, - "reason": "RMS norm epsilon precision issue and torch.split return-value behavior in GlmMoeDsaIndexer are unrelated." + "reason": "lm_head serialization inconsistency vs resize_token_embeddings not updating outputs; different weight-handling bugs." }, { - "left": "issue:43065", - "right": "issue:44898", + "left": "issue:44261", + "right": "issue:44263", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and Perceiver non-default resolution failure are different model bugs." + "reason": "Different GLM-related issues: missing rms_norm_eps precision drift vs torch.split return handling." }, { "left": "issue:43441", "right": "issue:44683", "accept": false, - "reason": "FlashAttention failure for a specific model and compiled flex_attention failing on torch>=2.9 are different attention/backend issues." + "reason": "Different attention backend regressions: FlashAttention on Ministral-3 vs compiled flex_attention on torch>=2.9." }, { - "left": "issue:44466", - "right": "issue:45276", + "left": "issue:43650", + "right": "issue:45290", "accept": false, - "reason": "Both touch embedding/weight handling, but one is inconsistent lm_head serialization by device and the other is resize_token_embeddings not propagating to Gemma4 embeddings; separate bugs." + "reason": "Nonspecific placeholder issue vs chat-template crash on tool-call messages; unrelated." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "Generic AutoTokenizer loading failure and ESM2 broken are too broad to treat as the same concrete issue." - }, - { - "left": "issue:43650", - "right": "issue:45290", - "accept": false, - "reason": "The titles are unrelated; one is nonspecific and the other is a specific apply_chat_template crash with tool calls and no content." + "reason": "Tokenizer loading bug vs ESM2 model breakage; not the same issue." }, { - "left": "issue:43262", - "right": "issue:44521", + "left": "issue:44623", + "right": "issue:45397", "accept": false, - "reason": "Both involve apply_chat_template, but one is an audio sampling-rate default bug and the other is all-zero assistant masks for multimodal inputs." + "reason": "processor.save_pretrained missing files vs gemma-4 zero3 from_pretrained; different save/load failures." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Import-time NameError from missing nn and missing TensorFlow backend for tensorboard are different dependency/setup failures." + "reason": "Import-time NameError in sentence-transformers vs tensorboard/TensorFlow backend error; unrelated dependency issues." }, { - "left": "issue:43673", - "right": "issue:43761", + "left": "issue:44623", + "right": "issue:44749", "accept": false, - "reason": "Generation cache missing in chunked_prefill and CLIPVisionModel hidden_states regression are different v5 issues in different code paths." + "reason": "Processor save regression vs filtering slowdown after upgrade; not the same bug." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "CamemBERT masked-LM prediction regression and Deepseek tokenizer output regression are not the same underlying bug." - }, - { - "left": "issue:44623", - "right": "issue:45397", - "accept": false, - "reason": "Processor.save_pretrained missing files and gemma-4 zero3 from_pretrained are different serialization/loading issues." - }, - { - "left": "issue:44623", - "right": "issue:44749", - "accept": false, - "reason": "Missing files on save_pretrained and a 10x slowdown in filtering are unrelated." + "reason": "CamemBERT masked-LM prediction bug vs Deepseek tokenizer output regression; model bug vs tokenizer bug." }, { - "left": "issue:43901", - "right": "issue:43994", + "left": "issue:43653", + "right": "issue:45593", "accept": false, - "reason": "Docs mentioning return_all_scores versus SigLIP2 producing nonsensical outputs are different issue types and different code paths." + "reason": "BigBirdTokenizer special-token bug vs D-FINE auxiliary-loss behavior; unrelated." }, { "left": "issue:44987", "right": "issue:45542", "accept": false, - "reason": "Model loading failure in transformers>=5.1.0 and missing TensorFlow backend for tensorboard are unrelated." - }, - { - "left": "issue:43653", - "right": "issue:45593", - "accept": false, - "reason": "BigBirdTokenizer special-token decoding bug and D-FINE auxiliary-loss behavior are unrelated." + "reason": "Model-load regression vs tensorboard/TensorFlow backend error; unrelated." }, { - "left": "issue:42175", - "right": "issue:43976", + "left": "issue:43901", + "right": "issue:43994", "accept": false, - "reason": "One is missing TensorFlow in the torch extra install; the other is a Python-version compatibility problem." + "reason": "Docs mismatch in TextClassificationPipeline vs a real SigLIP2 model/pipeline output bug; different issues." }, { "left": "issue:43122", "right": "issue:43650", "accept": false, - "reason": "Different tokenizer regression versus an unrelated placeholder issue title; no shared underlying bug." + "reason": "Tokenizer behavior change vs placeholder issue; unrelated." }, { "left": "issue:44361", "right": "issue:45593", "accept": false, - "reason": "MLukeTokenizer AttributeError and D-FINE auxiliary-loss behavior are unrelated." + "reason": "MLukeTokenizer AttributeError vs D-FINE denoising-loss behavior; unrelated." } ] }, @@ -9899,7 +9808,7 @@ { "label": "issue", "component_index": 2, - "component_count": 14, + "component_count": 16, "review_unit_index": 31, "review_unit_count": 44, "status": "reviewed", @@ -9907,32 +9816,33 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-383", + "cluster_id": "cluster-15354-384", "nodes": [ + "issue:16998", + "issue:22355", "issue:36246", "issue:41628", "issue:41950", "issue:42491", "issue:42757", + "issue:43262", "issue:43295", "issue:43299", "issue:43352", "issue:43475", "issue:43525", - "issue:43526", - "issue:43531", - "issue:43596", "issue:43673", + "issue:43761", "issue:43824", "issue:43881", "issue:43901", "issue:43976", "issue:44016", - "issue:44162", "issue:44188", "issue:44220", "issue:44242", "issue:44246", + "issue:44291", "issue:44295", "issue:44297", "issue:44336", @@ -9941,233 +9851,226 @@ "issue:44462", "issue:44485", "issue:44496", + "issue:44521", "issue:44561", "issue:44589", "issue:44617", "issue:44661", "issue:44857", "issue:44871", - "issue:45003", - "issue:45200", + "issue:44964", "issue:45250", "issue:45356", "issue:45362", "issue:45397", "issue:45542", - "issue:45561", - "issue:45563", - "issue:45593" + "issue:45593", + "issue:45759" ], "soft_pairs": [ - "issue:43824|issue:43976", + "issue:44016|issue:44291", + "issue:43262|issue:44521", "issue:43475|issue:44016", + "issue:44297|issue:45397", + "issue:43673|issue:43761", + "issue:43525|issue:45759", + "issue:44188|issue:44336", "issue:43525|issue:43881", "issue:44589|issue:45362", - "issue:44297|issue:45397", - "issue:45561|issue:45563", + "issue:43295|issue:44617", "issue:42491|issue:43299", - "issue:44188|issue:44336", "issue:41628|issue:43976", - "issue:43295|issue:44617", "issue:43901|issue:44246", "issue:43352|issue:45250", - "issue:44242|issue:45593", - "issue:41950|issue:44220", "issue:44336|issue:44373", + "issue:16998|issue:22355", + "issue:44242|issue:45593", "issue:44295|issue:45397", "issue:44661|issue:45542", + "issue:41950|issue:44220", "issue:44246|issue:44496", "issue:44462|issue:45356", - "issue:43531|issue:45362", - "issue:45003|issue:45561", - "issue:43526|issue:45003", "issue:36246|issue:42757", "issue:36246|issue:44351", - "issue:43673|issue:44561", "issue:44336|issue:44485", - "issue:44242|issue:44857", - "issue:44162|issue:45200", + "issue:43673|issue:44561", + "issue:43824|issue:43976", + "issue:43976|issue:44964", "issue:44246|issue:44871", - "issue:36246|issue:43596" + "issue:44242|issue:44857" ], - "prepared_review_unit_hash": "f263d79a11a842d7834ea97662974291970e2aaaee99741fe3396d3f4e484cfb", + "prepared_review_unit_hash": "d34538227e459fff30a4ed761785172771e73a3eef476d347531b181f372a528", "component_budget": { - "node_count": 383, - "item_count": 383, - "soft_pair_count": 1434, - "serialized_chars": 739528, - "estimated_input_tokens": 184882, - "estimated_eval_tokens": 370020 + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36394, - "estimated_input_tokens": 9099, - "estimated_eval_tokens": 18454 + "serialized_chars": 36530, + "estimated_input_tokens": 9133, + "estimated_eval_tokens": 18522 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a false positive: it mixes unrelated import errors, model-loading regressions, docs/perf issues, and model-specific bugs. None of the soft pairs look like the same underlying defect.", - "confidence": 0.95, - "canonical_issue_reason": "No single issue cleanly represents the cluster; the items span unrelated bugs and regressions, so there is no true duplicate canonical.", + "summary": "Mostly unrelated issues were grouped together; the only real commonality is broad transformer import/loading regressions. No soft pair looks like the same underlying bug/change, so all soft edges are rejected.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 43824 is the strongest representative: it has the highest discussion/reference activity and is a concrete, user-facing import regression.", "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick one, issue 43824 is the closest to the recurring import-regression theme, but it still doesn't subsume the rest and should not be treated as a canonical duplicate.", + "best_issue_reason": "43824 is the most actionable and widely-reported issue in an otherwise heterogeneous set, so it is the best single issue representative.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43824", - "right": "issue:43976", - "accept": false, - "reason": "Both are import-related, but one is a specific missing Qwen2.5-VL export and the other is a broader Python/version compatibility problem." - }, - { - "left": "issue:43475", - "right": "issue:44016", + "left": "issue:44016", + "right": "issue:44291", "accept": false, - "reason": "Different failure modes: SAM3 video output attribute error versus a notebook syntax error." + "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated failures." }, { - "left": "issue:43525", - "right": "issue:43881", + "left": "issue:43262", + "right": "issue:44521", "accept": false, - "reason": "These concern different models and different bugs: missing Llama4Config attribute versus GLM-4V loading failure." + "reason": "Both involve apply_chat_template, but one is an audio sampling-rate default and the other is multimodal assistant masks; different bugs." }, { - "left": "issue:44589", - "right": "issue:45362", + "left": "issue:43475", + "right": "issue:44016", "accept": false, - "reason": "Unrelated issues: a Float8 storage import/runtime error versus a Qwen3.5 chat crash." + "reason": "SAM 3 video attribute error is unrelated to a notebook syntax error." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch is unrelated to gemma-4 zero3 from_pretrained failure." + "reason": "Tokenizer save metadata mismatch and gemma-4 Zero3 from_pretrained failure are different problems." }, { - "left": "issue:45561", - "right": "issue:45563", + "left": "issue:43673", + "right": "issue:43761", "accept": false, - "reason": "One is a pytest-xdist file race, the other is a stale warning in paged generate." + "reason": "Generation cache missing and CLIPVision hidden_states regression affect different code paths." }, { - "left": "issue:42491", - "right": "issue:43299", + "left": "issue:43525", + "right": "issue:45759", "accept": false, - "reason": "Both mention Qwen3 MoE, but they describe different model/version breakages and not the same bug." + "reason": "Both touch model configs, but one is missing pad_token_id and the other is about unwrapping text_config; not the same bug." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "Attention-kernel divergence under torch.compile is unrelated to ANSI code output in loading_report." + "reason": "Attention-kernel divergence and ANSI codes in loading_report are unrelated." }, { - "left": "issue:41628", - "right": "issue:43976", + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Different model-loading failures with different missing attributes/models." + }, + { + "left": "issue:44589", + "right": "issue:45362", "accept": false, - "reason": "A missing AutoImageProcessor import and a Python-version compatibility issue are not the same defect." + "reason": "Float8 storage lookup failure and Qwen3.5 chat crash are unrelated." }, { "left": "issue:43295", "right": "issue:44617", "accept": false, - "reason": "Processor/tokenizer regression is unrelated to SAM3 video CUDA OOM." + "reason": "Processor/tokenizer regression and SAM3Video OOM are not the same issue." }, { - "left": "issue:43901", - "right": "issue:44246", + "left": "issue:42491", + "right": "issue:43299", "accept": false, - "reason": "Docs mismatch for return_all_scores is unrelated to import latency." + "reason": "Both mention Qwen3/MoE, but they describe different regressions in different model variants." }, { - "left": "issue:43352", - "right": "issue:45250", + "left": "issue:41628", + "right": "issue:43976", "accept": false, - "reason": "One reports lack of Flash Attention 2 support for a model; the other is just a generic Flash Attention 2 issue." + "reason": "ImportError for AutoImageProcessor and Python-version incompatibility are unrelated." }, { - "left": "issue:44242", - "right": "issue:45593", + "left": "issue:43901", + "right": "issue:44246", "accept": false, - "reason": "Both mention missing auxiliary loss behavior, but they are different models and different triggering flags." + "reason": "Docs mismatch for return_all_scores and slow import are unrelated." }, { - "left": "issue:41950", - "right": "issue:44220", + "left": "issue:43352", + "right": "issue:45250", "accept": false, - "reason": "Video-classification image-processor lookup is unrelated to _torch_extract_fbank_features." + "reason": "Generic flash-attention topic and a specific unsupported-model error are not the same concrete bug." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "ANSI escape output and a wrong docstring are unrelated." + "reason": "Terminal ANSI output and a wrong docstring are different issues." }, { - "left": "issue:44295", - "right": "issue:45397", + "left": "issue:16998", + "right": "issue:22355", "accept": false, - "reason": "A position_ids buffer access bug is unrelated to gemma-4 zero3 loading." + "reason": "model_max_length question and missing transformers.onnx module are unrelated." }, { - "left": "issue:44661", - "right": "issue:45542", + "left": "issue:44242", + "right": "issue:45593", "accept": false, - "reason": "add-new-model-like/TOKENIZER_MAPPING_NAMES is unrelated to the TensorFlow backend installation issue." + "reason": "Both concern missing loss terms, but they are for different models and different gating flags." }, { - "left": "issue:44242", - "right": "issue:44496", + "left": "issue:44295", + "right": "issue:45397", "accept": false, - "reason": "Missing load balancing loss and unrecognized model config are different problems." + "reason": "Position_ids buffer access error and gemma-4 Zero3 loading failure are unrelated." }, { - "left": "issue:44462", - "right": "issue:45356", + "left": "issue:44661", + "right": "issue:45542", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json is unrelated to the Kimi-K2.5 codec-handling regression." + "reason": "Tokenizer mapping/new-model helper bug and undefined tf backend error are unrelated." }, { - "left": "issue:43531", - "right": "issue:45362", + "left": "issue:41950", + "right": "issue:44220", "accept": false, - "reason": "A sliding_window bug in Qwen3-MoE is not the same as a Qwen3.5 chat crash." + "reason": "Video-classification image-processor lookup and fbank feature extraction are different pipelines." }, { - "left": "issue:45003", - "right": "issue:45561", + "left": "issue:44246", + "right": "issue:44496", "accept": false, - "reason": "Unsafe sys.modules access and a pytest worker race are different code paths and bugs." + "reason": "Import latency and unrecognized model config are unrelated." }, { - "left": "issue:43526", - "right": "issue:45003", + "left": "issue:44462", + "right": "issue:45356", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels and modeling_utils sys.modules access are unrelated." + "reason": "Tokenizer file selection and Kimi-K2.5 codec/regex regression are not the same bug." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Separate missing imports from different packages: transformers Qwen2.5-VL image processor versus huggingface_hub is_offline_mode." + "reason": "Different import errors from different packages and symbols." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they involve different missing symbols and different modules." - }, - { - "left": "issue:43673", - "right": "issue:44561", - "accept": false, - "reason": "Generation cache missing during chunked_prefill is unrelated to removing is_torch_fx_available." + "reason": "Both are import errors, but for different missing exports and different modules." }, { "left": "issue:44336", @@ -10176,28 +10079,34 @@ "reason": "Loading-report ANSI output and GLM-5 RoPE implementation are unrelated." }, { - "left": "issue:44242", - "right": "issue:44857", + "left": "issue:43673", + "right": "issue:44561", "accept": false, - "reason": "Missing load balancing loss is unrelated to LwDetrImageLoss AMP/CUDA crashes." + "reason": "Missing cache in generation and removed is_torch_fx_available are separate v5 regressions." }, { - "left": "issue:44162", - "right": "issue:45200", + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Top-level import error and Python-version support issue are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44964", "accept": false, - "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids behavior are different model-specific issues." + "reason": "Python version incompatibility and Phi-4 multimodal load failure are different problems." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Import slowness is unrelated to Gemma-3 eos_token_id configuration inconsistency." + "reason": "Import slowness and eos_token_id config mismatch are unrelated." }, { - "left": "issue:36246", - "right": "issue:43596", + "left": "issue:44242", + "right": "issue:44857", "accept": false, - "reason": "Qwen2.5-VL import error and a Deepspeed zero3 BertModel IndexError are unrelated." + "reason": "Missing load-balancing loss and LwDetrImageLoss AMP crash are different failures." } ] }, @@ -10211,7 +10120,7 @@ { "label": "issue", "component_index": 2, - "component_count": 14, + "component_count": 16, "review_unit_index": 32, "review_unit_count": 44, "status": "reviewed", @@ -10219,26 +10128,25 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-383", + "cluster_id": "cluster-15354-384", "nodes": [ + "issue:36246", + "issue:41628", "issue:41950", "issue:42886", "issue:43065", - "issue:43066", "issue:43232", "issue:43257", "issue:43262", "issue:43408", "issue:43441", "issue:43475", + "issue:43526", "issue:43540", "issue:43596", "issue:43653", "issue:43673", "issue:43901", - "issue:43931", - "issue:44060", - "issue:44077", "issue:44162", "issue:44246", "issue:44295", @@ -10259,242 +10167,265 @@ "issue:45229", "issue:45292", "issue:45335", + "issue:45362", "issue:45375", "issue:45397", "issue:45459", + "issue:45561", "issue:45563", "issue:45584", "issue:45588", - "issue:45600", "issue:45656", - "issue:45701" + "issue:45701", + "issue:45759" ], "soft_pairs": [ + "issue:45362|issue:45375", + "issue:44162|issue:45200", "issue:43441|issue:43540", - "issue:42886|issue:45229", - "issue:44877|issue:45375", "issue:44295|issue:44749", "issue:44779|issue:45292", - "issue:44987|issue:45459", "issue:45292|issue:45584", - "issue:41950|issue:43596", - "issue:43066|issue:44779", + "issue:44877|issue:45375", + "issue:36246|issue:43596", + "issue:44987|issue:45459", "issue:45292|issue:45701", - "issue:43065|issue:43408", + "issue:41628|issue:41950", + "issue:45561|issue:45563", + "issue:44779|issue:45701", "issue:43901|issue:45003", - "issue:43257|issue:45137", + "issue:45375|issue:45759", + "issue:43065|issue:43408", "issue:43232|issue:44336", + "issue:43257|issue:45137", + "issue:43526|issue:45003", "issue:44995|issue:45200", "issue:44496|issue:45003", - "issue:44060|issue:44077", - "issue:43475|issue:43540", "issue:43262|issue:44246", - "issue:43653|issue:44162", + "issue:42886|issue:45229", + "issue:43475|issue:43540", "issue:44466|issue:45335", "issue:44995|issue:45588", + "issue:43653|issue:44162", "issue:44368|issue:45563", "issue:44368|issue:44977", - "issue:43673|issue:44734", "issue:45397|issue:45656", - "issue:45137|issue:45600", - "issue:43931|issue:44368" + "issue:43673|issue:44734" ], - "prepared_review_unit_hash": "22a0b22b55fc12dc45fe33d66fc250cb3981f2415db52630caab23f9fdbb301e", + "prepared_review_unit_hash": "4f8ed742d48140099d78ad85814e303c769c92d1e8b0650783f300d79cd1d603", "component_budget": { - "node_count": 383, - "item_count": 383, - "soft_pair_count": 1434, - "serialized_chars": 739528, - "estimated_input_tokens": 184882, - "estimated_eval_tokens": 370020 + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35489, - "estimated_input_tokens": 8873, - "estimated_eval_tokens": 18002 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37082, + "estimated_input_tokens": 9271, + "estimated_eval_tokens": 18798 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous set of Transformer issues with only superficial overlap in wording (tokenizers, generation, deepspeed, multimodal models). None of the soft pairs look like the same underlying bug or fixable by one shared patch, so I would not collapse the cluster to a single canonical issue.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "This set is heterogeneous: most items are distinct regressions across unrelated models, tokenizers, configs, generation paths, and deepspeed/flash-attention code. None of the soft-edge pairs look like the same underlying bug, so I would reject all of them. If a single issue must anchor the cluster, issue 45003 is the broadest open infra bug, but it is not a true duplicate of the others.", + "confidence": 0.73, + "canonical_issue_reason": "Issue 45003 is the broadest open infrastructure bug in the set and has enough discussion to serve as a loose anchor, but the overall cluster is not a duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 45003 is the best representative only in the sense that it is broad and active; it is still not a duplicate of the other issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43441", - "right": "issue:43540", + "left": "issue:45362", + "right": "issue:45375", "accept": false, - "reason": "Different failures and code paths: FlashAttention error for Ministral vs video-input processing ValueError in Qwen3OmniMoe." + "reason": "Both are Qwen3.5-related, but one is a runtime chat crash and the other is a missing config field; different failures." }, { - "left": "issue:42886", - "right": "issue:45229", + "left": "issue:44162", + "right": "issue:45200", "accept": false, - "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are unrelated symptoms with different root causes." + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are unrelated model-specific bugs." }, { - "left": "issue:44877", - "right": "issue:45375", + "left": "issue:43441", + "right": "issue:43540", "accept": false, - "reason": "Both are config-related, but one is strict config loading for granite_speech and the other is a missing field in Qwen3_5MoeVisionConfig; different models and bugs." + "reason": "Ministral FlashAttention failure and Qwen3OmniMoe video-input ValueError affect different code paths." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "Registering position_ids as a buffer and v4.57.3\u2192v5 filtering slowdown are unrelated issues." + "reason": "Position_ids buffer handling and tokenization slowdown are different problems." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "DeepSeek tokenizer regression and resize_token_embeddings not updating output embeddings are different model behaviors and fixes." + "reason": "Deepseek tokenization regression is unrelated to resize_token_embeddings not updating output embeddings." }, { - "left": "issue:44987", - "right": "issue:45459", + "left": "issue:45292", + "right": "issue:45584", "accept": false, - "reason": "A model-load failure in transformers>=5.1.0 is not the same as protobuf decode errors being masked by exception handling." + "reason": "Resize-token-embeddings bug and Whisper empty-transcription failure are different model paths." }, { - "left": "issue:45292", - "right": "issue:45584", + "left": "issue:44877", + "right": "issue:45375", "accept": false, - "reason": "resize_token_embeddings/output_embeddings mismatch is unrelated to Whisper empty-transcription generation after align_special_tokens." + "reason": "Both mention config loading, but the models and concrete missing fields are different." }, { - "left": "issue:41950", + "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "Video-classification processor lookup and a DeepSpeed ZeRO3/BertModel IndexError do not share the same underlying bug." + "reason": "Qwen2.5-VL processor import error and BertModel ZeRO3 index error are unrelated." }, { - "left": "issue:43066", - "right": "issue:44779", + "left": "issue:44987", + "right": "issue:45459", "accept": false, - "reason": "Both mention tokenizers/v5, but one is a wrong decoder-type warning and the other is incorrect DeepSeek tokenization results; not the same fix." + "reason": "Model-loading failure for physical-intelligence/fast and protobuf-tokenizer error masking are different issues." }, { "left": "issue:45292", "right": "issue:45701", "accept": false, - "reason": "Embedding resize propagation and version-dependent tokenization changes are different issues with no shared code-path evidence." + "reason": "Resize-token-embeddings mismatch is not the same as version-dependent tokenization changes." }, { - "left": "issue:43065", - "right": "issue:43408", + "left": "issue:41628", + "right": "issue:41950", + "accept": false, + "reason": "AutoImageProcessor import failure and video-classification pipeline misselection are related only at a broad processor level." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist file race and stale generate() warning are unrelated." + }, + { + "left": "issue:44779", + "right": "issue:45701", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and sam3_video vs sam3_tracker config mismatch are separate SAM3 problems." + "reason": "Both concern tokenization regressions, but they affect different models and likely different root causes." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Docs mentioning return_all_scores and unsafe sys.modules access in modeling_utils are unrelated." + "reason": "Pipeline docs mismatch and unsafe sys.modules access are unrelated." }, { - "left": "issue:43257", - "right": "issue:45137", + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Missing config field in one composite config and text_config unwrapping in another are distinct configuration bugs." + }, + { + "left": "issue:43065", + "right": "issue:43408", "accept": false, - "reason": "Qwen3 MOE weight conversion with accelerate+deepspeed and ZeRO3 deque underflow are different DeepSpeed-related bugs." + "reason": "SAM3 dummy Conv2d and sam3_video vs sam3_tracker warning are different SAM3 issues." }, { "left": "issue:43232", "right": "issue:44336", "accept": false, - "reason": "Generation sync_gpus kwargs handling and ANSI escape codes in loading_report are unrelated." + "reason": "Generation kwargs after sync_gpus and ANSI codes in loading_report have no concrete overlap." }, { - "left": "issue:44995", - "right": "issue:45200", + "left": "issue:43257", + "right": "issue:45137", "accept": false, - "reason": "GlmMoeDsa stale indexer cache and Gemma 4 mm_token_type_ids defaulting are different model-specific bugs." + "reason": "Qwen3 MOE conversion under accelerate+deepspeed and ZeRO3 deque underflow are different deepspeed failures." }, { - "left": "issue:44496", + "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "Unrecognized model/config loading and unsafe sys.modules access are not the same issue." + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to modeling_utils sys.modules access." }, { - "left": "issue:44060", - "right": "issue:44077", + "left": "issue:44995", + "right": "issue:45200", "accept": false, - "reason": "Incorrect tied-weight warning in Qwen3-Next and patchtsmixer post_init policy are unrelated." + "reason": "GlmMoeDsa stale indexer cache and Gemma 4 token-id defaults are unrelated." }, { - "left": "issue:43475", - "right": "issue:43540", + "left": "issue:44496", + "right": "issue:45003", "accept": false, - "reason": "Sam3VisionEncoderOutput missing fpn_position_embeddings and Qwen3OmniMoe video input ValueError are separate SAM3/Qwen issues." + "reason": "Unrecognized model/config parsing and unsafe sys.modules lookup are different code paths." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio apply_chat_template sampling-rate default and intermittent import latency are different problems." + "reason": "Audio chat-template sampling-rate default and slow import are unrelated." }, { - "left": "issue:43653", - "right": "issue:44162", + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are different failure modes." + }, + { + "left": "issue:43475", + "right": "issue:43540", "accept": false, - "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are not the same root cause." + "reason": "SAM3 missing attribute and Qwen3OmniMoe video-input error are distinct multimodal bugs." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Device-dependent lm_head serialization and t5gemma resize_token_embeddings propagation are different tied-weight behaviors." + "reason": "Serialization inconsistency for tied weights and t5gemma resize_token_embeddings behavior are different issues." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "Stale cache on second forward pass and flash_attention crashing on s_aux=None are different execution paths and fixes." + "reason": "GlmMoeDsa stale cache and flash_attention s_aux=None crash are unrelated." }, { - "left": "issue:44368", - "right": "issue:45563", + "left": "issue:43653", + "right": "issue:44162", "accept": false, - "reason": "A tied-weights warning and a stale warning for paged generate are both warnings, but they concern different APIs and conditions." + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are not the same bug." }, { "left": "issue:44368", - "right": "issue:44977", + "right": "issue:45563", "accept": false, - "reason": "The warning about tie_word_embeddings=False is not the same as Qwen3.5 flash-attention generation failure." + "reason": "Tie_word_embeddings warning and stale num_return_sequences warning are different warnings." }, { - "left": "issue:43673", - "right": "issue:44734", + "left": "issue:44368", + "right": "issue:44977", "accept": false, - "reason": "Both are cache/generation related, but chunked_prefill cache missing and KV-cache continuation tensor indexing are distinct bugs." + "reason": "Qwen3.5 FlashAttention generation failure is unrelated to the tied-weights warning." }, { "left": "issue:45397", "right": "issue:45656", "accept": false, - "reason": "Gemma-4 ZeRO3 from_pretrained and optimizer.step being called twice under deepspeed are unrelated training/runtime bugs." - }, - { - "left": "issue:45137", - "right": "issue:45600", - "accept": false, - "reason": "ZeRO3 deque underflow and stale Sam3LiteText references in auto_mappings are unrelated." + "reason": "Gemma-4 ZeRO3 from_pretrained failure and double optimizer step under deepspeed are different bugs." }, { - "left": "issue:43931", - "right": "issue:44368", + "left": "issue:43673", + "right": "issue:44734", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and tied-weights warning for Qwen3.5 LoRA are different model-loading problems." + "reason": "Generation cache missing in chunked_prefill and serve KV-cache tensor indexing are different generation bugs." } ] }, @@ -10508,7 +10439,7 @@ { "label": "issue", "component_index": 2, - "component_count": 14, + "component_count": 16, "review_unit_index": 33, "review_unit_count": 44, "status": "reviewed", @@ -10516,18 +10447,17 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-383", + "cluster_id": "cluster-15354-384", "nodes": [ "issue:28282", "issue:30990", - "issue:36010", "issue:41628", "issue:42222", "issue:42371", "issue:42673", - "issue:42831", "issue:42994", "issue:43232", + "issue:43452", "issue:43475", "issue:43482", "issue:43525", @@ -10535,315 +10465,287 @@ "issue:43646", "issue:43673", "issue:43704", - "issue:43873", + "issue:43827", + "issue:43931", "issue:44038", + "issue:44060", + "issue:44077", "issue:44162", - "issue:44164", - "issue:44188", - "issue:44222", "issue:44297", - "issue:44351", "issue:44361", + "issue:44368", "issue:44623", "issue:44661", "issue:44749", "issue:44869", "issue:44933", - "issue:44945", + "issue:45003", "issue:45081", "issue:45092", "issue:45103", + "issue:45137", "issue:45200", "issue:45230", - "issue:45278", "issue:45310", "issue:45356", - "issue:45362", "issue:45375", "issue:45381", "issue:45397", "issue:45459", "issue:45478", - "issue:45656", - "issue:45753" + "issue:45561", + "issue:45600", + "issue:45656" ], "soft_pairs": [ - "issue:44869|issue:45356", + "issue:44060|issue:44077", + "issue:45003|issue:45561", + "issue:45137|issue:45600", + "issue:43931|issue:44368", "issue:44933|issue:45459", - "issue:43232|issue:43673", - "issue:43673|issue:45278", + "issue:44869|issue:45356", "issue:44297|issue:44623", "issue:43646|issue:44162", "issue:44361|issue:44749", + "issue:43232|issue:43673", "issue:28282|issue:30990", - "issue:42994|issue:43482", - "issue:43475|issue:43643", "issue:44623|issue:45656", - "issue:42371|issue:45092", + "issue:43673|issue:43827", + "issue:43452|issue:45003", + "issue:42994|issue:43482", "issue:44749|issue:45310", + "issue:43475|issue:43643", "issue:44749|issue:45656", - "issue:43475|issue:45381", - "issue:44038|issue:44623", - "issue:45375|issue:45478", "issue:45230|issue:45397", + "issue:42371|issue:45092", + "issue:44038|issue:44623", + "issue:43475|issue:45381", "issue:45081|issue:45103", "issue:41628|issue:44933", - "issue:42673|issue:43704", + "issue:45375|issue:45478", "issue:43475|issue:44661", - "issue:45310|issue:45375", + "issue:42673|issue:43704", "issue:42994|issue:43525", - "issue:45362|issue:45375", - "issue:43873|issue:44945", - "issue:43232|issue:44188", - "issue:42222|issue:45200", - "issue:42831|issue:44222", - "issue:44945|issue:45753", - "issue:41628|issue:44351", - "issue:44222|issue:45310", - "issue:42994|issue:44164", - "issue:36010|issue:41628" + "issue:45310|issue:45375", + "issue:42222|issue:45200" ], - "prepared_review_unit_hash": "ce52b7656eebf7f8afcae2d3a37f1cda0298a0cd57aa090973143f5d5b7466ba", + "prepared_review_unit_hash": "ac506b01d68824f56dc2ce9121211639aa61bdfebd76c0e7493f8b7665b22b33", "component_budget": { - "node_count": 383, - "item_count": 383, - "soft_pair_count": 1434, - "serialized_chars": 739528, - "estimated_input_tokens": 184882, - "estimated_eval_tokens": 370020 + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37490, - "estimated_input_tokens": 9373, - "estimated_eval_tokens": 19002 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36048, + "estimated_input_tokens": 9012, + "estimated_eval_tokens": 18280 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a mix of unrelated issues. The only strong duplicates are the exact-title VRAM leak pair (42673/43704) and the exact-title Qwen3.5 MoE from_pretrained pair (45310/45478). The Qwen3.5 VisionConfig vs from_pretrained pair (45375/45478) should not be merged on the evidence shown.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 45310 is a strong canonical anchor because it has an exact-title duplicate in 45478 and both describe the same Qwen3.5 MoE from_pretrained regression.", + "summary": "Mostly a grab bag of unrelated Transformers regressions and model-specific bugs. Only one soft edge is a clear duplicate: the Qwen3ForCausalLM VRAM leak report.", + "confidence": 0.88, + "canonical_issue_reason": "issue:42673 is the earlier, fuller report of the same Qwen3ForCausalLM multi-dataloader VRAM leak as issue:43704.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 42673 is the best standalone issue in the set: it is concrete, narrowly scoped, and describes a specific runtime symptom with clear reproduction context (VRAM leak across multiple dataloader threads).", + "best_issue_reason": "issue:42673 is the best representative because it predates the duplicate and has the richer discussion/reproduction context.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44869", - "right": "issue:45356", + "left": "issue:44060", + "right": "issue:44077", "accept": false, - "reason": "Both are tokenizer/decoding regressions, but one is a Whisper trailing replacement-character crash and the other is a Kimi-K2.5 codec/regex regression; different bugs." + "reason": "Different problems: a misleading tied-weights warning in Qwen3-Next vs a PatchTSMixer post_init API constraint." }, { - "left": "issue:44933", - "right": "issue:45459", + "left": "issue:45003", + "right": "issue:45561", "accept": false, - "reason": "Both concern import-related failures, but the concrete symbols and root causes differ: image_utils import resolution vs hidden tokenizer errors when protobuf is absent." + "reason": "Unrelated bugs: unsafe sys.modules access in modeling_utils vs a pytest-xdist race on captured_info.txt." }, { - "left": "issue:43232", - "right": "issue:43673", + "left": "issue:45137", + "right": "issue:45600", "accept": false, - "reason": "Both mention generation/cache behavior, but one is about _update_model_kwargs_for_generation after sync_gpus and the other is chunked_prefill cache handling in v5.0.0." + "reason": "Different failures in different code paths: DeepSpeed ZeRO3 deque pop error vs stale auto_mappings references." }, { - "left": "issue:43673", - "right": "issue:45278", + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Different model families and symptoms: Qwen3-VL weight mismatch vs a Qwen3.5 LoRA tie_word_embeddings warning." + }, + { + "left": "issue:44933", + "right": "issue:45459", "accept": false, - "reason": "The first is a chunked_prefill cache bug; the second is a broad post-upgrade import-error report. Same release context, different failure mode." + "reason": "Import error from image_utils vs tokenizer error masking when protobuf is absent; not the same bug." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decoding crash and Kimi-K2.5 tokenizer regression are unrelated." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Tokenizer class metadata mismatch in save_pretrained is a different path from missing processor files on save_pretrained." + "reason": "Both involve save_pretrained, but one is tokenizer_class metadata mismatch and the other is processor file omission." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Custom model initialization / AutoConfig field handling is unrelated to the ESM2 breakage report." + "reason": "One is a broad custom-model init regression in v5; the other is an ESM2-specific breakage." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "MLukeTokenizer task AttributeError is not the same as a dataset-processing slowdown after upgrading transformers." + "reason": "MLukeTokenizer task AttributeError and a post-upgrade slowdown are different issues." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Generation kwargs update after sync_gpus vs missing GenerationMixin cache in chunked_prefill are distinct failures." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "An AutoModel ImportError due to missing PyTorch is a different problem from Sentence Transformers getting stuck loading." + "reason": "PyTorch import error and SentenceTransformers loading hang are not the same underlying bug." }, { - "left": "issue:42994", - "right": "issue:43482", + "left": "issue:44623", + "right": "issue:45656", "accept": false, - "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are different code paths and symptoms." + "reason": "Processor save_pretrained file loss vs optimizer step being called twice under deepspeed are unrelated." }, { - "left": "issue:43475", - "right": "issue:43643", + "left": "issue:43673", + "right": "issue:43827", "accept": false, - "reason": "SAM 3 video attribute error and missing fields from trust_remote_code AutoConfig are unrelated." + "reason": "Generation cache issue vs docs still referencing removed pipeline() APIs; different artifact types and bugs." }, { - "left": "issue:44623", - "right": "issue:45656", + "left": "issue:43452", + "right": "issue:45003", "accept": false, - "reason": "Missing files on processor.save_pretrained is unrelated to optimizer.step being called twice under deepspeed." + "reason": "gguf_file loading breakage and unsafe sys.modules access are separate code-path problems." }, { - "left": "issue:42371", - "right": "issue:45092", + "left": "issue:42994", + "right": "issue:43482", "accept": false, - "reason": "TF32 behavior settings warning is unrelated to InternVL2 remote-code checkpoints and meta initialization compatibility." + "reason": "Quantized model saving failure vs Qwen2.5-GGUF loading failure are different operations." }, { "left": "issue:44749", "right": "issue:45310", "accept": false, - "reason": "A Chinese performance slowdown after upgrade is not the same bug as Qwen3.5 MoE from_pretrained failing." + "reason": "Performance regression after upgrading vs a Qwen3.5 Moe from_pretrained error; not the same bug." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM 3 Video output attribute error and missing fields under trust_remote_code are unrelated." }, { "left": "issue:44749", "right": "issue:45656", "accept": false, - "reason": "Performance slowdown during filtering and double optimizer step under deepspeed are different issues." + "reason": "Slow filtering after upgrade vs duplicate optimizer stepping under deepspeed are different symptoms." }, { - "left": "issue:43475", - "right": "issue:45381", + "left": "issue:45230", + "right": "issue:45397", "accept": false, - "reason": "Different multimodal model bugs: missing fpn_position_embeddings versus wrong vision_position_ids in qwen2.5-vl video input." + "reason": "Generic bug report vs gemma-4 zero3 from_pretrained failure; no shared underlying defect." }, { - "left": "issue:44038", - "right": "issue:44623", + "left": "issue:42371", + "right": "issue:45092", "accept": false, - "reason": "Qwen3-VL-Moe import/compatibility bug and processor.save_pretrained missing files do not share the same underlying failure." + "reason": "TF32 settings migration issue and InternVL2 meta-init incompatibility are unrelated." }, { - "left": "issue:45375", - "right": "issue:45478", + "left": "issue:44038", + "right": "issue:44623", "accept": false, - "reason": "Both are Qwen3.5 MoE-related, but one is about a missing deepstack_visual_indexes config field and the other is a from_pretrained error; the packet does not show they are the same underlying bug." + "reason": "Qwen3-VL-Moe model bug and processor.save_pretrained missing files do not match." }, { - "left": "issue:45230", - "right": "issue:45397", + "left": "issue:43475", + "right": "issue:45381", "accept": false, - "reason": "A placeholder bug report and a gemma-4 zero3 from_pretrained issue are not the same concrete bug." + "reason": "Different multimodal models and different failure modes: SAM3 Video vs qwen2.5-vl position IDs." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Tokenizer regex patch crash and auto_docstring annotation handling are unrelated implementation areas." + "reason": "Tokenizer regex patch crash and auto_docstring annotations crash are unrelated." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "AutoImageProcessor missing import and image_utils import resolution are different missing-symbol problems." + "reason": "Missing AutoImageProcessor import and nonexistent image_utils import are both import-related but not the same bug." }, { - "left": "issue:42673", - "right": "issue:43704", - "accept": true, - "reason": "Same exact title and same runtime symptom: Qwen3ForCausalLM leaking VRAM across multiple dataloader threads." + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Related Qwen3.5/Moe area, but one is a missing config field in vision config and the other is a from_pretrained error." }, { "left": "issue:43475", "right": "issue:44661", "accept": false, - "reason": "SAM 3 encoder output attribute loss is unrelated to add-new-model-like failing inside TOKENIZER_MAPPING_NAMES." + "reason": "SAM3 Video output issue vs add-new-model-like handling of TOKENIZER_MAPPING_NAMES are different code paths." }, { - "left": "issue:45310", - "right": "issue:45375", - "accept": false, - "reason": "Both are Qwen3.5 MoE-related, but one is a from_pretrained error and the other is a missing config field silently dropped by @strict." + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same Qwen3ForCausalLM VRAM-leak report; 42673 is the fuller earlier ticket and 43704 is a duplicate." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized model saving failure and missing pad_token_id on Llama4Config are different issues." + "reason": "Quantized model saving failure and Llama4Config missing pad_token_id are unrelated." }, { - "left": "issue:45362", + "left": "issue:45310", "right": "issue:45375", "accept": false, - "reason": "Qwen3.5-35B chat crash is not the same as a missing deepstack_visual_indexes config field." - }, - { - "left": "issue:43873", - "right": "issue:44945", - "accept": false, - "reason": "Quantization/offloading behavior and incorrect output under pipeline parallelism are different bugs." - }, - { - "left": "issue:43232", - "right": "issue:44188", - "accept": false, - "reason": "Generation kwargs syncing and attention-kernel divergence under torch.compile are distinct code paths." + "reason": "Qwen3.5 Moe from_pretrained error vs missing deepstack_visual_indexes in a vision config; similar family, different bug." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "VitPose model breakage and Gemma 4 token-type defaulting are unrelated model-specific issues." - }, - { - "left": "issue:42831", - "right": "issue:44222", - "accept": false, - "reason": "Accuracy regression with FineGrainedFP8 is not the same as FP8 save_pretrained moe." - }, - { - "left": "issue:44945", - "right": "issue:45753", - "accept": false, - "reason": "Pipeline-parallel output corruption and an infinite loop on a specific image are different runtime failures." - }, - { - "left": "issue:41628", - "right": "issue:44351", - "accept": false, - "reason": "AutoImageProcessor missing import and HybridCache import failure are different missing names." - }, - { - "left": "issue:44222", - "right": "issue:45310", - "accept": false, - "reason": "FP8 save_pretrained moe and Qwen3.5 MoE from_pretrained error are separate operations with different symptoms." - }, - { - "left": "issue:42994", - "right": "issue:44164", - "accept": false, - "reason": "Quantized model saving failed and save/from_pretrained extra_state handling are not the same bug." - }, - { - "left": "issue:36010", - "right": "issue:41628", - "accept": false, - "reason": "GenerationMixin import failure and AutoImageProcessor import failure are different missing symbols and code paths." + "reason": "Vitpose model breakage and Gemma 4 mm_token_type_ids defaulting are unrelated." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The summary is mostly grounded, but one soft-edge accept is overstated: issue:45375 vs issue:45478 are not shown to be the same bug in the packet. Their titles are different, and the packet only supports that both are Qwen3.5 MoE-related at a high level, not that they are duplicates or the same underlying from_pretrained regression. The other accepted exact-title pair (42673/43704) is fine, but this unsupported duplicate claim makes the output too aggressive for the evidence provided." + "accept": true, + "feedback": "The assessment is grounded in the packet and stays conservative. The only accepted soft edge, issue:42673 vs issue:43704, is strongly supported by identical titles and the earlier ticket being the fuller report. The remaining rejections are phrased cautiously and do not overclaim duplication or mergeability." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -10851,7 +10753,7 @@ { "label": "issue", "component_index": 2, - "component_count": 14, + "component_count": 16, "review_unit_index": 34, "review_unit_count": 44, "status": "reviewed", @@ -10859,34 +10761,36 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-383", + "cluster_id": "cluster-15354-384", "nodes": [ "issue:30333", "issue:30990", "issue:33290", "issue:35141", + "issue:36010", "issue:41628", "issue:42175", + "issue:42831", "issue:42898", + "issue:42994", "issue:43232", "issue:43278", - "issue:43295", "issue:43377", "issue:43479", - "issue:43504", - "issue:43526", - "issue:43673", "issue:43723", "issue:43784", "issue:43824", "issue:43874", - "issue:43976", + "issue:43901", "issue:44038", "issue:44060", "issue:44079", + "issue:44164", "issue:44188", + "issue:44222", "issue:44242", "issue:44295", + "issue:44351", "issue:44373", "issue:44448", "issue:44496", @@ -10895,8 +10799,6 @@ "issue:44734", "issue:44779", "issue:44792", - "issue:44869", - "issue:44933", "issue:44964", "issue:45092", "issue:45103", @@ -10905,265 +10807,265 @@ "issue:45310", "issue:45356", "issue:45405", - "issue:45459", "issue:45561", + "issue:45600", "issue:45656", "issue:45712" ], "soft_pairs": [ + "issue:42831|issue:44222", + "issue:41628|issue:44351", + "issue:44222|issue:45310", + "issue:42994|issue:44164", "issue:42175|issue:45712", "issue:43377|issue:44242", - "issue:43526|issue:45561", + "issue:36010|issue:41628", "issue:44038|issue:45310", "issue:44496|issue:45561", - "issue:43504|issue:45561", - "issue:43673|issue:44188", - "issue:43232|issue:44792", - "issue:30990|issue:35141", - "issue:42898|issue:44568", - "issue:43479|issue:44079", - "issue:43479|issue:44869", + "issue:45561|issue:45600", "issue:44964|issue:45137", - "issue:42175|issue:44933", - "issue:43976|issue:44933", + "issue:42898|issue:44568", + "issue:30990|issue:35141", + "issue:43901|issue:45561", + "issue:43232|issue:44792", + "issue:43232|issue:44188", "issue:43784|issue:43824", "issue:43278|issue:45137", - "issue:44623|issue:45310", "issue:44188|issue:44373", - "issue:43723|issue:44568", + "issue:44623|issue:45310", "issue:44734|issue:45103", + "issue:30333|issue:33290", "issue:42898|issue:45356", + "issue:43723|issue:44568", + "issue:44060|issue:45125", "issue:45405|issue:45712", "issue:42898|issue:44779", - "issue:30333|issue:33290", - "issue:44060|issue:45125", "issue:43874|issue:45092", "issue:42898|issue:44448", - "issue:42898|issue:43295", - "issue:44295|issue:45656", - "issue:44933|issue:45712", - "issue:41628|issue:45459" + "issue:43479|issue:44079", + "issue:44188|issue:44964", + "issue:44295|issue:45656" ], - "prepared_review_unit_hash": "6460f65dd4d61b208c93803b39ea90a64bd8dad3c5da124daf24f0185656bb8a", + "prepared_review_unit_hash": "f1eafe935c77f67c730dad1c977ccbc01fa5dc81718b23986af672b47ec1fc94", "component_budget": { - "node_count": 383, - "item_count": 383, - "soft_pair_count": 1434, - "serialized_chars": 739528, - "estimated_input_tokens": 184882, - "estimated_eval_tokens": 370020 + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37461, - "estimated_input_tokens": 9366, - "estimated_eval_tokens": 18988 + "serialized_chars": 37273, + "estimated_input_tokens": 9319, + "estimated_eval_tokens": 18894 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is noisy and mostly contains distinct transformer regressions across tokenization, multimodal loading, generation, packaging, and training/runtime issues. I did not find any soft-edge pair that looks like the same underlying bug/change.", - "confidence": 0.64, - "canonical_issue_reason": "issue:42898 is the broadest, most representative v5 regression in the set, centered on tokenizer behavior changes rather than a narrow model-specific failure.", + "summary": "This cluster is heterogeneous: most items are separate Transformers regressions around imports, tokenizers, serialization, multimodal models, or DeepSpeed/FP8 behavior. I do not see a single underlying duplicate bug/change tying them together.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue: the items span unrelated failure modes (imports, tokenizer behavior, save/load, model-specific regressions, and training/runtime issues) rather than one duplicate thread.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43824 has the strongest centrality signal in the metadata (multiple inbound references and high discussion activity), making it the best single issue to anchor this noisy cluster.", + "best_issue_reason": "No issue is a strong global representative. If forced, issue 42898 is the broadest v5 tokenizer regression, but it still does not explain the rest of the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Both mention FP8, but one is an accuracy regression and the other is a save_pretrained failure for MoE; different bugs and code paths." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols (AutoImageProcessor vs HybridCache) with no clear shared root cause." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Both involve Qwen/MoE-ish loading or saving problems, but one is FP8 save_pretrained and the other is a from_pretrained error for a different model/version path." + }, + { + "left": "issue:42994", + "right": "issue:44164", + "accept": false, + "reason": "Both are save/load issues, but 42994 is about quantized model saving while 44164 is about extra_state handling; too different to merge." + }, { "left": "issue:42175", "right": "issue:45712", "accept": false, - "reason": "Different problems: extras/backend dependency resolution vs leftover dummy classes leaking into the package namespace." + "reason": "Both touch packaging/backend availability, but one is torch extra installation missing TensorFlow backend and the other is dummy_pt_objects cleanup; different underlying problems." }, { "left": "issue:43377", "right": "issue:44242", "accept": false, - "reason": "Different model paths and failures: MIMI padding-mask batching mismatch vs MoE router loss omission." + "reason": "One is a batching/padding-mask correctness bug in MIMI Encoder; the other is an MoE load-balancing-loss condition. Not the same change." }, { - "left": "issue:43526", - "right": "issue:45561", + "left": "issue:36010", + "right": "issue:41628", "accept": false, - "reason": "Unrelated: BEiT label reduction bug vs pytest-xdist race in testing utils." + "reason": "Different missing imports for different classes; these are separate export/regression issues." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Same model family but different concrete bugs and versions; not the same fixable code-path problem." + "reason": "Both concern Qwen models on v5, but one is a Qwen3-VL-Moe bug and the other is a Qwen3.5 MoE from_pretrained error; not the same concrete defect." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Unrelated: model config loading error vs test utility file race." - }, - { - "left": "issue:43504", - "right": "issue:45561", - "accept": false, - "reason": "Different domains: BEIT legacy-field loading bug vs patched testing-utils concurrency issue." - }, - { - "left": "issue:43673", - "right": "issue:44188", - "accept": false, - "reason": "Different generation issues: missing cache in chunked prefill vs attention-kernel divergence under torch.compile." + "reason": "An unrecognized model/config issue is unrelated to a pytest-xdist race on a captured_info.txt test artifact." }, { - "left": "issue:43232", - "right": "issue:44792", + "left": "issue:45561", + "right": "issue:45600", "accept": false, - "reason": "Generation bookkeeping bug vs a Janus image-generation test failure; no shared code-path evidence." + "reason": "One is a parallel test-file race; the other is stale auto_mappings references breaking CI. Different failures." }, { - "left": "issue:30990", - "right": "issue:35141", + "left": "issue:44964", + "right": "issue:45137", "accept": false, - "reason": "Unrelated: Sentence Transformers loading stall vs embedding resize/post_init reinitialization." + "reason": "Model loading failure for Phi-4 multimodal is unrelated to the DeepSpeed ZeRO3 deque IndexError." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Both tokenizer-related, but one is a global v5 behavior change and the other is a specific BOS/EOS insertion regression." - }, - { - "left": "issue:43479", - "right": "issue:44079", - "accept": false, - "reason": "Multimodal config default initialization bug vs ModelOutput key assignment bug." + "reason": "Both are tokenizer behavior regressions in v5, but they concern different APIs and symptoms: cleanup spaces vs add_special_tokens/BOS-EOS." }, { - "left": "issue:43479", - "right": "issue:44869", + "left": "issue:30990", + "right": "issue:35141", "accept": false, - "reason": "Different subsystems: multimodal config initialization vs Whisper timestamp decoding crash." + "reason": "Sentence-Transformers loading hangs and token embedding reinitialization are unrelated bugs." }, { - "left": "issue:44964", - "right": "issue:45137", + "left": "issue:43901", + "right": "issue:45561", "accept": false, - "reason": "Unrelated: Phi-4 multimodal model loading vs DeepSpeed ZeRO3 deque underflow." + "reason": "Pipeline doc mismatch is unrelated to the xdist captured_info.txt race." }, { - "left": "issue:42175", - "right": "issue:44933", + "left": "issue:43232", + "right": "issue:44792", "accept": false, - "reason": "Package/install backend mismatch and non-existent import exposure are different bugs." + "reason": "Generation kwargs update after sync_gpus and a janus image-generation test failure are not the same bug." }, { - "left": "issue:43976", - "right": "issue:44933", + "left": "issue:43232", + "right": "issue:44188", "accept": false, - "reason": "Python-version compatibility failure is not the same as an import surface/export bug." + "reason": "Different generation/attention code paths: sync_gpus kwargs handling vs torch.compile branching in attention kernels." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Different import failures for different symbols/models; no shared underlying issue." + "reason": "Both are import errors from latest transformers, but they break different downstream symbols and do not share a specific fix path." }, { "left": "issue:43278", "right": "issue:45137", "accept": false, - "reason": "Embedding dtype drift during eval is unrelated to DeepSpeed queue exhaustion." - }, - { - "left": "issue:44623", - "right": "issue:45310", - "accept": false, - "reason": "Processor save/export missing files vs Qwen3.5 MoE from_pretrained error are separate loading paths." + "reason": "Embedding dtype drift in eval is unrelated to the ZeRO3 deque IndexError." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "Kernel branching under torch.compile vs a docstring-only position_ids issue." + "reason": "A kernel divergence bug and a docstring issue are not the same underlying problem." }, { - "left": "issue:43723", - "right": "issue:44568", + "left": "issue:44623", + "right": "issue:45310", "accept": false, - "reason": "Tokenizer loading regression vs token addition behavior regression; not the same failure." + "reason": "Missing files in processor.save_pretrained is unrelated to Qwen3.5 MoE from_pretrained failures." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "Serving KV-cache tensor indexing crash vs auto-docstring annotation introspection crash." + "reason": "Serving KV-cache indexing crash and an auto_docstring annotations crash are completely different subsystems." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on failed jobs and DeepSpeed OOM with Adafactor are unrelated training issues." }, { "left": "issue:42898", "right": "issue:45356", "accept": false, - "reason": "Both tokenizer regressions, but different models, symptoms, and likely fixes." + "reason": "Both are tokenizer regressions, but one is about cleanup_spaces behavior while the other is codec handling and a warning mismatch for Kimi-K2.5." }, { - "left": "issue:45405", - "right": "issue:45712", + "left": "issue:43723", + "right": "issue:44568", "accept": false, - "reason": "Dependency version bump issue vs dummy-class cleanup issue; no common bug." + "reason": "Tokenizer loading in v5 and add_special_tokens BOS/EOS behavior are separate problems." }, { - "left": "issue:42898", - "right": "issue:44779", + "left": "issue:44060", + "right": "issue:45125", "accept": false, - "reason": "Different tokenizer regressions affecting different model families and code paths." + "reason": "Incorrect tied-weights warning and missing _tp_plan for tensor parallelism are different Qwen3.5 MoE issues." }, { - "left": "issue:30333", - "right": "issue:33290", + "left": "issue:45405", + "right": "issue:45712", "accept": false, - "reason": "Training-job MLflow reporting vs DeepSpeed OOM with Adafactor are unrelated." + "reason": "A dependency version pin issue is unrelated to leftover dummy classes and dir(transformers) leakage." }, { - "left": "issue:44060", - "right": "issue:45125", + "left": "issue:42898", + "right": "issue:44779", "accept": false, - "reason": "Different Qwen MoE bugs: incorrect tied-weights warning vs missing tensor-parallel plan." + "reason": "Both are tokenizer regressions, but they affect different models and behavior changes; no single shared bug is evident." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "Different multimodal/model-init failures with different mechanisms." + "reason": "Missing get_number_of_image_patches in GLM46V and InternVL2 meta-initialization incompatibility are distinct multimodal loading issues." }, { "left": "issue:42898", "right": "issue:44448", "accept": false, - "reason": "Both mention v5 output changes, but one is tokenizer cleanup behavior and the other is Pegasus model output divergence." - }, - { - "left": "issue:42898", - "right": "issue:43295", - "accept": false, - "reason": "Tokenizer cleanup behavior change is not the same as processor/tokenizer image-passing regression." + "reason": "Tokenizer cleanup behavior and Pegasus output differences across v4/v5 are related only at a broad version level, not the same concrete bug." }, { - "left": "issue:44295", - "right": "issue:45656", + "left": "issue:43479", + "right": "issue:44079", "accept": false, - "reason": "Position_ids buffer access error vs optimizer stepping twice under DeepSpeed are unrelated runtime bugs." + "reason": "Phi4 multimodal config initialization and ModelOutput key assignment are unrelated object-construction bugs." }, { - "left": "issue:44933", - "right": "issue:45712", + "left": "issue:44188", + "right": "issue:44964", "accept": false, - "reason": "Both involve package surface/imports, but one is a missing import and the other is dummy-class leakage into dir(transformers)." + "reason": "Attention kernel divergence under torch.compile is unrelated to a Phi-4 multimodal model loading failure." }, { - "left": "issue:41628", - "right": "issue:45459", + "left": "issue:44295", + "right": "issue:45656", "accept": false, - "reason": "Different import/tokenizer error classes: missing AutoImageProcessor export vs protobuf-related exception masking." + "reason": "A position_ids buffer read error and an optimizer step being called twice under DeepSpeed are different training/runtime issues." } ] }, @@ -11177,7 +11079,7 @@ { "label": "issue", "component_index": 2, - "component_count": 14, + "component_count": 16, "review_unit_index": 35, "review_unit_count": 44, "status": "reviewed", @@ -11185,9 +11087,8 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-383", + "cluster_id": "cluster-15354-384", "nodes": [ - "issue:22355", "issue:28282", "issue:30333", "issue:30990", @@ -11196,18 +11097,19 @@ "issue:36331", "issue:38175", "issue:41628", + "issue:42175", "issue:42757", "issue:42831", "issue:42886", + "issue:42898", "issue:42994", - "issue:43232", + "issue:43295", "issue:43479", "issue:43644", "issue:43723", - "issue:43756", "issue:43824", - "issue:44038", - "issue:44060", + "issue:43873", + "issue:43976", "issue:44206", "issue:44222", "issue:44261", @@ -11216,315 +11118,288 @@ "issue:44297", "issue:44360", "issue:44373", - "issue:44442", "issue:44483", "issue:44484", "issue:44485", "issue:44514", "issue:44623", + "issue:44869", "issue:44871", "issue:44913", + "issue:44933", + "issue:44945", "issue:44977", - "issue:44991", "issue:45092", "issue:45103", - "issue:45278", "issue:45310", "issue:45357", "issue:45406", - "issue:45593", + "issue:45459", "issue:45656", - "issue:45753" + "issue:45712" ], "soft_pairs": [ + "issue:42898|issue:43295", + "issue:44933|issue:45712", + "issue:42175|issue:44933", + "issue:41628|issue:45459", + "issue:43976|issue:44933", "issue:44222|issue:44297", - "issue:43479|issue:43644", "issue:44297|issue:45656", + "issue:43479|issue:44869", "issue:44206|issue:45103", "issue:42831|issue:44623", "issue:44222|issue:44623", - "issue:22355|issue:28282", "issue:30333|issue:36331", "issue:41628|issue:42757", - "issue:44483|issue:45406", "issue:43723|issue:44977", - "issue:44297|issue:45310", - "issue:44263|issue:45092", - "issue:44222|issue:44484", - "issue:44263|issue:44360", "issue:30333|issue:34689", + "issue:44297|issue:45310", "issue:28282|issue:30333", "issue:30333|issue:35141", + "issue:44483|issue:45406", + "issue:43873|issue:44945", + "issue:44222|issue:44484", + "issue:44263|issue:44360", + "issue:44263|issue:45092", "issue:44514|issue:45103", + "issue:43479|issue:43644", + "issue:44373|issue:44485", "issue:44295|issue:44623", + "issue:43723|issue:44871", "issue:45092|issue:45357", "issue:44261|issue:45092", - "issue:43723|issue:44991", - "issue:44373|issue:44485", - "issue:43723|issue:44871", - "issue:30990|issue:38175", - "issue:43723|issue:44442", - "issue:42886|issue:42994", "issue:43479|issue:44913", + "issue:30990|issue:38175", "issue:41628|issue:43824", - "issue:42831|issue:45310", - "issue:42831|issue:44038", - "issue:43232|issue:45593", - "issue:44263|issue:44373", - "issue:43756|issue:44060", - "issue:42757|issue:45278", - "issue:42831|issue:45753" + "issue:42886|issue:42994" ], - "prepared_review_unit_hash": "10816054476173d9994b015f064178dbd41a641a236a54e3ff20669b41d3f4f5", + "prepared_review_unit_hash": "5847d2c109db3ca3054bd3286af6c1c13fe9de85224d0d4b359d5b72a275dd03", "component_budget": { - "node_count": 383, - "item_count": 383, - "soft_pair_count": 1434, - "serialized_chars": 739528, - "estimated_input_tokens": 184882, - "estimated_eval_tokens": 370020 + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 37, - "serialized_chars": 38475, - "estimated_input_tokens": 9619, - "estimated_eval_tokens": 19494 + "soft_pair_count": 34, + "serialized_chars": 37707, + "estimated_input_tokens": 9427, + "estimated_eval_tokens": 19110 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers bug reports with only superficial lexical overlap (imports, tokenizers, loading, save_pretrained, multimodal models). None of the soft pairs look like the same underlying bug/change, so they should not be merged as duplicates.", - "confidence": 0.82, - "canonical_issue_reason": "issue:45278 is the broadest umbrella among the mixed import-failure reports, but the cluster is too heterogeneous for a true canonical duplicate.", + "summary": "This cluster is heterogeneous: it contains many unrelated import, loading, saving, config, and runtime regression reports. The soft similarities are mostly broad subsystem overlap, not the same underlying bug or change, so no soft pair should be merged.", + "confidence": 0.86, + "canonical_issue_reason": "No true canonical issue: the cluster is too mixed. If a representative is needed, issue 43723 is the broadest load/regression report in the set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the closest thing to a representative anchor because it generalizes over several import/regression complaints, though it still does not subsume the rest.", + "best_issue_reason": "Issue 43723 is the best single representative because it is a generic loader regression, but it should not be treated as an umbrella duplicate for the other issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44222", - "right": "issue:44297", + "left": "issue:42898", + "right": "issue:43295", "accept": false, - "reason": "Both mention save_pretrained, but one is FP8/moe model saving and the other is tokenizer_class metadata mismatch; different code paths and failures." + "reason": "Different bugs: tokenization cleanup behavior vs processor/tokenizer image-passing regression." }, { - "left": "issue:43479", - "right": "issue:43644", + "left": "issue:44933", + "right": "issue:45712", "accept": false, - "reason": "Both concern model/config initialization, but one is Phi4Multimodal default sub-config creation and the other is non-persistent buffer corruption in v5; not the same bug." + "reason": "Both touch import exposure, but one is an image_utils import problem and the other is dummy_pt_objects leakage; not the same issue." }, { - "left": "issue:44297", - "right": "issue:45656", + "left": "issue:42175", + "right": "issue:44933", "accept": false, - "reason": "Tokenizer save metadata corruption and a deepspeed double optimizer step are unrelated subsystems and symptoms." + "reason": "PyTorch backend install coverage vs image_utils import exposure; unrelated root causes." }, { - "left": "issue:44206", - "right": "issue:45103", + "left": "issue:41628", + "right": "issue:45459", "accept": false, - "reason": "FeatureExtractor center-arg regression and auto-docstring crashes from future annotations are unrelated code paths." + "reason": "AutoImageProcessor import failure vs protobuf-dependent tokenizer error masking; different code paths." }, { - "left": "issue:42831", - "right": "issue:44623", + "left": "issue:43976", + "right": "issue:44933", "accept": false, - "reason": "FP8 accuracy issues and processor.save_pretrained missing files are different classes of bugs." + "reason": "Python version compatibility regression vs missing import from image_utils; unrelated." }, { "left": "issue:44222", - "right": "issue:44623", + "right": "issue:44297", "accept": false, - "reason": "Both involve saving, but model FP8/moe saving and processor file omission are distinct problems." + "reason": "FP8 save_pretrained failure vs tokenizer_class metadata mismatch; different functionality." }, { - "left": "issue:22355", - "right": "issue:28282", + "left": "issue:44297", + "right": "issue:45656", "accept": false, - "reason": "Importing transformers.onnx and missing PyTorch for AutoModel are separate dependency/import issues." + "reason": "Tokenizer save metadata bug vs deepspeed optimizer-step behavior; unrelated." }, { - "left": "issue:30333", - "right": "issue:36331", + "left": "issue:43479", + "right": "issue:44869", "accept": false, - "reason": "MLflow reporting on training failure and a Trainer compute_loss signature change are unrelated training issues." + "reason": "Multimodal config initialization bug vs Whisper decode crash; not the same bug." }, { - "left": "issue:41628", - "right": "issue:42757", + "left": "issue:44206", + "right": "issue:45103", "accept": false, - "reason": "AutoImageProcessor import failure and is_offline_mode import failure are different missing-symbol regressions." + "reason": "Unsupported feature-extractor arg crash vs auto-docstring annotations crash; different subsystems." }, { - "left": "issue:44483", - "right": "issue:45406", + "left": "issue:42831", + "right": "issue:44623", "accept": false, - "reason": "chat/completions request handling and Gemma4Processor missing _tokenizer are separate runtime failures." + "reason": "FineGrainedFP8 accuracy issue vs processor.save_pretrained missing files; unrelated." }, { - "left": "issue:43723", - "right": "issue:44977", + "left": "issue:44222", + "right": "issue:44623", "accept": false, - "reason": "Tokenizer loading in v5 and Qwen3.5 flash-attention generation are unrelated model-specific bugs." + "reason": "FP8 MOE save bug vs processor serialization bug; different concrete failures." }, { - "left": "issue:44297", - "right": "issue:45310", + "left": "issue:30333", + "right": "issue:36331", "accept": false, - "reason": "Tokenizer config save mismatch and Qwen3.5 MoE from_pretrained failure are different behaviors in different areas." + "reason": "MLflow reporting on failed jobs vs CustomTrainer.compute_loss signature mismatch; unrelated." }, { - "left": "issue:44263", - "right": "issue:45092", + "left": "issue:41628", + "right": "issue:42757", "accept": false, - "reason": "torch.split return handling in one indexer and InternVL2 meta-init incompatibility are not the same bug." + "reason": "Both are import errors, but they affect different modules and dependency layers; not the same bug." }, { - "left": "issue:44222", - "right": "issue:44484", + "left": "issue:43723", + "right": "issue:44977", "accept": false, - "reason": "FP8/moe save_pretrained failure and max_shard_size default discussion are unrelated save_pretrained topics." + "reason": "Tokenizer loading regression vs flash-attention generation failure; different code paths." }, { - "left": "issue:44263", - "right": "issue:44360", + "left": "issue:30333", + "right": "issue:34689", "accept": false, - "reason": "Both mention DSA/indexer behavior, but one is split return values and the other is a missing ReLU; distinct changes." + "reason": "Failed-training MLflow reporting vs model loading import regression; unrelated." }, { - "left": "issue:30333", - "right": "issue:34689", + "left": "issue:44297", + "right": "issue:45310", "accept": false, - "reason": "MLflow job state reporting and Llama 3.2 Vision model loading regression are unrelated." + "reason": "Tokenizer config mismatch vs Qwen3.5 MoE from_pretrained error; not the same failure." }, { "left": "issue:28282", "right": "issue:30333", "accept": false, - "reason": "Missing PyTorch import dependency and MLflow training-reporting issue do not describe the same underlying bug." + "reason": "PyTorch-missing import error vs MLflow reporting bug; unrelated." }, { "left": "issue:30333", "right": "issue:35141", "accept": false, - "reason": "Training-job reporting and embedding resize/post_init reinit are unrelated bugs." - }, - { - "left": "issue:44514", - "right": "issue:45103", - "accept": false, - "reason": "Qwen2_5_VLProcessor chat-template batching and auto-docstring annotation handling are unrelated." - }, - { - "left": "issue:44295", - "right": "issue:44623", - "accept": false, - "reason": "position_ids buffer read errors and processor.save_pretrained missing files are different save/load regressions." - }, - { - "left": "issue:45092", - "right": "issue:45357", - "accept": false, - "reason": "Old InternVL2 meta-init incompatibility and Qwen3.5 visual encoder key saving are separate model-specific issues." - }, - { - "left": "issue:44261", - "right": "issue:45092", - "accept": false, - "reason": "MLA q_a_layernorm epsilon precision and InternVL2 meta-init incompatibility are unrelated model/config bugs." + "reason": "Training-job reporting bug vs embedding resize/post_init reinitialization; different issues." }, { - "left": "issue:43723", - "right": "issue:44991", + "left": "issue:44483", + "right": "issue:45406", "accept": false, - "reason": "Both are tokenizer-loading complaints, but they target different models and failure modes; too broad to be the same bug." + "reason": "OpenAI chat endpoint rejection vs Gemma4Processor missing _tokenizer attribute; different server-side problems." }, { - "left": "issue:44373", - "right": "issue:44485", + "left": "issue:43873", + "right": "issue:44945", "accept": false, - "reason": "Wrong docstring for position_ids and GLM-5 RoPE implementation are different kinds of issues." + "reason": "Quantization/offloading issue vs pipeline-parallelism output issue; unrelated." }, { - "left": "issue:43723", - "right": "issue:44871", + "left": "issue:44222", + "right": "issue:44484", "accept": false, - "reason": "Tokenizer loading failure and eos_token_id inconsistency on Gemma-3 are separate model/config regressions." + "reason": "FP8 save_pretrained bug vs max_shard_size question; not the same issue." }, { - "left": "issue:30990", - "right": "issue:38175", + "left": "issue:44263", + "right": "issue:44360", "accept": false, - "reason": "Sentence Transformers loading hang and SigLIP2 zero probabilities are unrelated runtime/model-quality issues." + "reason": "Both involve DSA/GLM-MoE naming, but one is torch.split return handling and the other is a missing ReLU; distinct bugs." }, { - "left": "issue:43723", - "right": "issue:44442", + "left": "issue:44263", + "right": "issue:45092", "accept": false, - "reason": "AutoTokenizer loading failure and FastSpeech2ConformerTokenizer loading failure are similar on the surface but model-specific and not clearly the same bug." + "reason": "GLM-MoE indexer bug vs remote-code checkpoint/meta-init incompatibility; unrelated." }, { - "left": "issue:42886", - "right": "issue:42994", + "left": "issue:44514", + "right": "issue:45103", "accept": false, - "reason": "Offline tokenizer cache loading and quantized model saving are different cache/save behaviors." + "reason": "Processor batching crash vs auto-docstring AttributeError; different features." }, { "left": "issue:43479", - "right": "issue:44913", + "right": "issue:43644", "accept": false, - "reason": "Phi4Multimodal default config initialization and GPTNeoXConfig rotary_pct reload revert are distinct config bugs." + "reason": "Config defaulting bug vs non-persistent buffer junk-fill regression; unrelated." }, { - "left": "issue:41628", - "right": "issue:43824", + "left": "issue:44373", + "right": "issue:44485", "accept": false, - "reason": "AutoImageProcessor import failure and Qwen2_5_VLForConditionalGeneration import failure are separate symbol-export regressions." + "reason": "Docstring mismatch for position_ids vs RoPE implementation discussion; not the same underlying bug." }, { - "left": "issue:42831", - "right": "issue:45310", + "left": "issue:44295", + "right": "issue:44623", "accept": false, - "reason": "FineGrainedFP8 accuracy and Qwen3.5 MoE from_pretrained error are unrelated problems." + "reason": "position_ids buffer read error vs missing processor save_pretrained files; different code paths." }, { - "left": "issue:42831", - "right": "issue:44038", + "left": "issue:43723", + "right": "issue:44871", "accept": false, - "reason": "FP8 accuracy issue and Qwen3-VL-Moe bug are different model behaviors and fixes." + "reason": "Tokenizer loading regression vs eos_token_id configuration inconsistency; unrelated." }, { - "left": "issue:43232", - "right": "issue:45593", + "left": "issue:45092", + "right": "issue:45357", "accept": false, - "reason": "Generation sync_gpus kwargs handling and D-FINE auxiliary-loss omission are unrelated training/generation bugs." + "reason": "Both concern Qwen/remote-code vision models, but one is v5 meta-init incompatibility and the other is incorrect save_pretrained keys; not mergeable as one fix." }, { - "left": "issue:44263", - "right": "issue:44373", + "left": "issue:44261", + "right": "issue:45092", "accept": false, - "reason": "An indexer split-return issue and a docstring typo are not the same underlying change." + "reason": "RMS norm epsilon precision bug vs remote-code checkpoint meta-init incompatibility; different failures." }, { - "left": "issue:43756", - "right": "issue:44060", + "left": "issue:30990", + "right": "issue:38175", "accept": false, - "reason": "Smollm3 RoPE layer count mismatch and Qwen3-Next tied-weights warning are different model-architecture bugs." + "reason": "Loading hang in Sentence Transformers vs zero-probability output issue in SigLIP2; unrelated." }, { - "left": "issue:42757", - "right": "issue:45278", + "left": "issue:41628", + "right": "issue:43824", "accept": false, - "reason": "Missing is_offline_mode import and broad import errors after upgrading to v5.5.0 are related only at a very high level, not the same bug." + "reason": "Import errors for different classes and causes; not the same underlying bug." }, { - "left": "issue:42831", - "right": "issue:45753", + "left": "issue:42886", + "right": "issue:42994", "accept": false, - "reason": "FP8 accuracy and Qwen3_5 infinite-loop generation for a specific image are unrelated symptoms and code paths." + "reason": "Offline cache tokenizer load failure vs quantized model saving failure; unrelated." } ] }, @@ -11538,7 +11413,7 @@ { "label": "issue", "component_index": 2, - "component_count": 14, + "component_count": 16, "review_unit_index": 36, "review_unit_count": 44, "status": "reviewed", @@ -11546,15 +11421,16 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-383", + "cluster_id": "cluster-15354-384", "nodes": [ - "issue:29127", + "issue:22355", + "issue:28282", "issue:30990", "issue:33357", - "issue:36296", - "issue:39401", "issue:41628", "issue:42371", + "issue:42757", + "issue:42831", "issue:42886", "issue:42907", "issue:43066", @@ -11562,25 +11438,23 @@ "issue:43122", "issue:43232", "issue:43408", - "issue:43452", "issue:43475", "issue:43576", + "issue:43723", + "issue:43756", "issue:43784", - "issue:43824", "issue:43937", - "issue:43976", "issue:44038", + "issue:44060", "issue:44117", - "issue:44222", "issue:44261", "issue:44263", "issue:44295", "issue:44297", - "issue:44351", "issue:44360", "issue:44373", + "issue:44442", "issue:44485", - "issue:44488", "issue:44514", "issue:44521", "issue:44625", @@ -11589,255 +11463,255 @@ "issue:44779", "issue:44829", "issue:44945", - "issue:44964", "issue:45200", "issue:45245", "issue:45278", "issue:45290", - "issue:45600" + "issue:45310", + "issue:45593", + "issue:45600", + "issue:45753" ], "soft_pairs": [ + "issue:22355|issue:28282", + "issue:42831|issue:45310", + "issue:44945|issue:45753", + "issue:44263|issue:44373", + "issue:42831|issue:44038", + "issue:42757|issue:45278", "issue:43576|issue:43784", - "issue:43122|issue:44521", "issue:42886|issue:43066", - "issue:42371|issue:44263", - "issue:30990|issue:33357", + "issue:43232|issue:45593", "issue:44117|issue:44704", - "issue:43232|issue:44743", - "issue:42907|issue:44945", - "issue:43976|issue:44945", + "issue:30990|issue:33357", + "issue:42371|issue:44263", "issue:44704|issue:45290", + "issue:43756|issue:44060", + "issue:42907|issue:44945", "issue:43122|issue:44514", - "issue:43408|issue:43475", - "issue:39401|issue:44488", - "issue:43232|issue:45245", "issue:44295|issue:44297", - "issue:42907|issue:43937", + "issue:43232|issue:45245", + "issue:43723|issue:44779", + "issue:43408|issue:43475", + "issue:43723|issue:44442", + "issue:43122|issue:44521", "issue:43784|issue:45600", - "issue:39401|issue:44521", + "issue:42907|issue:43937", "issue:41628|issue:45278", "issue:44360|issue:44485", - "issue:43116|issue:45200", - "issue:44625|issue:44829", - "issue:29127|issue:30990", "issue:44261|issue:44373", - "issue:43122|issue:44779", - "issue:42907|issue:44964", - "issue:44038|issue:44297", - "issue:42907|issue:43452", - "issue:44038|issue:44295", - "issue:36296|issue:43116", - "issue:44038|issue:44222", - "issue:43824|issue:44351" + "issue:43232|issue:44743", + "issue:43116|issue:45200", + "issue:44625|issue:44829" ], - "prepared_review_unit_hash": "9723b4d52101baa9d9ca6eb7ca6e12a37f099e11256a999adbd9b472ed0ee6bb", + "prepared_review_unit_hash": "9e1f738dcda9eefb185df1a4d094435a62597900fe7d49c8cb770d5973335eae", "component_budget": { - "node_count": 383, - "item_count": 383, - "soft_pair_count": 1434, - "serialized_chars": 739528, - "estimated_input_tokens": 184882, - "estimated_eval_tokens": 370020 + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36289, - "estimated_input_tokens": 9073, - "estimated_eval_tokens": 18402 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36295, + "estimated_input_tokens": 9074, + "estimated_eval_tokens": 18404 }, "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 superficial similarity around v5 regressions, tokenizers, imports, generation, and multimodal processors. I did not find any soft-edge pair that clearly shares the same underlying bug/change, so none are accepted.", - "confidence": 0.69, - "canonical_issue_reason": "issue:43122 is the broadest and most reusable report here: a generic tokenizer regression from 4.57.3 to 5.0. It best represents the repeated tokenizer-v5 symptom family in this set.", + "summary": "The cluster is mostly a loose collection of distinct transformers regressions; the soft-similarity pairs are not strong enough to collapse, so I would keep them separate. The best anchor issue is the broad v5 import-regression report.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45278 is the broadest umbrella item in this set, covering multiple import failures after the 4.57.0 -> 5.5.0 upgrade.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43122 is the strongest single representative because it is broad, version-focused, and closest to several other tokenizer-related reports, even though it is not a duplicate of them.", + "best_issue_reason": "issue:45278 is the best triage anchor because it most naturally represents the shared import/error regression theme across several nearby reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43576", - "right": "issue:43784", + "left": "issue:22355", + "right": "issue:28282", "accept": false, - "reason": "Different failures: CLI/env command behavior vs a NameError during sentence-transformers import." + "reason": "Both are import errors, but one is about `transformers.onnx` and the other is missing PyTorch; different missing dependency paths." }, { - "left": "issue:43122", - "right": "issue:44521", + "left": "issue:42831", + "right": "issue:45310", "accept": false, - "reason": "Both involve tokenizer/templating behavior, but one is a generic tokenizer version-regression and the other is a multimodal assistant-mask bug." + "reason": "Different model-specific bugs: FineGrainedFP8 accuracy vs Qwen3.5 MoE from_pretrained failure." }, { - "left": "issue:42886", - "right": "issue:43066", + "left": "issue:44945", + "right": "issue:45753", "accept": false, - "reason": "Both are tokenizer-related, but offline cache loading and decoder-type selection are different code paths and symptoms." + "reason": "Pipeline-parallel output corruption and a Qwen3_5 image-specific infinite loop are unrelated symptoms." }, { - "left": "issue:42371", - "right": "issue:44263", + "left": "issue:44263", + "right": "issue:44373", "accept": false, - "reason": "Unrelated: TF32 configuration warning vs a torch.split return-value issue in a model-specific indexer." + "reason": "One is a runtime tensor-splitting issue; the other is a docstring typo." }, { - "left": "issue:30990", - "right": "issue:33357", + "left": "issue:42831", + "right": "issue:44038", "accept": false, - "reason": "Sentence-Transformers loading hang and a MacOS bus error on CLIP are not the same bug." + "reason": "Separate Qwen/FP8 issues with different failure modes; not the same code-path bug." }, { - "left": "issue:44117", - "right": "issue:44704", + "left": "issue:42757", + "right": "issue:45278", "accept": false, - "reason": "Both touch loading plumbing, but TOKENIZER_MAPPING_NAMES returning None and AutoProcessor kwargs forwarding are distinct defects." + "reason": "`is_offline_mode` removal is one specific import breakage; 45278 is a broad report with no proof it is the same root cause." }, { - "left": "issue:43232", - "right": "issue:44743", + "left": "issue:43576", + "right": "issue:43784", "accept": false, - "reason": "Both concern generation/caching, but they affect different mechanisms and do not appear to share one concrete root cause." + "reason": "CLI/env-command breakage and an import NameError in sentence-transformers are different problems." }, { - "left": "issue:42907", - "right": "issue:44945", + "left": "issue:42886", + "right": "issue:43066", "accept": false, - "reason": "Saving dequantized models and incorrect pipeline-parallel outputs are unrelated problems." + "reason": "Offline cache loading failure and wrong tokenizer decoder type are distinct tokenizer bugs." }, { - "left": "issue:43976", - "right": "issue:44945", + "left": "issue:43232", + "right": "issue:45593", "accept": false, - "reason": "Python version compatibility and pipeline-parallel output correctness are different issues." + "reason": "Generation kwargs/state handling and D-FINE auxiliary-loss behavior are unrelated." }, { - "left": "issue:44704", - "right": "issue:45290", + "left": "issue:44117", + "right": "issue:44704", "accept": false, - "reason": "AutoProcessor cached_file kwargs forwarding and chat-template crashing on tool-call messages are separate bugs." + "reason": "Tokenizer mapping lookup vs AutoProcessor kwargs forwarding are different call sites and failures." }, { - "left": "issue:43122", - "right": "issue:44514", + "left": "issue:30990", + "right": "issue:33357", "accept": false, - "reason": "Both involve tokenization/chat-template behavior, but one is a generic tokenizer regression and the other is a Qwen2_5_VLProcessor batching crash." + "reason": "Both involve loading, but one is a hang and the other is a macOS bus error with a specific CLIP model." }, { - "left": "issue:43408", - "right": "issue:43475", + "left": "issue:42371", + "right": "issue:44263", "accept": false, - "reason": "Same family (SAM 3) but different failures: wrong model-type warning vs missing attribute on a vision encoder output." + "reason": "TF32 API guidance and a DSA indexer tensor bug are unrelated." }, { - "left": "issue:39401", - "right": "issue:44488", + "left": "issue:44704", + "right": "issue:45290", "accept": false, - "reason": "Qwen3 offset_mapping corruption and a model-loading failure for cjvt/sleng-bert are unrelated." + "reason": "AutoProcessor cache-file kwargs and chat-template tool-call crashes are separate code paths." }, { - "left": "issue:43232", - "right": "issue:45245", + "left": "issue:43756", + "right": "issue:44060", "accept": false, - "reason": "Generation-state handling and a categorical limit runtime error are not the same bug." + "reason": "Smollm3 RoPE layer count and Qwen3-Next tied-weights warning are different model implementation issues." }, { - "left": "issue:44295", - "right": "issue:44297", + "left": "issue:42907", + "right": "issue:44945", "accept": false, - "reason": "Position_ids buffer access and tokenizer_class metadata mismatch are different serialization/runtime issues." + "reason": "Saving dequantized Ministral/Devstral models and pipeline-parallel output errors do not share a concrete root cause." }, { - "left": "issue:42907", - "right": "issue:43937", + "left": "issue:43122", + "right": "issue:44514", "accept": false, - "reason": "Dequantized model saving and invalid GenerationConfig validation are unrelated." + "reason": "Tokenizer output drift across versions and chat-template batching crashes are different behaviors." }, { - "left": "issue:43784", - "right": "issue:45600", + "left": "issue:44295", + "right": "issue:44297", "accept": false, - "reason": "Importing sentence-transformers and stale auto_mappings references are different breakages." + "reason": "Reading a bufferized `position_ids` tensor and mismatched tokenizer_class metadata are unrelated." }, { - "left": "issue:39401", - "right": "issue:44521", + "left": "issue:43232", + "right": "issue:45245", "accept": false, - "reason": "Both are tokenizer/processor-related, but one is offset_mapping for Qwen3 and the other is assistant mask generation for multimodal inputs." + "reason": "Generation sync-gpu state handling and a 2^24 category-limit runtime error are not the same bug." }, { - "left": "issue:41628", - "right": "issue:45278", + "left": "issue:43723", + "right": "issue:44779", "accept": false, - "reason": "A specific missing import and a broad wave of import errors after upgrade are not clearly the same underlying defect." + "reason": "Both are tokenizer problems in v5, but one is a generic load failure and the other is Deepseek tokenization correctness; no shared concrete fix is evident." }, { - "left": "issue:44360", - "right": "issue:44485", + "left": "issue:43408", + "right": "issue:43475", "accept": false, - "reason": "DSA indexer activation logic and GLM-5 RoPE implementation are unrelated." + "reason": "Model-type warning and missing `fpn_position_embeddings` are different SAM3 issues." }, { - "left": "issue:43116", - "right": "issue:45200", + "left": "issue:43723", + "right": "issue:44442", "accept": false, - "reason": "Multi-label example-script behavior and Gemma 4 token-type-id defaults are different issues." + "reason": "Generic AutoTokenizer load regression and a FastSpeech2ConformerTokenizer-specific failure are not the same underlying bug." }, { - "left": "issue:44625", - "right": "issue:44829", + "left": "issue:43122", + "right": "issue:44521", "accept": false, - "reason": "num_labels propagation and flash_attention_3 training degeneration are unrelated." + "reason": "Tokenizer behavior drift and multimodal assistant-mask generation are separate problems." }, { - "left": "issue:29127", - "right": "issue:30990", + "left": "issue:43784", + "right": "issue:45600", "accept": false, - "reason": "LayoutLMv3 error-message clarity and loading hangs are completely different problems." + "reason": "Import NameError from latest transformers and stale auto_mappings references are different breakages." }, { - "left": "issue:44261", - "right": "issue:44373", + "left": "issue:42907", + "right": "issue:43937", "accept": false, - "reason": "Missing rms_norm_eps handling and a wrong docstring for position_ids are not the same bug." + "reason": "Model save/dequantization failure and invalid GenerationConfig for GLM-5 are unrelated." }, { - "left": "issue:43122", - "right": "issue:44779", + "left": "issue:41628", + "right": "issue:45278", "accept": false, - "reason": "Both are tokenizer regressions in v5, but one is a generic version-to-version difference and the other is Deepseek-specific incorrect results." + "reason": "Missing `AutoImageProcessor` is one import regression, but 45278 is too broad to prove the same root cause." }, { - "left": "issue:42907", - "right": "issue:44964", + "left": "issue:44360", + "right": "issue:44485", "accept": false, - "reason": "Saving dequantized models and loading Phi-4 multimodal are unrelated." + "reason": "A missing ReLU in the DSA indexer and GLM-5 RoPE implementation are different code paths." }, { - "left": "issue:44038", - "right": "issue:44297", + "left": "issue:44261", + "right": "issue:44373", "accept": false, - "reason": "Qwen3-VL-Moe bug and tokenizer save_pretrained metadata mismatch are different code paths." + "reason": "Precision/eps config bug in MLA q_a_layernorm vs a wrong docstring are unrelated." }, { - "left": "issue:36296", - "right": "issue:43116", + "left": "issue:43232", + "right": "issue:44743", "accept": false, - "reason": "Tensor parallel training and the multi-label classification example bug are unrelated." + "reason": "Both touch generation/cache behavior, but one is sync_gpus bookkeeping and the other is recurrent-state reset in Qwen3.5 modular code." }, { - "left": "issue:44038", - "right": "issue:44222", + "left": "issue:43116", + "right": "issue:45200", "accept": false, - "reason": "Qwen3-VL-Moe behavior and FP8 save_pretrained behavior are different model/runtime problems." + "reason": "Example script multi-label output bug and Gemma 4 mm_token_type_ids defaulting are different issues." }, { - "left": "issue:43824", - "right": "issue:44351", + "left": "issue:44625", + "right": "issue:44829", "accept": false, - "reason": "Cannot import a specific Qwen2_5_VL class and cannot import HybridCache are different missing-symbol issues." + "reason": "Qwen3.5 label-propagation and flash-attention-3 training degeneration are unrelated." } ] }, @@ -11851,7 +11725,7 @@ { "label": "issue", "component_index": 2, - "component_count": 14, + "component_count": 16, "review_unit_index": 37, "review_unit_count": 44, "status": "reviewed", @@ -11859,297 +11733,331 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-383", + "cluster_id": "cluster-15354-384", "nodes": [ - "issue:22355", "issue:29127", + "issue:30990", "issue:33453", - "issue:38617", + "issue:36296", "issue:39401", + "issue:42175", "issue:42222", "issue:42371", - "issue:42673", "issue:42757", + "issue:42831", "issue:42907", "issue:43064", + "issue:43066", "issue:43116", "issue:43122", - "issue:43278", "issue:43441", - "issue:43450", + "issue:43452", "issue:43493", "issue:43673", "issue:43784", + "issue:43824", "issue:43825", - "issue:43827", "issue:43874", "issue:43937", "issue:43976", - "issue:43986", "issue:43992", "issue:44038", "issue:44075", - "issue:44117", "issue:44222", - "issue:44291", + "issue:44295", + "issue:44297", "issue:44351", "issue:44485", + "issue:44488", + "issue:44521", "issue:44704", "issue:44779", "issue:44936", - "issue:44945", + "issue:44938", + "issue:44964", "issue:44977", - "issue:45071", - "issue:45072", "issue:45083", "issue:45216", - "issue:45278", "issue:45446", "issue:45478", "issue:45563", - "issue:45588", "issue:45753" ], "soft_pairs": [ + "issue:29127|issue:30990", + "issue:43122|issue:44779", + "issue:42907|issue:44964", + "issue:44038|issue:44297", + "issue:42907|issue:43452", + "issue:44038|issue:44295", + "issue:39401|issue:44488", + "issue:36296|issue:43116", + "issue:43824|issue:44351", + "issue:44038|issue:44222", + "issue:43066|issue:44779", + "issue:39401|issue:44521", "issue:45216|issue:45478", - "issue:43278|issue:44945", - "issue:43992|issue:44704", "issue:42757|issue:44351", - "issue:43493|issue:45753", "issue:43122|issue:44977", + "issue:43992|issue:44704", "issue:42907|issue:44222", "issue:43784|issue:45446", - "issue:42673|issue:45072", "issue:43937|issue:44485", - "issue:22355|issue:29127", - "issue:38617|issue:45278", "issue:42222|issue:43441", - "issue:43064|issue:43673", "issue:42371|issue:43874", - "issue:43116|issue:43493", - "issue:44075|issue:44936", "issue:43976|issue:45446", + "issue:43493|issue:45753", + "issue:42831|issue:45753", + "issue:44075|issue:44936", "issue:43116|issue:43825", - "issue:44038|issue:45478", "issue:44222|issue:45478", - "issue:43937|issue:45563", + "issue:44038|issue:45478", + "issue:43116|issue:43493", + "issue:43064|issue:43673", "issue:45083|issue:45446", + "issue:42175|issue:44938", + "issue:43937|issue:45563", "issue:33453|issue:39401", - "issue:39401|issue:44779", - "issue:44117|issue:45588", - "issue:43827|issue:45446", - "issue:43937|issue:44977", - "issue:44291|issue:45071", - "issue:43450|issue:43986" + "issue:39401|issue:44779" ], - "prepared_review_unit_hash": "8cc6da35e6de4b4067c246d68d41554707ef6489baa4f3299a07ea155b74b7af", + "prepared_review_unit_hash": "c38befd95bf576cf8e5c04597bd299788e49aaf4eddbda6364bcbad82ce5f79c", "component_budget": { - "node_count": 383, - "item_count": 383, - "soft_pair_count": 1434, - "serialized_chars": 739528, - "estimated_input_tokens": 184882, - "estimated_eval_tokens": 370020 + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36278, - "estimated_input_tokens": 9070, - "estimated_eval_tokens": 18396 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 35, + "serialized_chars": 37060, + "estimated_input_tokens": 9265, + "estimated_eval_tokens": 18786 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a noisy mix of unrelated Transformers v5 regression reports spanning import errors, tokenizer issues, model-specific bugs, and training/runtime failures. There is no strong duplicate set overall; 45278 is the best umbrella issue for the shared import-breakage theme, but most pairs are not the same underlying bug.", - "confidence": 0.78, - "canonical_issue_reason": "45278 is the broadest umbrella here, covering multiple import errors after the 4.57.0 -> 5.5.0 upgrade, which matches the shared regression pattern better than the more specific reports.", + "summary": "This cluster is mostly heterogeneous: tokenizer regressions, model import/load failures, training issues, save_pretrained regressions, and a few model-specific bugs. I don\u2019t see any pair that clearly describes the same concrete underlying bug/change.", + "confidence": 0.41, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "45278 is the least-bad anchor for the cluster because it captures the widest version-regression/import-breakage theme across the set.", + "best_issue_reason": "issue:43122 is the broadest representative here, covering a version-wide tokenization regression rather than a narrow model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45216", - "right": "issue:45478", + "left": "issue:29127", + "right": "issue:30990", "accept": false, - "reason": "Same model family, but one is save_pretrained checkpoint corruption and the other is from_pretrained loading failure; different code paths." + "reason": "Unrelated: LayoutLMv3 box/error messaging vs Sentence Transformers loading hang." }, { - "left": "issue:43278", - "right": "issue:44945", + "left": "issue:43122", + "right": "issue:44779", "accept": false, - "reason": "Both are dtype/behavior regressions, but they affect different subsystems and symptoms, not one concrete bug." + "reason": "Both are tokenizer regressions in v5, but the reports are too generic/species-specific to confirm the same concrete code-path bug." }, { - "left": "issue:43992", - "right": "issue:44704", + "left": "issue:42907", + "right": "issue:44964", "accept": false, - "reason": "UMT5 loading bug vs AutoProcessor kwargs propagation; unrelated paths." + "reason": "Different areas: dequantized model saving vs loading Phi-4 multimodal." }, { - "left": "issue:42757", - "right": "issue:44351", + "left": "issue:44038", + "right": "issue:44297", "accept": false, - "reason": "Both are import errors, but for different symbols and different packages; not the same bug." + "reason": "Qwen3-VL-Moe load issue vs tokenizer save_pretrained class metadata mismatch; different failure modes." }, { - "left": "issue:43493", - "right": "issue:45753", + "left": "issue:42907", + "right": "issue:43452", "accept": false, - "reason": "Different multimodal bugs: SigLIP2 implementation mismatch vs Qwen3_5 infinite loop on one image." + "reason": "Save/dequantization failure vs gguf_file loading path break; not the same bug." }, { - "left": "issue:43122", - "right": "issue:44977", + "left": "issue:44038", + "right": "issue:44295", "accept": false, - "reason": "Tokenizer regression vs flash-attention generation issue; no shared failure mode." + "reason": "Model loading/regression vs position_ids buffer read error; separate code paths." }, { - "left": "issue:42907", - "right": "issue:44222", + "left": "issue:39401", + "right": "issue:44488", "accept": false, - "reason": "Both concern save_pretrained, but one is dequantized model saving and the other is FP8 MoE saving; distinct bugs." + "reason": "Different tokenizer/model topics: Qwen3 offset mapping vs loading a specific BERT model." }, { - "left": "issue:43784", - "right": "issue:45446", + "left": "issue:36296", + "right": "issue:43116", "accept": false, - "reason": "Import NameError in sentence-transformers integration vs a PyTorch version check in flex_attention; unrelated." + "reason": "Tensor parallel training bug vs example script multi-label output issue; unrelated." }, { - "left": "issue:42673", - "right": "issue:45072", + "left": "issue:43824", + "right": "issue:44351", "accept": false, - "reason": "VRAM leak in threaded Qwen3ForCausalLM use vs dtype mismatch in inference; different problems." + "reason": "Different missing exports/imports: Qwen2.5-VL class vs HybridCache." }, { - "left": "issue:43937", - "right": "issue:44485", + "left": "issue:44038", + "right": "issue:44222", "accept": false, - "reason": "Both mention GLM-5, but one is invalid GenerationConfig and the other is RoPE implementation; not the same bug." + "reason": "Different model families and symptoms: Qwen3-VL-Moe load issue vs vitpose breakage." }, { - "left": "issue:22355", - "right": "issue:29127", + "left": "issue:43066", + "right": "issue:44779", "accept": false, - "reason": "No module import error vs LayoutLMv3 error-message clarity; unrelated." + "reason": "Tokenizer decoder-type mismatch in v5 vs Deepseek tokenization regression; not enough evidence of one root cause." }, { - "left": "issue:38617", - "right": "issue:45278", + "left": "issue:39401", + "right": "issue:44521", "accept": false, - "reason": "38617 is one specific missing symbol import; 45278 is a broad umbrella of many import errors, but not the same concrete bug." + "reason": "Offset mapping bug vs multimodal assistant_mask bug; distinct tokenizer/template behavior." }, { - "left": "issue:42222", - "right": "issue:43441", + "left": "issue:45216", + "right": "issue:45478", "accept": false, - "reason": "VitPose breakage vs Ministral FlashAttention failure; unrelated model families and code paths." + "reason": "Both involve Qwen3.5 and v5.4.0, but one is save_pretrained checkpoint corruption and the other is from_pretrained load failure." }, { - "left": "issue:43064", - "right": "issue:43673", + "left": "issue:42757", + "right": "issue:44351", "accept": false, - "reason": "FSDP2/PEFT optimizer-state bug vs GenerationMixin cache issue; different training/generation paths." + "reason": "Different import errors from different packages/symbols." }, { - "left": "issue:42371", - "right": "issue:43874", + "left": "issue:43122", + "right": "issue:44977", "accept": false, - "reason": "TF32 configuration warning vs missing image-patch helper method; unrelated." + "reason": "Both mention v5 tokenization changes, but one is general regression and the other is Deepseek-specific generation/tokenization behavior." }, { - "left": "issue:43116", - "right": "issue:43493", + "left": "issue:43992", + "right": "issue:44704", "accept": false, - "reason": "Example-script multi-label output bug vs SigLIP2 implementation discrepancy; not the same issue." + "reason": "UMT5 weight loading bug vs AutoProcessor cached_file kwargs forwarding; unrelated." }, { - "left": "issue:44075", - "right": "issue:44936", + "left": "issue:42907", + "right": "issue:44222", "accept": false, - "reason": "SGD args ignored vs evaluate-after-train failure; distinct training bugs." + "reason": "Both are save-related, but quantization format/model differ; no shared concrete bug shown." }, { - "left": "issue:43976", + "left": "issue:43784", "right": "issue:45446", "accept": false, - "reason": "Python version compatibility issue vs incorrect torch version check; both environment-related but not the same bug." - }, - { - "left": "issue:43116", - "right": "issue:43825", - "accept": false, - "reason": "Multi-label classification example bug vs pipeline() translation error messaging; unrelated." + "reason": "Sentence-transformers import NameError vs flex_attention PyTorch version check; unrelated." }, { - "left": "issue:44038", - "right": "issue:45478", + "left": "issue:43937", + "right": "issue:44485", "accept": false, - "reason": "Different Qwen3 model variants and different failures; not one concrete code-path problem." + "reason": "GLM-5 generation config validation vs GLM-5 RoPE implementation; different defects." }, { - "left": "issue:44222", - "right": "issue:45478", + "left": "issue:42222", + "right": "issue:43441", "accept": false, - "reason": "Both involve MoE save/load, but one is FP8 save_pretrained and the other is a from_pretrained regression; distinct." + "reason": "Vitpose model loading breakage vs Ministral flash-attention failure; different models and paths." }, { - "left": "issue:43937", - "right": "issue:45563", + "left": "issue:42371", + "right": "issue:43874", "accept": false, - "reason": "GenerationConfig validation error vs stale warning in paged generate; unrelated generation bugs." + "reason": "TF32 settings warning vs missing image-patch helper AttributeError; unrelated." }, { - "left": "issue:45083", + "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Qwen3 Omni helper behavior vs flex_attention version check; no overlap beyond being bugs." + "reason": "Python version compatibility issue vs flex_attention import guard; different scope." }, { - "left": "issue:33453", - "right": "issue:39401", + "left": "issue:43493", + "right": "issue:45753", "accept": false, - "reason": "Tokenizer loading regression vs Qwen3 offset_mapping bug; different tokenizer failures." + "reason": "SigLIP2 implementation discrepancy vs Qwen3.5 infinite loop on one image; unrelated symptoms." }, { - "left": "issue:39401", - "right": "issue:44779", + "left": "issue:42831", + "right": "issue:45753", "accept": false, - "reason": "Both are tokenizer issues, but for different model families and failure modes." + "reason": "FP8 accuracy regression vs Qwen3.5 image-specific infinite loop; different bugs." }, { - "left": "issue:44117", - "right": "issue:45588", + "left": "issue:44075", + "right": "issue:44936", "accept": false, - "reason": "Tokenizer mapping/import assumptions vs flash_attention attribute crash; unrelated." + "reason": "Optimizer arguments ignored vs trainer.evaluate() failure after train(); not the same underlying issue." }, { - "left": "issue:43827", - "right": "issue:45446", + "left": "issue:43116", + "right": "issue:43825", "accept": false, - "reason": "Docs still referencing pipeline after removals vs a runtime version check bug; different artifacts and fixes." + "reason": "Example-script empty multi-label outputs vs pipeline translation-task error message; different features." }, { - "left": "issue:43937", - "right": "issue:44977", + "left": "issue:44222", + "right": "issue:45478", "accept": false, - "reason": "GLM-5 config validation vs Qwen3.5 flash-attention generation issue; different code paths." + "reason": "Different model families and code paths despite both involving MoE/loading." }, { - "left": "issue:44291", - "right": "issue:45071", + "left": "issue:44038", + "right": "issue:45478", "accept": false, - "reason": "init_empty_weights loading signature issue vs PretrainedConfig type checking regression; unrelated API breakages." + "reason": "Qwen3-VL-Moe vs Qwen3.5-Moe; too different to merge as one bug." }, { - "left": "issue:43450", - "right": "issue:43986", + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example classification output bug vs SigLIP2 model discrepancy; unrelated." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state bug vs GenerationMixin cache missing in chunked prefill; different training vs generation paths." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Helper length behavior in qwen3_omni_moe vs flex_attention import version check; unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Dependency/backend packaging issue vs Python 3.14 load failure; different compatibility problems." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GLM-5 generation config validation vs stale warning for num_return_sequences; different generation issues." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer loading regression vs offset_mapping bug; both tokenizer-related but not the same failure." + }, + { + "left": "issue:39401", + "right": "issue:44779", "accept": false, - "reason": "Batched video processor shape bug vs missing torchvision crash in AutoProcessor; different problems." + "reason": "Both are tokenizer regressions, but one is offset_mapping and the other is output correctness for Deepseek; insufficient evidence of one root cause." } ] }, @@ -12163,7 +12071,7 @@ { "label": "issue", "component_index": 2, - "component_count": 14, + "component_count": 16, "review_unit_index": 38, "review_unit_count": 44, "status": "reviewed", @@ -12171,324 +12079,314 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-383", + "cluster_id": "cluster-15354-384", "nodes": [ + "issue:22355", + "issue:29127", "issue:38617", "issue:39401", "issue:41628", "issue:42175", "issue:42222", "issue:42371", - "issue:42617", "issue:42673", - "issue:42831", "issue:43012", "issue:43066", - "issue:43097", "issue:43122", + "issue:43381", "issue:43408", "issue:43421", - "issue:43441", + "issue:43450", "issue:43577", - "issue:43582", - "issue:43673", "issue:43742", - "issue:43874", - "issue:43906", + "issue:43827", "issue:43937", + "issue:43986", "issue:44075", "issue:44117", "issue:44220", "issue:44261", + "issue:44291", "issue:44410", "issue:44483", "issue:44484", - "issue:44493", "issue:44496", "issue:44829", - "issue:44933", + "issue:44945", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45072", "issue:45081", "issue:45216", "issue:45278", "issue:45310", - "issue:45341", "issue:45405", "issue:45446", "issue:45459", "issue:45464", "issue:45478", "issue:45542", - "issue:45561", + "issue:45588", "issue:45656" ], "soft_pairs": [ - "issue:42673|issue:43906", - "issue:45341|issue:45561", + "issue:38617|issue:45278", + "issue:44117|issue:45588", + "issue:22355|issue:29127", + "issue:43827|issue:45446", + "issue:43381|issue:44945", + "issue:43937|issue:44977", + "issue:43450|issue:43986", "issue:45405|issue:45446", - "issue:44117|issue:45081", "issue:39401|issue:43421", + "issue:44117|issue:45081", + "issue:42673|issue:45072", "issue:38617|issue:41628", "issue:44829|issue:45216", - "issue:44410|issue:45310", "issue:43408|issue:43742", + "issue:44410|issue:45310", "issue:42222|issue:45542", - "issue:44484|issue:45310", - "issue:42371|issue:44261", - "issue:42673|issue:43582", + "issue:44291|issue:45071", "issue:42175|issue:42222", + "issue:44484|issue:45310", "issue:43937|issue:44496", "issue:44483|issue:45464", - "issue:38617|issue:44220", - "issue:42673|issue:43577", - "issue:42617|issue:45341", - "issue:44933|issue:45278", "issue:44075|issue:45656", - "issue:42371|issue:42831", - "issue:43012|issue:43577", "issue:43066|issue:43122", - "issue:43673|issue:45341", - "issue:43874|issue:44261", - "issue:44410|issue:45478", - "issue:44484|issue:45478", + "issue:44964|issue:45278", + "issue:43012|issue:43577", + "issue:38617|issue:44220", + "issue:42371|issue:44261", "issue:42222|issue:45459", - "issue:43097|issue:44493", - "issue:43441|issue:44829", - "issue:43012|issue:43408" + "issue:44484|issue:45478", + "issue:44410|issue:45478" ], - "prepared_review_unit_hash": "e610535c1b72e040a920c77392620cc02a6c5f379e57405116582f703c5c1447", + "prepared_review_unit_hash": "5ae0cea70dad86aec872ebd98684d316e72b0abf3fd734ce2c14a4effb11985f", "component_budget": { - "node_count": 383, - "item_count": 383, - "soft_pair_count": 1434, - "serialized_chars": 739528, - "estimated_input_tokens": 184882, - "estimated_eval_tokens": 370020 + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 32, - "serialized_chars": 36474, - "estimated_input_tokens": 9119, - "estimated_eval_tokens": 18494 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36622, + "estimated_input_tokens": 9156, + "estimated_eval_tokens": 18568 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a mixed bag of mostly unrelated Transformers regressions (imports, tokenizers, model loading, training, backend/version checks). The soft-edge candidates share broad subsystems at best, but they do not look like the same underlying bug or change, so I would not merge any of them.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 45278 is the broadest umbrella report in the set, centered on widespread import errors after upgrading to 5.5.0, which makes it the best representative of the import-regression subset in this otherwise heterogeneous cluster.", + "summary": "Mostly a heterogeneous set of unrelated Transformers issues; the only plausible duplicate pair is the tokenizer regression pair (43066/43122). No PRs are present.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45278 is the broadest open issue in the set and best matches the cluster's recurring v5 import-breakage theme.", "canonical_pr_reason": null, - "best_issue_reason": "45278 is the most general user-facing issue among the candidates and best captures the common import/version-regression theme that appears in a few nearby issues.", + "best_issue_reason": "issue:45278 is the best single representative because it covers the widest user-facing regression class in this mixed cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42673", - "right": "issue:43906", - "accept": false, - "reason": "Both mention Qwen-related behavior, but one is a VRAM leak in multithreaded dataloading and the other is an isolated reproduction of a different issue; not the same bug." - }, - { - "left": "issue:45341", - "right": "issue:45561", + "left": "issue:38617", + "right": "issue:45278", "accept": false, - "reason": "Both touch testing_utils, but 45561 is specifically a pytest-xdist race on captured_info.txt while 45341 is only a vague bug report; insufficient evidence they are the same defect." + "reason": "Both are import-related, but one is a specific missing symbol and the other is a broad umbrella for many import failures; not the same bug." }, { - "left": "issue:45405", - "right": "issue:45446", + "left": "issue:44117", + "right": "issue:45588", "accept": false, - "reason": "These are unrelated versioning/import checks: one is a PEFT minimum-version bump, the other is a PyTorch version check for flex_attention." + "reason": "Tokenizer mapping None handling and flash-attention sink handling are different code paths and symptoms." }, { - "left": "issue:44117", - "right": "issue:45081", + "left": "issue:22355", + "right": "issue:29127", "accept": false, - "reason": "Both are tokenizer-loading problems, but one is TOKENIZER_MAPPING_NAMES returning None and the other is a Mistral regex patch crash; different code paths and symptoms." + "reason": "A missing module import and a LayoutLMv3 error-message clarity issue are unrelated." }, { - "left": "issue:39401", - "right": "issue:43421", + "left": "issue:43827", + "right": "issue:45446", "accept": false, - "reason": "Both involve tokenizers, but offset_mapping correctness and runtime post-processor updates are different behaviors and likely different fixes." + "reason": "Docs referencing removed pipeline APIs and a flex_attention version-check bug are unrelated." }, { - "left": "issue:38617", - "right": "issue:41628", + "left": "issue:43381", + "right": "issue:44945", "accept": false, - "reason": "Both are import errors, but they concern different symbols from different modules and do not indicate the same missing export." + "reason": "Gradient checkpointing in eval mode and pipeline-parallelism output corruption are different bugs." }, { - "left": "issue:44829", - "right": "issue:45216", + "left": "issue:43937", + "right": "issue:44977", "accept": false, - "reason": "One is a flash_attention_3 training regression, the other is a save_pretrained checkpoint regression for Qwen3.5; unrelated failures." + "reason": "GenerationConfig validation and flash-attention generation failure are distinct problems." }, { - "left": "issue:44410", - "right": "issue:45310", + "left": "issue:43450", + "right": "issue:43986", "accept": false, - "reason": "Both are Qwen-family issues, but one is missing layer projections and the other is a from_pretrained error for Qwen3.5 MoE; different underlying problems." + "reason": "Incorrect batched video processor shapes and missing-torchvision crash are different failure modes." }, { - "left": "issue:43408", - "right": "issue:43742", + "left": "issue:45405", + "right": "issue:45446", "accept": false, - "reason": "These are unrelated model-loading issues affecting different model families and error types." + "reason": "A released-version dependency bump and a PyTorch version guard bug do not describe the same issue." }, { - "left": "issue:42222", - "right": "issue:45542", + "left": "issue:39401", + "right": "issue:43421", "accept": false, - "reason": "VitPose model breakage and a TensorFlow/tensorboard backend installation issue are not the same bug." + "reason": "Wrong offset mapping and runtime post-processor updates are different tokenizer bugs." }, { - "left": "issue:44484", - "right": "issue:45464", + "left": "issue:44117", + "right": "issue:45081", "accept": false, - "reason": "A max_shard_size default question and a streaming chat/completions failure are unrelated." + "reason": "TOKENIZER_MAPPING_NAMES None handling and Mistral regex patching are separate tokenizer failures." }, { - "left": "issue:42371", - "right": "issue:44261", + "left": "issue:42673", + "right": "issue:45072", "accept": false, - "reason": "TF32 API guidance and an MLA layernorm epsilon precision issue are different backend/numerics topics." + "reason": "VRAM leak in multi-threaded generation and bf16 dtype mismatch are unrelated." }, { - "left": "issue:42673", - "right": "issue:43582", + "left": "issue:38617", + "right": "issue:41628", "accept": false, - "reason": "One is a Qwen VRAM leak in dataloader threads; the other is an Apple Silicon allocator TypeError." + "reason": "Both are import errors, but they concern different missing symbols and likely different removals." }, { - "left": "issue:42175", - "right": "issue:42222", + "left": "issue:44829", + "right": "issue:45216", "accept": false, - "reason": "TensorFlow package omission with pip extras and broken VitPose models are separate issues." + "reason": "Degenerate training with flash_attention_3 and a save_pretrained regression are different concrete bugs." }, { - "left": "issue:43937", - "right": "issue:44496", + "left": "issue:43408", + "right": "issue:43742", "accept": false, - "reason": "A GenerationConfig validation failure and an unrecognized-model/config.json issue are different model-loading errors." + "reason": "A sam3 model-type warning and a MobileLLM key error are unrelated model-loading issues." }, { - "left": "issue:44483", - "right": "issue:45464", + "left": "issue:44410", + "right": "issue:45310", "accept": false, - "reason": "Both mention chat/completions, but one is a general API rejection and the other is a Qwen3.5 streaming inference failure; not the same root cause." + "reason": "Missing Qwen3Next projections and Qwen3.5 MoE from_pretrained errors are different model families and failure points." }, { - "left": "issue:38617", - "right": "issue:44220", + "left": "issue:42222", + "right": "issue:45542", "accept": false, - "reason": "These are both import/helper-related at a high level, but they concern different modules and a speech feature extraction bug, not the same defect." + "reason": "Broken VitPose models and undefined TF backend after installing tensorboard are unrelated backend/setup issues." }, { - "left": "issue:42673", - "right": "issue:43577", + "left": "issue:44291", + "right": "issue:45071", "accept": false, - "reason": "A multithreaded VRAM leak and a dtype propagation bug in BLIP2 are unrelated." + "reason": "An unexpected init argument during empty-weight loading and PreTrainedConfig type-checking breakage are different API regressions." }, { - "left": "issue:42617", - "right": "issue:45341", + "left": "issue:42175", + "right": "issue:42222", "accept": false, - "reason": "A 3d_parallel.py runtime failure and a testing_utils bug do not appear to share code paths or symptoms." + "reason": "Missing TensorFlow in a torch-only install and broken VitPose models are not the same bug." }, { - "left": "issue:44933", - "right": "issue:45278", + "left": "issue:44484", + "right": "issue:45310", "accept": false, - "reason": "Both are import-related, but 44933 is a specific nonexistent import from image_utils while 45278 is a broad upgrade regression; not the same issue." + "reason": "Max shard size behavior and Qwen3.5 MoE from_pretrained errors are unrelated." }, { - "left": "issue:44075", - "right": "issue:45656", + "left": "issue:43937", + "right": "issue:44496", "accept": false, - "reason": "SGD arguments being ignored and optimizer.step being called twice with deepspeed are distinct optimizer bugs." + "reason": "Invalid GenerationConfig and missing model_type in config.json are different load-time failures." }, { - "left": "issue:42371", - "right": "issue:42831", + "left": "issue:44483", + "right": "issue:45464", "accept": false, - "reason": "TF32 configuration guidance and FineGrainedFP8 accuracy problems are unrelated numerical settings issues." + "reason": "Both touch chat/completions, but one is a generic API regression and the other is model-specific streaming failure; not enough to call them duplicates." }, { - "left": "issue:43012", - "right": "issue:43577", + "left": "issue:44075", + "right": "issue:45656", "accept": false, - "reason": "Both involve dtype/precision, but one is a PyTorch warning during compile and the other is incorrect dtype loading in BLIP2; different bugs." + "reason": "SGD args being ignored and deepspeed calling optimizer.step twice are different optimizer bugs." }, { "left": "issue:43066", "right": "issue:43122", - "accept": false, - "reason": "Both are tokenizer regressions across v5, but one is decoder type selection and the other is changed tokenization output; not enough to treat as the same bug." + "accept": true, + "reason": "Both describe the same tokenizer regression across v4.57.3 to v5.0; the decoder-type change plausibly explains the tokenization difference." }, { - "left": "issue:43673", - "right": "issue:45341", + "left": "issue:44964", + "right": "issue:45278", "accept": false, - "reason": "Generation cache behavior and a testing_utils bug are completely unrelated." + "reason": "Loading Phi-4 multimodal and broad import errors after upgrade are different issues." }, { - "left": "issue:43874", - "right": "issue:44261", + "left": "issue:43012", + "right": "issue:43577", "accept": false, - "reason": "A missing image-patch helper and an MLA rms_norm_eps precision issue are different multimodal/model-config bugs." + "reason": "A PyTorch precision warning during compile and BLIP2 dtype persistence are different dtype-related but distinct bugs." }, { - "left": "issue:44410", - "right": "issue:45478", + "left": "issue:38617", + "right": "issue:44220", "accept": false, - "reason": "Both are Qwen3.5-related, but one is missing projections in qwen3next and the other is a from_pretrained error; different failures." + "reason": "A missing configuration_utils symbol and _torch_extract_fbank_features() are unrelated import vs feature-extraction issues." }, { - "left": "issue:44484", - "right": "issue:45478", + "left": "issue:42371", + "right": "issue:44261", "accept": false, - "reason": "Max shard size behavior in save_pretrained and a Qwen3.5 from_pretrained error are unrelated." + "reason": "TF32 behavior settings and MLA rms_norm_eps precision are different numerical configuration issues." }, { "left": "issue:42222", "right": "issue:45459", "accept": false, - "reason": "VitPose model breakage and a tokenizer protobuf error are different domains and code paths." - }, - { - "left": "issue:43097", - "right": "issue:44493", - "accept": false, - "reason": "One is a config/API removal notice, the other is unexpected position-id keys in models; the symptoms and fixes do not match." + "reason": "VitPose breakage and tokenizer protobuf error masking are unrelated." }, { - "left": "issue:43441", - "right": "issue:44829", + "left": "issue:44484", + "right": "issue:45478", "accept": false, - "reason": "Both involve FlashAttention, but they target different models and failure modes, so they should not be merged as the same bug." + "reason": "Shard-size behavior and Qwen3.5 MoE from_pretrained error are unrelated." }, { - "left": "issue:43012", - "right": "issue:43408", + "left": "issue:44410", + "right": "issue:45478", "accept": false, - "reason": "A bf16 precision warning and a model-type warning are unrelated." + "reason": "Missing Qwen3Next projections and Qwen3.5 MoE loading errors are different model-loading failures." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The representative issue choice is defensible, and the rejected soft pairs are mostly clearly distinct. The only accepted duplicate pair (43066/43122) is supported by the issue titles and stays appropriately cautious. No PR-pair mergeability concerns apply because there are no PRs." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 2, - "component_count": 14, + "component_count": 16, "review_unit_index": 39, "review_unit_count": 44, "status": "reviewed", @@ -12496,28 +12394,28 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-383", + "cluster_id": "cluster-15354-384", "nodes": [ "issue:38617", "issue:41628", + "issue:42371", + "issue:42673", "issue:42757", + "issue:42831", "issue:43012", "issue:43064", - "issue:43066", "issue:43097", "issue:43335", - "issue:43352", "issue:43408", + "issue:43441", "issue:43452", "issue:43502", - "issue:43531", - "issue:43824", - "issue:43825", + "issue:43577", "issue:43873", "issue:43874", - "issue:43901", "issue:43906", "issue:43931", + "issue:43976", "issue:43986", "issue:43992", "issue:44038", @@ -12528,307 +12426,300 @@ "issue:44315", "issue:44351", "issue:44368", - "issue:44380", "issue:44410", "issue:44464", "issue:44484", "issue:44485", - "issue:44655", + "issue:44493", "issue:44704", "issue:44829", + "issue:44945", + "issue:44964", + "issue:44977", "issue:44987", - "issue:45003", "issue:45071", "issue:45103", "issue:45245", "issue:45341", - "issue:45372", "issue:45375", "issue:45542", "issue:45588" ], "soft_pairs": [ + "issue:43097|issue:44493", + "issue:43874|issue:44261", "issue:44263|issue:44485", + "issue:43012|issue:43408", + "issue:43441|issue:44829", "issue:41628|issue:45071", "issue:45071|issue:45542", - "issue:43931|issue:44410", + "issue:42673|issue:44977", + "issue:42371|issue:42831", + "issue:42673|issue:43906", "issue:43986|issue:44484", - "issue:45003|issue:45341", + "issue:44117|issue:44987", + "issue:43097|issue:43452", "issue:43931|issue:44038", - "issue:43986|issue:45341", "issue:43335|issue:45071", - "issue:44117|issue:44987", - "issue:43097|issue:43452", + "issue:43976|issue:44945", "issue:43408|issue:44368", "issue:43874|issue:44263", - "issue:44464|issue:45071", - "issue:43986|issue:45372", - "issue:43531|issue:45341", "issue:44829|issue:45245", - "issue:44261|issue:44485", "issue:38617|issue:42757", "issue:43064|issue:44315", + "issue:44464|issue:45071", "issue:44410|issue:45375", "issue:44062|issue:44117", - "issue:44038|issue:44410", "issue:43097|issue:45588", + "issue:42673|issue:43577", "issue:38617|issue:44351", "issue:44704|issue:45103", + "issue:44038|issue:44410", + "issue:43931|issue:44410", "issue:43986|issue:44117", + "issue:44261|issue:44485", + "issue:44964|issue:45341", "issue:43502|issue:43992", - "issue:43824|issue:43986", - "issue:43097|issue:43873", - "issue:43066|issue:43906", - "issue:43825|issue:44655", - "issue:43352|issue:44380", - "issue:43992|issue:44484", - "issue:43097|issue:43901", - "issue:43012|issue:44368" + "issue:43097|issue:43873" ], - "prepared_review_unit_hash": "c571ef07f0de4b9c922574680a8920ce1c5291381fb853fd956532c46f6674d9", + "prepared_review_unit_hash": "7dc4e338122a1b128cb3b1b9127b1f92d8b9bdd5c9934695d224aaa688fc78ae", "component_budget": { - "node_count": 383, - "item_count": 383, - "soft_pair_count": 1434, - "serialized_chars": 739528, - "estimated_input_tokens": 184882, - "estimated_eval_tokens": 370020 + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 36, - "serialized_chars": 38541, - "estimated_input_tokens": 9636, - "estimated_eval_tokens": 19528 + "soft_pair_count": 35, + "serialized_chars": 38164, + "estimated_input_tokens": 9541, + "estimated_eval_tokens": 19338 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is thematically loose: mostly unrelated Transformers bug reports, with some broad overlap around v5 regressions and model-loading/import failures. No soft pair looks like the same concrete underlying bug, so I rejected them all.", - "confidence": 0.74, - "canonical_issue_reason": null, + "summary": "This cluster is heterogeneous: the items cover unrelated import errors, model-specific bugs, configuration warnings, and regression reports. None of the soft-similarity pairs look like the same underlying bug or change, so no duplicate merges are justified.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: the set is a mix of unrelated import errors, model-specific bugs, configuration warnings, and regression reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43097 is the best representative because it is a concrete, high-signal v5 regression with discussion and inbound references; it is still not a safe duplicate umbrella for the rest of the cluster.", + "best_issue_reason": "No single best issue for deduping; 43873 is the broadest/most active, but it is not the same bug family as the other items.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Different problems: removed `tie_embeddings_and_encoder_decoder` API vs unexpected position-id key warnings." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Different code paths: missing `get_number_of_image_patches` on GLM46VImageProcessorFast vs MLA rms norm epsilon precision issue." + }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "Different bugs: a torch.split return-value issue versus a RoPE implementation question." + "reason": "`torch.split` return handling in GlmMoeDsaIndexer is unrelated to GLM-5 RoPE implementation." }, { - "left": "issue:41628", - "right": "issue:45071", + "left": "issue:43012", + "right": "issue:43408", "accept": false, - "reason": "An import error for AutoImageProcessor is unrelated to a PretrainedConfig type-checking regression." + "reason": "Float32 precision warning while compiling bf16 models is unrelated to the sam3_video/sam3_tracker type warning." }, { - "left": "issue:45071", - "right": "issue:45542", + "left": "issue:43441", + "right": "issue:44829", "accept": false, - "reason": "Type checking in PretrainedConfig and a TensorBoard/TensorFlow backend error are unrelated." + "reason": "Both mention flash attention, but one is a Ministral-3 load failure and the other is a degenerate-training bug in sequence classification." }, { - "left": "issue:43931", - "right": "issue:44410", + "left": "issue:41628", + "right": "issue:45071", "accept": false, - "reason": "Different Qwen model families and different failures: weight-shape mismatch versus missing projections." + "reason": "Importing `AutoImageProcessor` and `PretrainedConfig` type-checking are different regressions." }, { - "left": "issue:43986", - "right": "issue:44484", + "left": "issue:45071", + "right": "issue:45542", "accept": false, - "reason": "AutoProcessor dependency handling is unrelated to save_pretrained shard sizing." + "reason": "PretrainedConfig type-checking breakage is unrelated to the TensorBoard/TensorFlow backend error." }, { - "left": "issue:45003", - "right": "issue:45341", + "left": "issue:42673", + "right": "issue:44977", "accept": false, - "reason": "Unsafe sys.modules access and a small testing_utils bug are not the same code-path problem." + "reason": "VRAM leak in multi-threaded Qwen3ForCausalLM loading is unrelated to Qwen3.5 flash-attention generation failures." }, { - "left": "issue:43931", - "right": "issue:44038", + "left": "issue:42371", + "right": "issue:42831", "accept": false, - "reason": "Both are Qwen-related, but one is a Qwen3-VL loading mismatch and the other is a Qwen3-VL-Moe v5 issue." + "reason": "TF32 API-setting guidance and FineGrainedFP8 accuracy issues are different numerical concerns." }, { - "left": "issue:43986", - "right": "issue:45341", + "left": "issue:42673", + "right": "issue:43906", "accept": false, - "reason": "Video AutoProcessor loading without torchvision is unrelated to a testing utility bug." + "reason": "The VRAM leak report is not the same as an isolated reproduction of a different issue." }, { - "left": "issue:43335", - "right": "issue:45071", + "left": "issue:43986", + "right": "issue:44484", "accept": false, - "reason": "A SwitchTransformers config bug is unrelated to a typing regression in PretrainedConfig." + "reason": "AutoProcessor crashing without torchvision is unrelated to the default `max_shard_size` question." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "Tokenizer mapping None-handling and a model-loading failure for a specific repo are distinct issues." + "reason": "Tokenizer mapping returning None and a model-loading failure for `physical-intelligence/fast` are not the same bug." }, { "left": "issue:43097", "right": "issue:43452", "accept": false, - "reason": "Removed tie_embeddings_and_encoder_decoder and gguf_file loading breakage affect different paths." + "reason": "Removed tie-embedding API warning is unrelated to `gguf_file` loading failures." }, { - "left": "issue:43408", - "right": "issue:44368", + "left": "issue:43931", + "right": "issue:44038", "accept": false, - "reason": "These are different warnings in different model/config flows, not the same defect." + "reason": "Qwen3-VL-30B weight-shape mismatch is unrelated to the Qwen3.5/Qwen3-VL-Moe bug." }, { - "left": "issue:43874", - "right": "issue:44263", + "left": "issue:43335", + "right": "issue:45071", "accept": false, - "reason": "Missing image-processor method and torch.split return semantics are unrelated." + "reason": "SwitchTransformers sparse-layer creation and PretrainedConfig type-checking are different defects." }, { - "left": "issue:44464", - "right": "issue:45071", + "left": "issue:43976", + "right": "issue:44945", "accept": false, - "reason": "Compiled-forward chunked generation and type-checking regression are unrelated." + "reason": "Python-version compatibility for Transformers 5.1.0 is unrelated to pipeline-parallelism producing incorrect outputs." }, { - "left": "issue:43986", - "right": "issue:45372", + "left": "issue:43408", + "right": "issue:44368", "accept": false, - "reason": "Missing torchvision during processor loading is unrelated to the mistral_common ReasoningEffort import breakage." + "reason": "sam3 model-type mismatch warning and Qwen3.5 tie_word_embeddings warning are different config issues." }, { - "left": "issue:43531", - "right": "issue:45341", + "left": "issue:43874", + "right": "issue:44263", "accept": false, - "reason": "A Qwen3-MoE sliding-window bug is unrelated to a testing_utils bug." + "reason": "Missing image-patch helper in GLM46V and torch.split return handling in GlmMoeDsaIndexer are unrelated." }, { "left": "issue:44829", "right": "issue:45245", "accept": false, - "reason": "FlashAttention-3 training degeneration and a category-limit RuntimeError are unrelated." - }, - { - "left": "issue:44261", - "right": "issue:44485", - "accept": false, - "reason": "Different model internals and symptoms: RMS norm epsilon precision issue versus RoPE implementation discussion." + "reason": "FlashAttention-3 training degeneration is unrelated to the category-count runtime limit." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but for different symbols, modules, and root causes." + "reason": "Missing `layer_type_validation` in transformers and missing `is_offline_mode` in huggingface_hub are different import errors." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption and Liger Kernel application are different training integration bugs." + "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to Liger Kernel not being applied with `model_init`." + }, + { + "left": "issue:44464", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is unrelated to PretrainedConfig type-checking." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Missing Qwen3Next projections and a silently dropped config field are separate issues." + "reason": "Missing qwen3next projections and missing Qwen3_5MoeVisionConfig field are different model-definition bugs." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "AddedToken constructor duplication and tokenizer mapping None-handling are different tokenizer bugs." + "reason": "`AddedToken(..., special=...)` argument duplication is unrelated to tokenizer mapping returning None." }, { - "left": "issue:44038", - "right": "issue:44410", + "left": "issue:43097", + "right": "issue:45588", "accept": false, - "reason": "Both mention Qwen variants, but they concern different architectures and failure modes." + "reason": "Tie-embedding API removal and flash_attention crash on `s_aux=None` are unrelated." }, { - "left": "issue:43097", - "right": "issue:45588", + "left": "issue:42673", + "right": "issue:43577", "accept": false, - "reason": "A removed config API and a flash_attention.py crash on s_aux=None are unrelated." + "reason": "VRAM leak in multi-threaded loading is unrelated to Blip2 dtype propagation." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Two separate missing-import failures for different exported names." + "reason": "Different missing exports: `layer_type_validation` vs `HybridCache`." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "AutoProcessor kwargs forwarding and auto_docstring future-annotations handling are unrelated." - }, - { - "left": "issue:43986", - "right": "issue:44117", - "accept": false, - "reason": "Processor loading without torchvision and tokenizer mapping None are unrelated." - }, - { - "left": "issue:43502", - "right": "issue:43992", - "accept": false, - "reason": "local_files_only network leakage and a missing embed_tokens.weight in UMT5Encoder are different bugs." + "reason": "AutoProcessor kwargs forwarding and `_process_kwargs_parameters` crashing under future annotations are separate issues." }, { - "left": "issue:43824", - "right": "issue:43986", + "left": "issue:44038", + "right": "issue:44410", "accept": false, - "reason": "A missing Qwen2.5-VL import and a missing torchvision dependency during processor loading are not the same issue." + "reason": "Qwen3-VL-Moe failure and qwen3next missing attention projections are distinct model bugs." }, { - "left": "issue:43097", - "right": "issue:43873", + "left": "issue:43931", + "right": "issue:44410", "accept": false, - "reason": "Removed tie_embeddings_and_encoder_decoder and quantization offloading problems are unrelated." + "reason": "Weight-shape mismatch on Qwen3-VL-30B is unrelated to missing qwen3next projections." }, { - "left": "issue:43066", - "right": "issue:43906", + "left": "issue:43986", + "right": "issue:44117", "accept": false, - "reason": "Wrong tokenizer decoder type and a reproduction of a separate issue are not the same defect." + "reason": "AutoProcessor torchvision crash and tokenizer-mapping None handling are different failure modes." }, { - "left": "issue:43825", - "right": "issue:44655", + "left": "issue:44261", + "right": "issue:44485", "accept": false, - "reason": "Pipeline task messaging and save_pretrained support for Pipeline objects are different features." + "reason": "MLA epsilon precision error is unrelated to GLM-5 RoPE implementation." }, { - "left": "issue:43352", - "right": "issue:44380", + "left": "issue:44964", + "right": "issue:45341", "accept": false, - "reason": "FlashAttention support gating and GPT2 attention scaling under SDPA/FlashAttention are different backend behaviors." + "reason": "A specific model load failure is unrelated to a small bug in testing_utils.py." }, { - "left": "issue:43992", - "right": "issue:44484", + "left": "issue:43502", + "right": "issue:43992", "accept": false, - "reason": "A missing embedding weight on load is unrelated to the default max_shard_size value." + "reason": "Ignoring `local_files_only=True` and missing `embed_tokens.weight` are unrelated loading problems." }, { "left": "issue:43097", - "right": "issue:43901", - "accept": false, - "reason": "A removed config API and outdated TextClassificationPipeline docs do not describe the same bug." - }, - { - "left": "issue:43012", - "right": "issue:44368", + "right": "issue:43873", "accept": false, - "reason": "Both are warnings, but they concern different model behaviors and configs." + "reason": "Tie-embedding API removal and quantization offloading behavior are different concerns." } ] }, @@ -12842,7 +12733,7 @@ { "label": "issue", "component_index": 2, - "component_count": 14, + "component_count": 16, "review_unit_index": 40, "review_unit_count": 44, "status": "reviewed", @@ -12850,11 +12741,11 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-383", + "cluster_id": "cluster-15354-384", "nodes": [ - "issue:36010", "issue:36683", "issue:38617", + "issue:42617", "issue:42757", "issue:42886", "issue:42907", @@ -12862,327 +12753,320 @@ "issue:43012", "issue:43064", "issue:43066", + "issue:43097", "issue:43208", "issue:43299", "issue:43352", "issue:43381", "issue:43475", "issue:43502", - "issue:43525", "issue:43526", + "issue:43531", "issue:43550", - "issue:43582", "issue:43618", - "issue:43756", "issue:43761", "issue:43824", + "issue:43825", "issue:43867", "issue:43901", "issue:43906", "issue:43937", - "issue:43976", + "issue:43986", + "issue:43992", "issue:44038", - "issue:44077", "issue:44220", "issue:44230", - "issue:44263", + "issue:44368", "issue:44380", "issue:44483", - "issue:44485", + "issue:44484", "issue:44514", "issue:44655", "issue:44683", - "issue:44938", "issue:45216", "issue:45290", + "issue:45341", + "issue:45372", "issue:45381", - "issue:45440", - "issue:45479", - "issue:45593", + "issue:45561", + "issue:45588", "issue:45753" ], "soft_pairs": [ - "issue:43012|issue:43550", + "issue:43066|issue:43906", + "issue:43986|issue:45372", + "issue:43825|issue:44655", + "issue:43986|issue:45290", + "issue:45341|issue:45561", + "issue:43986|issue:45341", + "issue:43097|issue:43901", + "issue:42617|issue:45341", + "issue:43992|issue:44484", + "issue:45341|issue:45588", + "issue:43012|issue:44368", "issue:42886|issue:43381", + "issue:43012|issue:43550", "issue:43208|issue:43550", - "issue:44380|issue:45479", "issue:42907|issue:45753", "issue:42907|issue:44655", - "issue:43352|issue:43976", - "issue:43064|issue:44380", - "issue:36683|issue:43582", + "issue:43531|issue:45341", "issue:44483|issue:44514", "issue:43208|issue:43526", - "issue:43618|issue:43761", - "issue:43618|issue:44380", "issue:43012|issue:44683", "issue:42757|issue:43824", - "issue:43299|issue:43867", - "issue:44483|issue:45381", + "issue:43618|issue:43761", "issue:44483|issue:45290", + "issue:43064|issue:44380", "issue:44038|issue:44230", + "issue:43299|issue:43867", "issue:38617|issue:43502", - "issue:43756|issue:44485", + "issue:44483|issue:45381", "issue:43901|issue:44655", - "issue:43906|issue:45753", "issue:36683|issue:43475", "issue:44220|issue:44655", "issue:43867|issue:45216", - "issue:42994|issue:44655", "issue:43352|issue:43937", - "issue:44077|issue:44380", - "issue:36683|issue:44077", - "issue:44263|issue:45440", - "issue:43066|issue:45381", - "issue:36010|issue:42757", - "issue:43976|issue:44938", - "issue:36683|issue:43525", - "issue:43352|issue:45593" + "issue:42994|issue:44655", + "issue:43066|issue:45381" ], - "prepared_review_unit_hash": "efc0abebbf79740bb05cef086afa15e4cf0ee4f7c1996114a86236a9b8354aff", + "prepared_review_unit_hash": "077dd4e16df49bd0321b1a5983db3144f6bb0ebf4be49ffc28e35889e1495ae2", "component_budget": { - "node_count": 383, - "item_count": 383, - "soft_pair_count": 1434, - "serialized_chars": 739528, - "estimated_input_tokens": 184882, - "estimated_eval_tokens": 370020 + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 36, - "serialized_chars": 38099, - "estimated_input_tokens": 9525, - "estimated_eval_tokens": 19306 + "soft_pair_count": 35, + "serialized_chars": 37888, + "estimated_input_tokens": 9472, + "estimated_eval_tokens": 19200 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: most items are distinct Transformers bugs spanning unrelated subsystems (imports, saving/loading, chat templates, model-specific regressions, and platform compatibility). No soft pair looks like the same underlying fix, so nothing should be merged as a duplicate.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue is a good fit: the cluster spans unrelated bugs with only broad topical overlap.", + "summary": "These issues are mostly unrelated Transformers regressions across different subsystems; the proposed soft pairs look like false positives, so I rejected them all. I selected a precise versioned serialization regression as the best issue anchor.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 45216 is the clearest standalone bug report here: it has a specific regression boundary (since 5.4.0), a concrete affected API (`save_pretrained`), and a narrowly defined failure mode, making it a strong representative issue.", "canonical_pr_reason": null, - "best_issue_reason": "If one must be picked as a representative, issue:44483 is the broadest/highest-signal failure mode, but it still does not explain the rest of the cluster.", + "best_issue_reason": "Issue 45216 is the most suitable global issue to keep because it is specific, reproducible, and actionable, with a clear change in behavior tied to a version.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43012", - "right": "issue:43550", + "left": "issue:43066", + "right": "issue:43906", "accept": false, - "reason": "Different problems: a bfloat16 compile warning versus a Bamba SDPA/torch.compile failure." + "reason": "Both involve model-loading/tokenizer behavior, but one is a decoder-type regression and the other is an isolated reproduction of a different issue; not the same bug." }, { - "left": "issue:42886", - "right": "issue:43381", + "left": "issue:43986", + "right": "issue:45372", "accept": false, - "reason": "Unrelated code paths: offline cache loading versus gradient checkpointing in eval mode." + "reason": "Both mention loading processors, but the failures are different import/crash causes in different model paths." }, { - "left": "issue:43208", - "right": "issue:43550", + "left": "issue:43825", + "right": "issue:44655", "accept": false, - "reason": "Different models and failures; xLSTM training bugs are not the same as Bamba SDPA compile issues." + "reason": "One is an error-message/docs issue for `pipeline()`, the other is about saving `Pipeline` objects; different code paths and symptoms." }, { - "left": "issue:44380", - "right": "issue:45479", + "left": "issue:43986", + "right": "issue:45290", "accept": false, - "reason": "Attention-scaling backend bug versus a classification loss bug; no shared underlying change." + "reason": "Processor loading crash versus chat-template crash on tool-call messages; too different to be the same underlying bug." }, { - "left": "issue:42907", - "right": "issue:45753", + "left": "issue:45341", + "right": "issue:45561", "accept": false, - "reason": "Model-saving bug versus an infinite-generation loop on a specific image; unrelated symptoms and code paths." + "reason": "Both touch testing utils, but one is a vague bug report and the other is a specific xdist race on `captured_info.txt`; not enough evidence of the same defect." }, { - "left": "issue:42907", - "right": "issue:44655", + "left": "issue:43986", + "right": "issue:45341", "accept": false, - "reason": "Both involve saving, but one is dequantized model serialization and the other is Pipeline.save_pretrained; not the same bug." + "reason": "Processor loading issue and a generic testing-utils bug are unrelated subsystems." }, { - "left": "issue:43352", - "right": "issue:43976", + "left": "issue:43097", + "right": "issue:43901", "accept": false, - "reason": "Flash Attention support issue versus Python-version compatibility; unrelated." + "reason": "Removed API warning versus stale docs text; similar theme of version drift, but not the same bug." }, { - "left": "issue:43064", - "right": "issue:44380", + "left": "issue:42617", + "right": "issue:45341", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to GPT2 attention scaling under SDPA/FlashAttention." + "reason": "Running `3d_parallel.py` and a testing-utils bug do not appear to share the same code path." }, { - "left": "issue:36683", - "right": "issue:43582", + "left": "issue:43992", + "right": "issue:44484", "accept": false, - "reason": "Gemma3Config attribute error and Apple Silicon allocator TypeError are unrelated." + "reason": "Missing `embed_tokens.weight` during load is unrelated to the `max_shard_size` default question." }, { - "left": "issue:44483", - "right": "issue:44514", + "left": "issue:45341", + "right": "issue:45588", "accept": false, - "reason": "Different request layers: chat/completions acceptance versus processor chat-template batching crash." + "reason": "Testing-utils bug versus a flash-attention crash in `integrations/flash_attention.py`; different components and failure modes." }, { - "left": "issue:43208", - "right": "issue:43526", + "left": "issue:43012", + "right": "issue:44368", "accept": false, - "reason": "Different subsystems and bugs: xLSTM training issues versus BeitImageProcessorFast label reduction." + "reason": "Both are warning-related, but one is a PyTorch precision warning during compile and the other is a config warning about `tie_word_embeddings`; not the same issue." }, { - "left": "issue:43618", - "right": "issue:43761", + "left": "issue:42886", + "right": "issue:43381", "accept": false, - "reason": "Both are CLIP regressions, but one is missing attentions and the other missing hidden_states; not clearly the same concrete bug." + "reason": "Offline cache loading and gradient checkpointing in eval mode are unrelated." }, { - "left": "issue:43618", - "right": "issue:44380", + "left": "issue:43012", + "right": "issue:43550", "accept": false, - "reason": "CLIP output regression is unrelated to GPT2 attention scaling configuration." + "reason": "Warning emitted during compilation is not the same as a Bamba SDPA compile failure." }, { - "left": "issue:43012", - "right": "issue:44683", + "left": "issue:43208", + "right": "issue:43550", "accept": false, - "reason": "Compiler warning for bfloat16 is unrelated to compiled flex_attention failing on torch>=2.9." + "reason": "xLSTM training bugs and a Bamba torch.compile/SDPA bug are different model-specific problems." }, { - "left": "issue:42757", - "right": "issue:43824", + "left": "issue:42907", + "right": "issue:45753", "accept": false, - "reason": "Both are import errors, but they are for different symbols and different modules." + "reason": "Saving dequantized models and an infinite-loop image-generation bug are unrelated." }, { - "left": "issue:43299", - "right": "issue:43867", + "left": "issue:42907", + "right": "issue:44655", "accept": false, - "reason": "Qwen3-VL MoE loading failure and sorted-state_dict load error are different serialization/loading problems." + "reason": "Model saving failure after dequantization is not the same as saving `Pipeline` objects." }, { - "left": "issue:44483", - "right": "issue:45381", + "left": "issue:43531", + "right": "issue:45341", "accept": false, - "reason": "Chat/completions request rejection is not the same as Qwen2.5-VL video vision_position_ids being wrong." + "reason": "Qwen3-MoE sliding-window behavior and a testing-utils bug do not match." }, { "left": "issue:44483", - "right": "issue:45290", + "right": "issue:44514", "accept": false, - "reason": "Both touch chat tooling, but one is the API endpoint and the other is apply_chat_template tokenization; different bugs." + "reason": "OpenAI-compatible chat completions rejection and a Qwen2.5-VL batched chat-template crash are different request paths." }, { - "left": "issue:44038", - "right": "issue:44230", + "left": "issue:43208", + "right": "issue:43526", "accept": false, - "reason": "Same general model family, but one is a Qwen3-VL-Moe load bug and the other is fp8 inference support; not the same fix." + "reason": "xLSTM training bugs versus BeitImageProcessorFast label reduction are unrelated." }, { - "left": "issue:38617", - "right": "issue:43502", + "left": "issue:43012", + "right": "issue:44683", "accept": false, - "reason": "Importing layer_type_validation and ignoring local_files_only are unrelated issues." + "reason": "PyTorch precision warning and compiled flex attention failure are not the same defect." }, { - "left": "issue:43756", - "right": "issue:44485", + "left": "issue:42757", + "right": "issue:43824", "accept": false, - "reason": "Different RoPE-related model bugs in different models; no clear shared code-path problem." + "reason": "Both are import errors, but they involve different missing symbols from different packages and different root causes." }, { - "left": "issue:43901", - "right": "issue:44655", + "left": "issue:43618", + "right": "issue:43761", "accept": false, - "reason": "Documentation mismatch for TextClassificationPipeline is unrelated to Pipeline.save_pretrained failing." + "reason": "Both are CLIP regressions, but one is missing attentions and the other is missing hidden states; different outputs and likely different fixes." }, { - "left": "issue:43906", - "right": "issue:45753", + "left": "issue:44483", + "right": "issue:45290", "accept": false, - "reason": "An isolated reproduction of another issue is not enough to match an unrelated Qwen3_5 infinite-loop report." + "reason": "Different chat-related failures: one is an endpoint acceptance issue, the other is a tokenizer/template crash." }, { - "left": "issue:36683", - "right": "issue:43475", + "left": "issue:43064", + "right": "issue:44380", "accept": false, - "reason": "Gemma3Config missing vocab_size and SAM3 output missing fpn_position_embeddings are unrelated attribute issues." + "reason": "Trainer/FSDP/PEFT optimizer-state mismatch is unrelated to GPT2 attention scaling under SDPA/FlashAttention." }, { - "left": "issue:44220", - "right": "issue:44655", + "left": "issue:44038", + "right": "issue:44230", "accept": false, - "reason": "Audio feature extraction bug versus pipeline serialization bug; no shared underlying change." + "reason": "Both are Qwen3-VL/MoE-related, but one is a general v5 bug and the other is fp8 inference support; not the same concrete problem." }, { - "left": "issue:43867", - "right": "issue:45216", + "left": "issue:43299", + "right": "issue:43867", "accept": false, - "reason": "Sorted state_dict load failure and Qwen3.5 checkpoint corruption via save_pretrained are related to serialization in a broad sense, but not the same concrete bug." + "reason": "Qwen3VL-MoE loading regression and a state_dict-sorting load error are different failure modes." }, { - "left": "issue:42994", - "right": "issue:44655", + "left": "issue:38617", + "right": "issue:43502", "accept": false, - "reason": "Quantized model saving and Pipeline object saving are different save paths and failures." + "reason": "An import-name breakage and local-files-only network requests are unrelated." }, { - "left": "issue:43352", - "right": "issue:43937", + "left": "issue:44483", + "right": "issue:45381", "accept": false, - "reason": "Flash Attention support and GenerationConfig validation are unrelated." + "reason": "OpenAI chat endpoint behavior and Qwen2.5-VL video `vision_position_ids` are different issues." }, { - "left": "issue:44077", - "right": "issue:44380", + "left": "issue:43901", + "right": "issue:44655", "accept": false, - "reason": "patchtsmixer post_init validation is unrelated to GPT2 attention scaling being ignored." + "reason": "Stale docs about `return_all_scores` and inability to save pipelines are unrelated." }, { "left": "issue:36683", - "right": "issue:44077", - "accept": false, - "reason": "Different model/config bugs with no shared implementation problem." - }, - { - "left": "issue:44263", - "right": "issue:45440", + "right": "issue:43475", "accept": false, - "reason": "MoE tensor-splitting details in GLM and DeepSeekV3 implementation divergence are different model-specific bugs." + "reason": "Missing `vocab_size` on Gemma3Config and missing `fpn_position_embeddings` on Sam3VisionEncoderOutput are different attribute regressions." }, { - "left": "issue:43066", - "right": "issue:45381", + "left": "issue:44220", + "right": "issue:44655", "accept": false, - "reason": "Tokenizer decoder type regression and Qwen2.5-VL video position-id bug are unrelated." + "reason": "Feature-extraction bug and pipeline serialization bug do not share the same code path." }, { - "left": "issue:36010", - "right": "issue:42757", + "left": "issue:43867", + "right": "issue:45216", "accept": false, - "reason": "Two different import errors from different APIs; same symptom class but not same issue." + "reason": "Both concern loading/saving checkpoints, but one is a sorted-state_dict load error while the other is a save_pretrained regression for Qwen3.5; not the same bug." }, { - "left": "issue:43976", - "right": "issue:44938", + "left": "issue:43352", + "right": "issue:43937", "accept": false, - "reason": "Both are Python compatibility problems, but they target different Python versions and likely different root causes." + "reason": "Flash Attention 2 support issue for Nemotron and a GLM-5 generation-config validation error are unrelated." }, { - "left": "issue:36683", - "right": "issue:43525", + "left": "issue:42994", + "right": "issue:44655", "accept": false, - "reason": "Different missing-config-attribute bugs in different model configs." + "reason": "Quantized model saving failure and pipeline object serialization are distinct serialization paths." }, { - "left": "issue:43352", - "right": "issue:45593", + "left": "issue:43066", + "right": "issue:45381", "accept": false, - "reason": "Flash Attention support versus auxiliary loss behavior in D-FINE are unrelated." + "reason": "Wrong tokenizer decoder type and wrong video vision position ids are different model-component bugs." } ] }, @@ -13196,7 +13080,7 @@ { "label": "issue", "component_index": 2, - "component_count": 14, + "component_count": 16, "review_unit_index": 41, "review_unit_count": 44, "status": "reviewed", @@ -13204,328 +13088,346 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-383", + "cluster_id": "cluster-15354-384", "nodes": [ "issue:28282", "issue:33453", + "issue:36010", "issue:36296", "issue:36683", "issue:41669", + "issue:42757", "issue:42890", - "issue:43010", "issue:43064", + "issue:43097", + "issue:43299", "issue:43352", - "issue:43502", + "issue:43441", + "issue:43525", "issue:43575", "issue:43618", - 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"summary": "The set is mostly heterogeneous; only the import-slowdown reports (`41669`/`44246`) look like the same underlying issue. The rest are different model-specific load failures, training bugs, or CI/test flakes.", - "confidence": 0.58, - "canonical_issue_reason": "`issue:41669` is the most specific root-cause report here: it identifies the import-star mechanism and quantifies the slowdown, so it is the best canonical anchor for the import-performance subgroup.", + "summary": "The set is mostly a grab-bag of loading/import/model-specific regressions; none of the soft-similarity pairs look like true duplicates, so all soft edges are rejected.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 45310 is the best representative of the actionable bug reports here: it is a concrete, versioned `from_pretrained` regression with a specific model family and a nearby closely related follow-up report.", "canonical_pr_reason": null, - "best_issue_reason": "`issue:41669` is the clearest, most actionable representative issue in the set because it states the concrete cause, symptom, and impact of the import slowdown.", + "best_issue_reason": "45310 is the clearest single issue to anchor triage because it is specific, reproducible, and tightly scoped compared with the many broader or unrelated loading/import complaints.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44188", - "right": "issue:44380", + "left": "issue:36010", + "right": "issue:42757", "accept": false, - "reason": "Different attention-backend bugs: one is about `allow_is_bidirectional_skip` branching under `torch.compile`, the other about GPT2 attention scaling being ignored in SDPA/FlashAttention." + "reason": "Both are import errors, but they involve different missing symbols from different libraries and likely unrelated regressions." }, { - "left": "issue:43064", - "right": "issue:44492", + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "Different components and bugs: a `torch.split()` return-value issue versus a DeepSeekV3 implementation divergence." + }, + { + "left": "issue:43756", + "right": "issue:44485", "accept": false, - "reason": "Wrong optimizer state/parameter placement under FSDP2+PEFT vs a cache-strategy typo; unrelated failures." + "reason": "Both mention RoPE, but they are different models and different implementation defects." }, { "left": "issue:36683", - "right": "issue:43881", + "right": "issue:43525", "accept": false, - "reason": "Both are load failures, but for different models and different root symptoms (`vocab_size` missing vs a GLM-4V loading failure)." + "reason": "Both are missing-attribute config errors, but on different config classes and different fields; not the same bug." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "CLIP attentions regression vs Qwen3.5 `save_pretrained` saving incorrect checkpoint data; different code paths." + "reason": "One is an attentions output assignment regression; the other is an incorrect checkpoint save regression." }, { - "left": "issue:43352", - "right": "issue:43931", + "left": "issue:43906", + "right": "issue:45753", "accept": false, - "reason": "Flash Attention 2.0 not supported for Nemotron vs Qwen3-VL weight-shape mismatch; not the same bug." + "reason": "The former is a reproduction of another issue; the latter is an infinite-loop multimodal generation bug with different symptoms." }, { - "left": "issue:43010", - "right": "issue:45278", + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Different model/config failure versus MoE load-balancing-loss behavior; only a broad ML theme is shared." + }, + { + "left": "issue:36683", + "right": "issue:43881", + "accept": false, + "reason": "Both are loading/config errors, but they concern different models and missing attributes, not one underlying defect." + }, + { + "left": "issue:43299", + "right": "issue:45753", + "accept": false, + "reason": "Qwen3VL MoE loading breakage and Qwen3_5 image infinite loop are distinct model-specific failures." + }, + { + "left": "issue:43352", + "right": "issue:43976", "accept": false, - "reason": "`@torch.no_grad` on cache/layer updates is unrelated to the broad import-error regression after upgrading to 5.5.0." + "reason": "FlashAttention support for a model versus a Python-version compatibility issue; unrelated root causes." }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "Different model-loading issues: missing `embed_tokens.weight` in UMT5Encoder vs Qwen3.5 MoE `from_pretrained` error." + "reason": "Both are `from_pretrained` problems, but they affect different model families and different missing/invalid artifacts." }, { "left": "issue:41669", "right": "issue:44246", - "accept": true, - "reason": "Same underlying slow-import regression: `44246` is the generic symptom report and `41669` identifies the concrete `import *` cause." + "accept": false, + "reason": "Import-time performance regression and intermittent slow import are related in theme, but not clearly the same bug." + }, + { + "left": "issue:43441", + "right": "issue:44380", + "accept": false, + "reason": "FlashAttention support failure for Ministral-3 versus GPT2 attention scaling being ignored; different code paths and symptoms." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "One is unsupported FlashAttention on a specific causal LM, the other is backend-specific attention scaling being ignored." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention-scaling backend behavior and a sequence-classification zero-loss bug are unrelated." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "A state-dict loading error is not the same as a missing Qwen3.5 vision config field; different failure modes." + "reason": "State-dict sorting load error and a missing vision config field are both loading-related, but not the same failure." }, { - "left": "issue:36683", - "right": "issue:43064", + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Tensor-parallel optimizer-state corruption and a cache-strategy typo are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Different model/output regression versus GPT2 attention scaling bug; no shared concrete code path." + }, + { + "left": "issue:43352", + "right": "issue:45478", "accept": false, - "reason": "Gemma3 config missing `vocab_size` vs FSDP2/PEFT optimizer-state corruption; unrelated." + "reason": "Different model families and different reported failures; same broad FlashAttention/loading area only." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Generic compiled-file errors vs a Python 3.13 `torch.jit.script` parsing/import problem; different causes." + "reason": "Both involve import/compile-time errors, but one is about compiled Python files and the other is a TorchScript decorator parsing issue." }, { - "left": "issue:42890", - "right": "issue:45561", + "left": "issue:36683", + "right": "issue:44117", "accept": false, - "reason": "A missing `set_seed()` in a model integration test is unrelated to xdist workers racing on `captured_info.txt`." + "reason": "Different missing-attribute/config bug versus tokenizer mapping assumption bug." }, { - "left": "issue:43867", - "right": "issue:45357", + "left": "issue:42890", + "right": "issue:45561", "accept": false, - "reason": "Both concern loading/saving, but one is a state-dict load failure and the other is incorrect visual encoder keys on save." + "reason": "Test flakiness due to missing seeds and pytest-xdist file races are different test-infrastructure issues." }, { - "left": "issue:44938", - "right": "issue:45071", + "left": "issue:43097", + "right": "issue:43352", "accept": false, - "reason": "Python 3.14 load failure and `PretrainedConfig` type-checking breakage are different versioning issues." + "reason": "A removed config option and FlashAttention support for a model are unrelated changes." }, { - "left": "issue:43992", - "right": "issue:45478", + "left": "issue:43867", + "right": "issue:45357", "accept": false, - "reason": "Different Qwen3.5/UMT5 loading failures with different missing pieces and code paths." + "reason": "Sorting-related load failure and incorrect visual encoder keys in save_pretrained are separate save/load bugs." }, { - "left": "issue:44938", - "right": "issue:45381", + "left": "issue:43976", + "right": "issue:44938", "accept": false, - "reason": "Python 3.14 import failure is unrelated to Qwen2.5-VL video `vision_position_ids` being wrong." + "reason": "Both are Python compatibility issues, but one is a Transformers/Python version matrix bug and the other is a generic Python 3.14 load failure." }, { - "left": "issue:43010", - "right": "issue:43976", + "left": "issue:43992", + "right": "issue:45478", "accept": false, - "reason": "Cache update decoration is unrelated to a Python 3.9/3.10 compatibility problem." + "reason": "Both are model-loading issues, but they concern different models and different missing keys/error modes." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "DSA indexer missing a ReLU is unrelated to DeepSeekV3MoE diverging from the remote implementation." + "reason": "A missing ReLU in the DSA indexer and a DeepSeekV3 implementation divergence are different algorithmic bugs." }, { - "left": "issue:43618", - "right": "issue:44077", + "left": "issue:43064", + "right": "issue:44655", "accept": false, - "reason": "CLIP attentions regression vs patchtsmixer `post_init` policy change; different components and fixes." + "reason": "Optimizer-state corruption in training and inability to save Pipeline objects are unrelated." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "A generic tensor-parallel training bug is not the same as a specific Qwen2 model OOM during TP loading." + "reason": "Tensor-parallel training bug and TP-related OOM when loading a specific model are not the same underlying problem." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "A model config contract issue and GPT2 attention scaling being ignored are different bugs." }, { "left": "issue:43618", "right": "issue:44857", "accept": false, - "reason": "CLIP output attentions disappearing is unrelated to LwDetrImageLoss crashing under float16 AMP on CUDA." + "reason": "CLIP attentions assignment regression and AMP/CUDA crash in LwDetrImageLoss are unrelated." }, { "left": "issue:43618", "right": "issue:45588", "accept": false, - "reason": "Different flash-attention-related problems: missing CLIP attentions vs `s_aux=None` AttributeError in sink-less models." + "reason": "Both touch attention/flash-attention code, but the affected models and failure modes differ." }, { "left": "issue:43867", "right": "issue:44484", "accept": false, - "reason": "A load error from sorted state dicts is unrelated to the `max_shard_size` default question." + "reason": "Different load/save semantics: state-dict ordering failure versus a shard-size default question." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "PyTorch-missing `AutoModel` import error vs tokenizer-loading regression; different subsystems and symptoms." - }, - { - "left": "issue:42890", - "right": "issue:44964", - "accept": false, - "reason": "A seeding-related test flake is not the same as a model-load failure for `Phi-4-multimodal-instruct`." + "reason": "Both are loading-related, but one is a missing PyTorch dependency import error and the other is a tokenizer-loading regression." }, { - "left": "issue:42890", - "right": "issue:44112", + "left": "issue:43618", + "right": "issue:44977", "accept": false, - "reason": "A flaky integration test is unrelated to a stale CI device-override test in GraniteSpeech." - }, - { - "left": "issue:42890", - "right": "issue:45600", - "accept": false, - "reason": "A seed-related test issue is unrelated to `auto_mappings.py` referencing removed configs." - }, - { - "left": "issue:43502", - "right": "issue:44062", - "accept": false, - "reason": "`local_files_only=True` leaking API requests is unrelated to an `AddedToken` constructor argument bug." - }, - { - "left": "issue:43723", - "right": "issue:44556", - "accept": false, - "reason": "Tokenizer loading in v5 is not the same as reloading a v4.57 checkpoint after upgrading to v5.2/v5.3." - }, - { - "left": "issue:43010", - "right": "issue:44075", - "accept": false, - "reason": "A no-grad cache update bug is unrelated to optimizer SGD arguments being ignored." - }, - { - "left": "issue:42890", - "right": "issue:45341", - "accept": false, - "reason": "A `set_seed()`-related integration test issue is not the same as a generic testing-utils bug." - }, - { - "left": "issue:44387", - "right": "issue:44556", - "accept": false, - "reason": "CUDA reserved-memory growth under int4 quantization is unrelated to checkpoint reload compatibility after version upgrades." + "reason": "Different models and symptoms: missing attentions assignment versus Qwen3.5 flash-attention generation failure." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The assessment is grounded in the packet and stays conservative. The only accepted pair, `issue:41669`/`issue:44246`, is well supported by the titles as the same import-performance regression, while the rest are reasonably treated as distinct bug reports with different symptoms or code paths." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 2, - "component_count": 14, + "component_count": 16, "review_unit_index": 42, "review_unit_count": 44, "status": "reviewed", @@ -13533,7 +13435,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-383", + "cluster_id": "cluster-15354-384", "nodes": [ "issue:30333", "issue:30990", @@ -13542,365 +13444,358 @@ "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:43976", + "issue:44062", + "issue:44075", + "issue:44112", "issue:44222", "issue:44230", - "issue:44261", - "issue:44273", "issue:44315", "issue:44351", "issue:44355", "issue:44360", "issue:44368", + "issue:44387", "issue:44485", - "issue:44492", "issue:44556", - "issue:44623", "issue:44655", "issue:44749", - "issue:44908", + "issue:44938", "issue:44961", - "issue:45003", + "issue:44964", "issue:45071", "issue:45125", - "issue:45230", + "issue:45278", + "issue:45341", "issue:45375", "issue:45468", "issue:45478", - "issue:45542" + "issue:45600", + "issue:45656" ], "soft_pairs": [ + "issue:43901|issue:44938", + "issue:42890|issue:44964", + "issue:44655|issue:44938", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43502|issue:44062", + "issue:42890|issue:45341", + "issue:43010|issue:44075", "issue:44222|issue:45125", - "issue:43010|issue:43065", "issue:42548|issue:44351", - "issue:43010|issue:43232", - "issue:45125|issue:45478", + "issue:43502|issue:44485", "issue:44355|issue:44749", "issue:30990|issue:31795", + "issue:45125|issue:45478", "issue:45125|issue:45375", - "issue:43502|issue:44485", + "issue:43010|issue:45278", + "issue:44387|issue:44556", + "issue:43723|issue:44556", "issue:30333|issue:33453", "issue:43010|issue:44368", - "issue:44315|issue:44360", - "issue:43299|issue:44556", "issue:43502|issue:44222", - "issue:42831|issue:43874", + "issue:44315|issue:44360", "issue:43502|issue:44961", - "issue:30333|issue:36296", "issue:44355|issue:44655", - "issue:44222|issue:44230", + "issue:30333|issue:36296", + "issue:42831|issue:43874", "issue:44355|issue:45071", - "issue:33453|issue:34689", + "issue:44222|issue:44230", "issue:43827|issue:44961", + "issue:43010|issue:45656", + "issue:33453|issue:34689", + "issue:43299|issue:44556", "issue:42757|issue:43576", "issue:33453|issue:36296", - "issue:43576|issue:43824", "issue:43576|issue:45071", - "issue:43673|issue:44492", - "issue:38617|issue:43576", - "issue:31795|issue:38617", + "issue:43576|issue:43824", + "issue:43010|issue:43976", "issue:44961|issue:45468", - "issue:43576|issue:44351", - "issue:41628|issue:42548", - "issue:44908|issue:44961", - "issue:44485|issue:44961", - "issue:36296|issue:43901", - "issue:36296|issue:43526", - "issue:41628|issue:44355", - "issue:44261|issue:44360", - "issue:44273|issue:45003", - "issue:44273|issue:45542", - "issue:44623|issue:45230" + "issue:38617|issue:43576", + "issue:31795|issue:38617" ], - "prepared_review_unit_hash": "79325b12839b9c4aeb23e86942c206b699d0baba444772f4f15265903ac1d9eb", + "prepared_review_unit_hash": "b7713366d892173d575ecc4f7a3b54cbd9a28540fb02f006c6ad997dd857f516", "component_budget": { - "node_count": 383, - "item_count": 383, - "soft_pair_count": 1434, - "serialized_chars": 739528, - "estimated_input_tokens": 184882, - "estimated_eval_tokens": 370020 + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 41, - "serialized_chars": 39330, - "estimated_input_tokens": 9833, - "estimated_eval_tokens": 19922 + "soft_pair_count": 40, + "serialized_chars": 39162, + "estimated_input_tokens": 9791, + "estimated_eval_tokens": 19838 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a true duplicate cluster: it groups many semantically similar but distinct Transformers issues (import regressions, v5 upgrade breakages, generation/cache bugs, FP8/MoE problems, docs drift, and a few placeholder reports). None of the soft edges looks safe to merge as the same underlying bug/change.", - "confidence": 0.97, - "canonical_issue_reason": "Issue 44556 is the broadest user-facing regression report in the set (checkpoint reloads breaking after upgrade to v5.x) and is the closest representative of the cluster\u2019s shared upgrade-regression theme.", + "summary": "This cluster is mostly heterogeneous: version-upgrade regressions, import/load failures, FP8/tensor-parallel bugs, docs issues, and test flakes. None of the soft pairs look like true duplicates or mergeable into one PR-equivalent change.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45278 is the broadest umbrella for the recurring v5 upgrade/import-loading regressions in the set; the other issues are either narrower, different subsystems, or unrelated test/docs bugs.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44556 is the best global representative if one must be chosen, but it still does not subsume the other issues; the set is too heterogeneous for a true canonical duplicate.", + "best_issue_reason": "If a single issue must represent the cluster, issue:45278 is the closest match because it captures the general import-breakage theme seen across several items.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44222", - "right": "issue:45125", + "left": "issue:43901", + "right": "issue:44938", "accept": false, - "reason": "Both mention FP8/MoE, but one is save_pretrained serialization and the other is missing _tp_plan during tensor-parallel loading." + "reason": "Docs confusion about return_all_scores vs a Python 3.14 load failure; different problem and code path." }, { - "left": "issue:43010", - "right": "issue:43065", + "left": "issue:42890", + "right": "issue:44964", "accept": false, - "reason": "Cache/update no_grad vs Sam3PixelDecoder dummy Conv2d; unrelated components." + "reason": "A flaky integration test in sam_hq is unrelated to a Phi-4 multimodal model loading failure." }, { - "left": "issue:42548", - "right": "issue:44351", + "left": "issue:44655", + "right": "issue:44938", + "accept": false, + "reason": "Saving Pipeline objects and Python 3.14 import/load failure are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Different test failures in different models; no shared underlying bug." + }, + { + "left": "issue:42890", + "right": "issue:45600", "accept": false, - "reason": "Both are import errors, but for different missing symbols (`PreTrainedModel` vs `HybridCache`)." + "reason": "Set_seed flakiness in one test is not the same as stale auto_mappings references breaking CI." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "local_files_only network leakage and AddedToken keyword collision are different bugs." + }, + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "Both mention tests, but the underlying failures are not shown to be the same." }, { "left": "issue:43010", - "right": "issue:43232", + "right": "issue:44075", "accept": false, - "reason": "One is cache/layer `update()` decoration, the other is generation kwargs after `sync_gpus`; different code paths." + "reason": "no_grad decoration for cache updates is unrelated to SGD argument handling." }, { - "left": "issue:45125", - "right": "issue:45478", + "left": "issue:44222", + "right": "issue:45125", "accept": false, - "reason": "Both are Qwen3.5 MoE loading issues, but one is a tensor-parallel plan gap and the other is a general from_pretrained failure." + "reason": "FP8 save_pretrained for MoE and missing _tp_plan for tensor parallelism are different code paths." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different export regressions." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Avoiding remote requests and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Compiled Python file errors vs slowdown after upgrading for data filtering; different failures." + "reason": "Compiled Python file errors and slower filtering after upgrade are different issues." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "Sentence Transformers loading hang vs documentation wording for `input_ids` and `past_key_values`." + "reason": "Stuck loading Sentence Transformers vs confusing forward docs; different bug class." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 MoE, but one is a tensor-parallelism missing plan and the other is a broader from_pretrained failure; not enough to treat as the same concrete bug." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Both touch Qwen3.5 MoE configs, but one is loading/tp-plan and the other is a missing config field silently dropped." + "reason": "Missing _tp_plan and missing config field deepstack_visual_indexes are separate model-definition problems." }, { - "left": "issue:43502", - "right": "issue:44485", + "left": "issue:43010", + "right": "issue:45278", "accept": false, - "reason": "local_files_only API requests vs GLM-5 RoPE math; unrelated." + "reason": "Cache/layer update semantics and broad import errors after upgrade are unrelated." }, { - "left": "issue:30333", - "right": "issue:33453", + "left": "issue:44387", + "right": "issue:44556", "accept": false, - "reason": "MLflow training-job status reporting vs tokenizer loading regression." + "reason": "int4 memory/OOM regression is not the same as checkpoint reload failure after upgrading." }, { - "left": "issue:43010", - "right": "issue:44368", + "left": "issue:43723", + "right": "issue:44556", "accept": false, - "reason": "No_grad cache update bug vs tie_word_embeddings warning during LoRA fine-tuning." + "reason": "Tokenizer loading and checkpoint reload breakage are different loading paths." }, { - "left": "issue:44315", - "right": "issue:44360", + "left": "issue:30333", + "right": "issue:33453", "accept": false, - "reason": "Liger Kernel not applied with `model_init` vs DSA indexer missing ReLU." + "reason": "MLFlow reporting after failed training and tokenizer loading regression are unrelated." }, { - "left": "issue:43299", - "right": "issue:44556", + "left": "issue:43010", + "right": "issue:44368", "accept": false, - "reason": "Both are version regressions, but one is Qwen3VL MoE loading and the other is general checkpoint reload after upgrade." + "reason": "no_grad decoration for update methods is unrelated to a warning about tie_word_embeddings." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "local_files_only network leak vs FP8 MoE save_pretrained; unrelated." + "reason": "Network access with local_files_only and FP8 save_pretrained for MoE are different bugs." }, { - "left": "issue:42831", - "right": "issue:43874", + "left": "issue:44315", + "right": "issue:44360", "accept": false, - "reason": "FineGrainedFP8 accuracy issue vs GLM46V image patch helper missing; different bugs." + "reason": "Liger Kernel application in model_init and a DSA indexer ReLU discussion do not share the same bug." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "API requests despite local_files_only vs a placeholder issue title; not the same bug." + "reason": "local_files_only request leakage and an unrelated racoon issue are clearly different." }, { - "left": "issue:30333", - "right": "issue:36296", + "left": "issue:44355", + "right": "issue:44655", "accept": false, - "reason": "MLflow job reporting vs tensor-parallel training bug." + "reason": "Compiled Python file errors and Pipeline save_pretrained failure are separate problems." }, { - "left": "issue:44355", - "right": "issue:44655", + "left": "issue:30333", + "right": "issue:36296", "accept": false, - "reason": "Compiled Python file errors vs pipeline save_pretrained serialization." + "reason": "MLFlow failure handling and tensor parallel training are unrelated." }, { - "left": "issue:44222", - "right": "issue:44230", + "left": "issue:42831", + "right": "issue:43874", "accept": false, - "reason": "Both FP8/MoE, but one is saving weights and the other is inference support." + "reason": "FP8 accuracy and a missing image-processor method are different model bugs." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled Python file errors vs `PretrainedConfig` type checking regression in v5.4.0." + "reason": "Compiled file execution errors are unrelated to PretrainedConfig type checking." }, { - "left": "issue:33453", - "right": "issue:34689", + "left": "issue:44222", + "right": "issue:44230", "accept": false, - "reason": "Tokenizer loading regression vs Llama 3.2 Vision model loading breakage." + "reason": "Both mention FP8 and MoE, but one is save_pretrained and the other is inference support; not the same concrete bug." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs still reference `pipeline()` vs a placeholder issue; no shared underlying bug." + "reason": "Docs still referencing pipeline() and a racoon issue are unrelated." }, { - "left": "issue:42757", - "right": "issue:43576", + "left": "issue:43010", + "right": "issue:45656", "accept": false, - "reason": "Missing `is_offline_mode` import vs broken `transformers env` command." + "reason": "Cache update/no_grad decoration and optimizer step being called twice under deepspeed are different bugs." }, { "left": "issue:33453", - "right": "issue:36296", - "accept": false, - "reason": "Tokenizer loading regression vs tensor-parallel training bug." - }, - { - "left": "issue:43576", - "right": "issue:43824", - "accept": false, - "reason": "Broken env CLI vs missing Qwen2.5-VL class import." - }, - { - "left": "issue:43576", - "right": "issue:45071", + "right": "issue:34689", "accept": false, - "reason": "CLI env command vs type-checking regression." + "reason": "Tokenizer loading regression and Llama 3.2 model loading breakage are different failures." }, { - "left": "issue:43673", - "right": "issue:44492", + "left": "issue:43299", + "right": "issue:44556", "accept": false, - "reason": "Generation cache missing in chunked_prefill vs cache-strategy typo." + "reason": "Qwen3VL MoE loading failure and checkpoint reload after version upgrade are not the same bug." }, { - "left": "issue:38617", + "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Missing `layer_type_validation` import vs env CLI breakage." - }, - { - "left": "issue:31795", - "right": "issue:38617", - "accept": false, - "reason": "Docs confusion for `model.forward` args vs missing import symbol." + "reason": "Missing huggingface_hub symbol and broken transformers env command are different regressions." }, { - "left": "issue:44961", - "right": "issue:45468", + "left": "issue:33453", + "right": "issue:36296", "accept": false, - "reason": "Placeholder issue vs Gemma-4 audio positional encoding bug." + "reason": "Tokenizer loading regression and tensor-parallel training bug are unrelated." }, { "left": "issue:43576", - "right": "issue:44351", + "right": "issue:45071", "accept": false, - "reason": "CLI env breakage vs missing `HybridCache` import." + "reason": "Broken env command and PretrainedConfig type checking are different code paths." }, { - "left": "issue:41628", - "right": "issue:42548", + "left": "issue:43576", + "right": "issue:43824", "accept": false, - "reason": "AutoImageProcessor import failure vs PreTrainedModel import failure; different missing symbols." + "reason": "Broken env command and Qwen2.5 VL import failure are unrelated." }, { - "left": "issue:44908", - "right": "issue:44961", + "left": "issue:43010", + "right": "issue:43976", "accept": false, - "reason": "Scheduler kwargs ignored vs placeholder issue." + "reason": "no_grad update behavior and Python 3.9/3.10 compatibility are different issues." }, { - "left": "issue:44485", - "right": "issue:44961", + "left": "issue:44961", + "right": "issue:45468", "accept": false, - "reason": "GLM-5 RoPE implementation issue vs placeholder issue." + "reason": "racoon and Gemma-4 audio positional encoding are unrelated." }, { - "left": "issue:36296", - "right": "issue:43901", + "left": "issue:38617", + "right": "issue:43576", "accept": false, - "reason": "Tensor-parallel training bug vs docs mention of `return_all_scores`." + "reason": "ImportError for layer_type_validation and broken env command are different issues." }, { - "left": "issue:36296", - "right": "issue:43526", + "left": "issue:31795", + "right": "issue:38617", "accept": false, - "reason": "Tensor-parallel training bug vs BeitImageProcessorFast `reduce_labels` bug." - }, - { - "left": "issue:41628", - "right": "issue:44355", - "accept": false, - "reason": "Import error for AutoImageProcessor vs compiled Python file errors." - }, - { - "left": "issue:44261", - "right": "issue:44360", - "accept": false, - "reason": "MLA layernorm epsilon precision discussion vs DSA indexer ReLU bug." - }, - { - "left": "issue:44273", - "right": "issue:45003", - "accept": false, - "reason": "Lazy loading bug vs unsafe `sys.modules` access." - }, - { - "left": "issue:44273", - "right": "issue:45542", - "accept": false, - "reason": "Lazy loading bug vs tensorboard/TF backend mismatch." - }, - { - "left": "issue:44623", - "right": "issue:45230", - "accept": false, - "reason": "Missing processor.save_pretrained files vs placeholder bug report." + "reason": "Docs confusion in model.forward and an import error are not the same underlying bug." } ] }, @@ -13914,7 +13809,7 @@ { "label": "issue", "component_index": 2, - "component_count": 14, + "component_count": 16, "review_unit_index": 43, "review_unit_count": 44, "status": "reviewed", @@ -13922,38 +13817,38 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-383", + "cluster_id": "cluster-15354-384", "nodes": [ "issue:31795", "issue:33453", - "issue:34689", - "issue:37428", + "issue:36296", + "issue:41628", "issue:41669", "issue:42371", + "issue:42548", "issue:42890", + "issue:43010", + "issue:43232", "issue:43352", "issue:43408", - "issue:43502", - "issue:43519", + "issue:43526", "issue:43576", - "issue:43606", "issue:43673", - "issue:43704", "issue:43827", + "issue:43901", "issue:43976", "issue:44038", "issue:44077", "issue:44246", "issue:44261", - "issue:44263", "issue:44273", "issue:44295", "issue:44297", "issue:44315", "issue:44351", + "issue:44355", "issue:44360", "issue:44393", - "issue:44485", "issue:44492", "issue:44556", "issue:44623", @@ -13962,25 +13857,36 @@ "issue:44829", "issue:44861", "issue:44908", - "issue:44945", + "issue:44961", + "issue:45003", "issue:45071", "issue:45092", "issue:45125", "issue:45230", - "issue:45310", "issue:45341", - "issue:45468", "issue:45478", + "issue:45542", "issue:45753" ], "soft_pairs": [ + "issue:41628|issue:42548", + "issue:43576|issue:44351", + "issue:44908|issue:44961", + "issue:43010|issue:43232", + "issue:36296|issue:43901", + "issue:41628|issue:44355", + "issue:36296|issue:43526", + "issue:44261|issue:44360", + "issue:44273|issue:45003", + "issue:44273|issue:45542", + "issue:44623|issue:45230", "issue:44393|issue:45753", "issue:43576|issue:44556", "issue:41669|issue:43673", "issue:44393|issue:45071", "issue:44038|issue:45125", "issue:44556|issue:45092", - "issue:42371|issue:44492", + "issue:44961|issue:45092", "issue:44704|issue:44908", "issue:42890|issue:44908", "issue:44246|issue:44273", @@ -13988,12 +13894,12 @@ "issue:43976|issue:44393", "issue:43352|issue:44393", "issue:43576|issue:44908", - "issue:44908|issue:45071", "issue:44297|issue:45230", + "issue:43673|issue:44492", + "issue:44908|issue:45071", "issue:44295|issue:45230", "issue:41669|issue:44351", "issue:41669|issue:45341", - "issue:44492|issue:44945", "issue:41669|issue:44492", "issue:44393|issue:45478", "issue:44315|issue:44829", @@ -14001,352 +13907,289 @@ "issue:43827|issue:44908", "issue:31795|issue:33453", "issue:41669|issue:44908", - "issue:44655|issue:44861", + "issue:42371|issue:44492", "issue:43576|issue:44273", - "issue:44360|issue:45468", - "issue:45230|issue:45310", - "issue:44273|issue:44908", - "issue:41669|issue:43704", - "issue:43519|issue:44485", - "issue:31795|issue:34689", - "issue:43519|issue:44908", - "issue:31795|issue:37428", - "issue:44315|issue:45092", - "issue:43704|issue:44485", - "issue:44485|issue:45468", - "issue:42371|issue:43704", - "issue:43502|issue:43519", - "issue:43519|issue:44623", - "issue:43519|issue:43704", - "issue:44263|issue:45468", - "issue:43606|issue:45468", - "issue:44261|issue:45468", - "issue:43704|issue:45341" + "issue:44655|issue:44861" ], - "prepared_review_unit_hash": "7fca05d990c55845be375d82ebf5df80828751f037a22552ac8b155dedc41e3c", + "prepared_review_unit_hash": "400c5c1491947c6fc56b62c218b4687acf87f6d07224c12c5e916f6aec526827", "component_budget": { - "node_count": 383, - "item_count": 383, - "soft_pair_count": 1434, - "serialized_chars": 739528, - "estimated_input_tokens": 184882, - "estimated_eval_tokens": 370020 + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 48, - "serialized_chars": 41469, - "estimated_input_tokens": 10368, - "estimated_eval_tokens": 20992 + "soft_pair_count": 41, + "serialized_chars": 39325, + "estimated_input_tokens": 9832, + "estimated_eval_tokens": 19920 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is a heterogeneous mix of unrelated issue reports (loading regressions, model-specific bugs, docs, CLI, performance, and API drift). I don\u2019t see a single coherent duplicate cluster; all soft edges should be rejected.", - "confidence": 0.92, - "canonical_issue_reason": "No single canonical issue stands out: the items span multiple unrelated subsystems and failure modes. The closest near-duplicate theme is the repeated Qwen3.5 Moe from_pretrained error, but that does not unify the overall set.", + "summary": "Mostly unrelated Transformer issues; the only clear duplicate subcluster is lazy-loading/import regressions around `import transformers` and `sys.modules` access.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45003 is the most root-cause-oriented report in the only real subcluster (lazy loading/import behavior) and is a better umbrella target than the broader symptom reports.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue for the whole set. If forced to anchor one subtopic, the repeated Qwen3.5 Moe from_pretrained error would be the clearest representative, but it is only a local duplicate family.", + "best_issue_reason": "issue:45003 is the best issue to keep as canonical because it names a concrete code-path problem and can absorb the related lazy-loading/import symptom reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import failures, but they are for different symbols and likely different export paths." + }, + { + "left": "issue:43576", + "right": "issue:44351", + "accept": false, + "reason": "CLI/env regression vs missing `HybridCache` export; same package area, not the same bug." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "A scheduler kwargs bug and an unrelated placeholder issue." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Different generation/cache defects with different code paths." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug vs documentation mismatch for pipeline args." + }, + { + "left": "issue:41628", + "right": "issue:44355", + "accept": false, + "reason": "Top-level import error vs errors when running compiled Python files; not the same underlying cause." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor parallelism and BeitImageProcessorFast label handling are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44360", + "accept": false, + "reason": "Layernorm precision/config issue vs DSA indexer activation bug." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": true, + "reason": "Both point to lazy-loading/import machinery being broken; unsafe `sys.modules` access is a plausible root cause." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading/import slowdown is unrelated to the TensorFlow backend detection error." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Specific `save_pretrained` file omission vs an unspecified bug report." + }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "Same model family, but different symptoms (2D bbox hallucination/error vs infinite loop on a specific image); not enough evidence of the same bug." + "reason": "Both involve Qwen vision models, but the symptoms and concrete failures differ." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "Both are v5 regressions, but one is the env command and the other is checkpoint reload compatibility; different code paths." + "reason": "Env command breakage vs checkpoint reload incompatibility after v5 upgrade." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-time performance vs generation cache behavior; unrelated bugs." + "reason": "Import-star performance issue vs missing cache in chunked prefill generation." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Qwen3-VL image-output issue vs PretrainedConfig type-checking breakage; unrelated." + "reason": "Qwen2D output bug vs PretrainedConfig typing regression." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Both mention Qwen3/Moe, but one is a vague model-loading report and the other is a missing tensor-parallel plan; not the same bug." + "reason": "Different model-family regression and a tensor-parallel plan omission; not the same bug." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both are upgrade-to-v5 compatibility complaints, but one is generic checkpoint reload and the other is a specific remote-code/meta-init problem." + "reason": "Both are v5 compatibility problems, but they concern different failure modes." }, { - "left": "issue:42371", - "right": "issue:44492", + "left": "issue:44961", + "right": "issue:45092", "accept": false, - "reason": "TF32 behavior guidance vs a typo in cache strategies; unrelated documentation/API issues." + "reason": "No meaningful overlap beyond being issues." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "Both involve kwargs handling, but in different APIs (processor cached_file vs inverse_sqrt scheduler); not the same underlying bug." + "reason": "Different kwargs-related bugs in different subsystems." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Seed-related test flakiness vs scheduler kwargs propagation; unrelated." + "reason": "Flaky integration tests vs scheduler kwargs handling." }, { "left": "issue:44246", "right": "issue:44273", - "accept": false, - "reason": "Both touch loading/import behavior, but one is intermittent import slowness and the other is lazy loading malfunction; not a clear duplicate." + "accept": true, + "reason": "Both describe import/lazy-loading problems causing slow or broken imports." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "Model-type warning vs model_init/Liger Kernel application; different problems." + "reason": "Model-type warning vs Liger Kernel/model_init behavior." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python version support regression vs Qwen3-VL output bug; unrelated." + "reason": "Python version support issue vs Qwen vision-model output failure." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention support error vs Qwen3-VL output issue; different code paths." + "reason": "Flash Attention support warning vs Qwen hallucination/bbox output bug." }, { - "left": "issue:43576", - "right": "issue:44273", + "left": "issue:44297", + "right": "issue:45230", "accept": false, - "reason": "CLI env command breakage vs lazy loading issue; unrelated." + "reason": "Tokenizer save metadata bug vs unspecified bug report." }, { - "left": "issue:44908", - "right": "issue:45071", + "left": "issue:43673", + "right": "issue:44492", "accept": false, - "reason": "Scheduler kwargs ignored vs PretrainedConfig type checking break; unrelated." + "reason": "Missing cache behavior vs a typo in cache strategies." }, { - "left": "issue:44297", - "right": "issue:45230", + "left": "issue:44908", + "right": "issue:45071", "accept": false, - "reason": "Tokenizer save mismatch vs a vague bug report with no matching concrete symptom." + "reason": "Scheduler kwargs bug vs type-checking regression." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "Position_ids buffer read error vs an underspecified bug report; no shared underlying issue." + "reason": "Position-id buffer read error vs vague bug report." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-star performance refactor vs missing HybridCache import; unrelated." + "reason": "Import-star performance issue vs missing `HybridCache` export." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import-star performance issue vs a testing_utils bug; unrelated." - }, - { - "left": "issue:44492", - "right": "issue:44945", - "accept": false, - "reason": "Cache-strategy typo vs pipeline-parallelism output corruption; unrelated." + "reason": "Import performance issue vs a testing_utils bug." }, { "left": "issue:41669", "right": "issue:44492", "accept": false, - "reason": "Import-time performance refactor vs cache-strategy typo; unrelated." + "reason": "Import performance issue vs a typo issue." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "Qwen3-VL image-output bug vs Qwen3.5 Moe loading error; different models and failure modes." + "reason": "Different Qwen model regressions and different failure signatures." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "model_init/Liger Kernel application vs flash_attention_3 training degeneration; unrelated." + "reason": "Liger Kernel/model_init issue vs flash_attention_3 degenerate training." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "Optional post_init policy vs tied-weight-key AttributeError; unrelated." + "reason": "Optional post_init policy vs tied-weights crash." }, { "left": "issue:43827", "right": "issue:44908", "accept": false, - "reason": "Docs still referencing pipeline() vs scheduler kwargs bug; unrelated." + "reason": "Docs for removed pipeline API vs scheduler kwargs bug." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation clarification for forward arguments vs tokenizer loading regression; unrelated." + "reason": "Forward-doc confusion vs tokenizer loading regression." }, { "left": "issue:41669", "right": "issue:44908", "accept": false, - "reason": "Import-star performance issue vs scheduler kwargs handling; unrelated." - }, - { - "left": "issue:44655", - "right": "issue:44861", - "accept": false, - "reason": "Saving Pipeline objects vs tied-weight-key crash; unrelated." - }, - { - "left": "issue:44360", - "right": "issue:45468", - "accept": false, - "reason": "DSA indexer activation issue vs Gemma-4 audio positional encoding bug; unrelated." - }, - { - "left": "issue:45230", - "right": "issue:45310", - "accept": false, - "reason": "Vague bug report vs a specific Qwen3.5 Moe from_pretrained error; no evidence they are the same bug." - }, - { - "left": "issue:44273", - "right": "issue:45310", - "accept": false, - "reason": "Lazy loading failure vs Qwen3.5 Moe loading error; different subsystems." - }, - { - "left": "issue:41669", - "right": "issue:43704", - "accept": false, - "reason": "Import performance refactor vs VRAM leak in multi-threaded dataloading; unrelated." - }, - { - "left": "issue:43519", - "right": "issue:44485", - "accept": false, - "reason": "Qwen3VL timestamp bug vs GLM-5 RoPE implementation discussion; unrelated." - }, - { - "left": "issue:31795", - "right": "issue:34689", - "accept": false, - "reason": "Forward-API docs confusion vs Llama 3.2 model loading breakage; unrelated." - }, - { - "left": "issue:43519", - "right": "issue:44908", - "accept": false, - "reason": "Qwen3VL processor timestamp bug vs inverse_sqrt scheduler kwargs bug; unrelated." - }, - { - "left": "issue:31795", - "right": "issue:37428", - "accept": false, - "reason": "Forward-API docs confusion vs missing flash-attention import; unrelated." - }, - { - "left": "issue:44315", - "right": "issue:45092", - "accept": false, - "reason": "Both involve model creation/loading, but one is Liger Kernel application under model_init and the other is remote-code checkpoint meta-init incompatibility; not the same bug." - }, - { - "left": "issue:43704", - "right": "issue:44485", - "accept": false, - "reason": "VRAM leak in dataloader threads vs GLM-5 RoPE implementation issue; unrelated." - }, - { - "left": "issue:44485", - "right": "issue:45468", - "accept": false, - "reason": "RoPE implementation discussion vs Gemma-4 audio positional encoding bug; same broad area, but different model and code path." + "reason": "Import performance issue vs scheduler kwargs bug." }, { "left": "issue:42371", - "right": "issue:43704", - "accept": false, - "reason": "TF32 settings guidance vs VRAM leak; unrelated." - }, - { - "left": "issue:43502", - "right": "issue:43519", - "accept": false, - "reason": "local_files_only network-request bug vs timestamp calculation in a processor; unrelated." - }, - { - "left": "issue:43519", - "right": "issue:44623", - "accept": false, - "reason": "Timestamp calculation bug vs processor.save_pretrained missing files; unrelated." - }, - { - "left": "issue:43519", - "right": "issue:43704", - "accept": false, - "reason": "Processor timestamp bug vs VRAM leak in multi-threaded dataloading; unrelated." - }, - { - "left": "issue:44263", - "right": "issue:45468", - "accept": false, - "reason": "torch.split return-value issue in GlmMoeDsaIndexer vs Gemma-4 audio positional encoding; unrelated." - }, - { - "left": "issue:43606", - "right": "issue:45468", - "accept": false, - "reason": "CPU offload device mismatch for bark-small vs Gemma-4 audio positional encoding; unrelated." - }, - { - "left": "issue:44261", - "right": "issue:45468", + "right": "issue:44492", "accept": false, - "reason": "MLA q_a_layernorm precision issue vs Gemma-4 audio positional encoding; unrelated." + "reason": "TF32 settings guidance vs typo in cache strategies." }, { - "left": "issue:43704", - "right": "issue:45341", + "left": "issue:44655", + "right": "issue:44861", "accept": false, - "reason": "VRAM leak in dataloader threads vs a testing_utils bug; unrelated." + "reason": "Pipeline save_pretrained bug vs tied-weight-key AttributeError." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The grouping is grounded in the packet and stays conservative. The canonical choice of issue:45003 is reasonable as the most code-path-specific report, and the two accepted soft-edge pairs are limited to the import/lazy-loading subtheme without overstating a definite shared root cause. The rejected pairs are also appropriately cautious given the different titles and failure modes." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 2, - "component_count": 14, + "component_count": 16, "review_unit_index": 44, "review_unit_count": 44, "status": "reviewed", @@ -14354,180 +14197,336 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-15354-383", + "cluster_id": "cluster-15354-384", "nodes": [ "issue:30333", "issue:31515", "issue:31795", "issue:33453", + "issue:34689", "issue:36296", + "issue:37428", "issue:38617", + "issue:41669", + "issue:42371", "issue:42913", "issue:43066", "issue:43298", + "issue:43502", + "issue:43519", "issue:43525", "issue:43572", - "issue:43618", + "issue:43606", + "issue:43704", + "issue:43827", "issue:44230", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44315", + "issue:44360", + "issue:44485", "issue:44492", - "issue:44556", "issue:44623", "issue:44861", "issue:44908", "issue:44998", + "issue:45092", + "issue:45230", "issue:45290", "issue:45310", - "issue:45341" + "issue:45341", + "issue:45468" ], "soft_pairs": [ + "issue:44360|issue:45468", + "issue:45230|issue:45310", + "issue:43827|issue:44492", + "issue:44273|issue:44908", + "issue:43519|issue:44485", + "issue:41669|issue:43704", + "issue:43519|issue:44908", + "issue:31795|issue:34689", + "issue:31795|issue:37428", + "issue:44315|issue:45092", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:42371|issue:43704", + "issue:43502|issue:43519", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:44263|issue:45468", + "issue:43606|issue:45468", + "issue:44261|issue:45468", + "issue:43704|issue:45341", "issue:42913|issue:43066", "issue:44908|issue:44998", - "issue:44998|issue:45341", "issue:44861|issue:45290", - "issue:44492|issue:44998", - "issue:43618|issue:44998", - "issue:44556|issue:44998", + "issue:41669|issue:44998", + "issue:43704|issue:44998", "issue:43525|issue:44861", + "issue:43066|issue:44998", "issue:43572|issue:44861", "issue:31515|issue:38617", + "issue:44360|issue:44998", "issue:44230|issue:44623", "issue:30333|issue:31515", "issue:31515|issue:36296", "issue:31515|issue:31795", - "issue:31515|issue:33453", "issue:44230|issue:45310", + "issue:31515|issue:33453", "issue:43298|issue:44230" ], - "prepared_review_unit_hash": "59ea5ad44d0fe6a5eb891402c993a79d7a19880133d65febaa096195c8452d4f", + "prepared_review_unit_hash": "a6ad1e2874831f916a6d0fa0c75f8e4a2fb68560c9c438783566ce958c1abb97", "component_budget": { - "node_count": 383, - "item_count": 383, - "soft_pair_count": 1434, - "serialized_chars": 739528, - "estimated_input_tokens": 184882, - "estimated_eval_tokens": 370020 + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 }, "budget": { - "node_count": 22, - "item_count": 22, - "soft_pair_count": 17, - "serialized_chars": 17393, - "estimated_input_tokens": 4349, - "estimated_eval_tokens": 8954 + "node_count": 38, + "item_count": 38, + "soft_pair_count": 37, + "serialized_chars": 32374, + "estimated_input_tokens": 8094, + "estimated_eval_tokens": 16444 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set does not contain a clear duplicate cluster; the proposed soft pairs are mostly superficially similar but refer to different bugs, regressions, or even unrelated topics.", - "confidence": 0.88, - "canonical_issue_reason": "No strong duplicate group is evident from the titles alone; if a representative issue is needed, issue 45290 is the most concrete and reproducible bug report in the set.", + "summary": "This cluster is mostly a bag of unrelated issues: loading regressions, tokenizer/config problems, docs typos, scheduler behavior, model-specific bugs, and a few feature requests. The soft pairs are largely superficial matches on words like \"loading\", \"model_init\", or \"v5\", but they point to different code paths and should not be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue stands out; the items cover many unrelated subsystems and bug classes rather than one shared underlying defect.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45290 is the best representative because it describes a specific crash path with a clear trigger, making it the most actionable bug report here.", + "best_issue_reason": "issue:45092 is the best representative of the cluster\u2019s strongest recurring theme: a concrete model-loading / initialization incompatibility with a clear version-specific failure mode and actionable repro context.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42913", - "right": "issue:43066", + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "Different bugs in different models/components: DSA indexer ReLU vs Gemma-4 audio positional encoding." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report vs a specific Qwen3.5 MoE from_pretrained error; no shared concrete failure." + }, + { + "left": "issue:43827", + "right": "issue:44492", + "accept": false, + "reason": "Docs still referencing pipeline() removal vs a cache-strategy typo; unrelated changes." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading failure and inverse_sqrt scheduler kwargs handling are separate subsystems." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation vs GLM-5 RoPE implementation; different model-specific logic." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup/perf issue vs a VRAM leak in multithreaded dataloader use." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp math bug vs scheduler kwarg propagation bug; unrelated." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion about inputs vs a tokenizer/model-loading regression in Llama 3.2." + }, + { + "left": "issue:31795", + "right": "issue:37428", + "accept": false, + "reason": "Docs wording issue vs ImportError from flash-attention utility; different code paths." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Both involve model creation/loading, but one is Liger Kernel not applied under model_init and the other is remote-code/meta-init incompatibility; not the same bug." + }, + { + "left": "issue:43704", + "right": "issue:44485", "accept": false, - "reason": "Both concern tokenizer v5 behavior, but one is a broad behavior difference and the other is a specific decoder-type bug; not enough to be the same underlying issue." + "reason": "VRAM leak under multithreaded dataloaders vs RoPE implementation details." }, { - "left": "issue:44908", - "right": "issue:44998", + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE implementation vs Gemma-4 audio positional encoding; distinct model-specific implementations." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 settings API change vs VRAM leak; unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Network requests despite local_files_only vs Qwen3VL timestamp calculation; unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Timestamp calculation bug vs processor.save_pretrained missing files; different behavior entirely." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Timestamp calculation vs VRAM leak in dataloader threads; no overlap." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return handling in a DSA indexer vs Gemma-4 audio positional encoding; different bugs." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch in CI for bark-small vs Gemma-4 audio positional encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", "accept": false, - "reason": "A scheduler kwarg bug and a nonsensical/unrelated issue title are not the same problem." + "reason": "MLA q_a_layernorm precision/config issue vs Gemma-4 audio positional encoding; unrelated models." }, { - "left": "issue:44998", + "left": "issue:43704", "right": "issue:45341", "accept": false, - "reason": "Completely unrelated; one is a junk title, the other mentions testing_utils.py." + "reason": "VRAM leak vs a bug in testing_utils.py; no shared underlying defect." }, { - "left": "issue:44861", - "right": "issue:45290", + "left": "issue:42913", + "right": "issue:43066", "accept": false, - "reason": "Different code paths: tied-weight key handling versus chat template tokenization crash." + "reason": "Both concern tokenizer v5 behavior, but one is broad behavior drift and the other is a specific decoder-type mismatch; too different to treat as duplicates." }, { - "left": "issue:44492", + "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "A typo fix is unrelated to the other issue." + "reason": "Scheduler kwargs bug vs an unrelated placeholder issue titled \"Unemployment\"." }, { - "left": "issue:43618", + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weights key handling crash vs chat-template tool-call crash; different code paths." + }, + { + "left": "issue:41669", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attentions assignment regression is unrelated to the other issue." + "reason": "Import-star cleanup/perf issue vs unrelated placeholder issue." }, { - "left": "issue:44556", + "left": "issue:43704", "right": "issue:44998", "accept": false, - "reason": "Checkpoint reload regression after v5 upgrade is unrelated to the other issue." + "reason": "VRAM leak vs unrelated placeholder issue." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Llama4Config pad_token_id missing is unrelated to tied-weight key crashes." + "reason": "Missing pad_token_id on Llama4Config vs tied-weight key handling AttributeError; different failures." + }, + { + "left": "issue:43066", + "right": "issue:44998", + "accept": false, + "reason": "Tokenizer decoder-type issue vs unrelated placeholder issue." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "StableLmConfig pad_token_idx missing is unrelated to tied-weight key handling." + "reason": "Missing pad_token_idx in StableLmConfig vs tied-weight key crash; config field bug is unrelated." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Checkpoint loading slowdown and an ImportError in configuration_utils are different bugs." + "reason": "Slow checkpoint loading vs an ImportError for layer_type_validation; performance issue versus import regression." + }, + { + "left": "issue:44360", + "right": "issue:44998", + "accept": false, + "reason": "DSA indexer ReLU bug vs unrelated placeholder issue." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 inference support for Qwen3-VL/Qwen3.5 MoE is unrelated to processor.save_pretrained missing files." + "reason": "FP8 support request for qwen3-vl/qwen3.5 moe vs processor.save_pretrained missing files; unrelated features/bugs." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow status reporting on failed training jobs is unrelated to slow checkpoint loading." + "reason": "MLFlow reporting failure on training job failure vs slow from_pretrained checkpoint loading; unrelated." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Checkpoint loading performance and tensor-parallel training are different issues." + "reason": "Checkpoint loading performance vs tensor-parallel training bug; different areas." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Slow checkpoint loading is unrelated to documentation confusion in model.forward." + "reason": "Checkpoint loading slowdown vs documentation confusion about forward args; unrelated." }, { - "left": "issue:31515", - "right": "issue:33453", + "left": "issue:44230", + "right": "issue:45310", "accept": false, - "reason": "Checkpoint loading slowdown and tokenizer loading regression are different code paths." + "reason": "FP8 support request vs a Qwen3.5 MoE from_pretrained failure; one is a feature ask, the other a loading bug." }, { - "left": "issue:44230", - "right": "issue:45310", + "left": "issue:31515", + "right": "issue:33453", "accept": false, - "reason": "Both mention Qwen3.5 MoE, but one is an FP8 inference support request and the other is a from_pretrained regression; not the same concrete bug." + "reason": "Both mention loading, but one is slow checkpoint loading and the other is a tokenizer-loading regression; not the same defect." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching for audio models and FP8 support for Qwen3-VL/Qwen3.5 MoE are unrelated subsystems and behaviors." + "reason": "Continuous batching missing audio-model support vs FP8 support for Qwen3-VL/Qwen3.5 MoE; unrelated feature requests." } ] }, @@ -14541,7 +14540,7 @@ { "label": "issue", "component_index": 3, - "component_count": 14, + "component_count": 16, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -14557,7 +14556,7 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "2a6b788aa9a13ba903e2f1394e4ceb11076f7165f0f61878de31e3fbb1c4af51", + "prepared_review_unit_hash": "2770400a9e467b8f30b6d6d65fa3cd3d0a8edbfab7eb4a7129a90ad1be3ca6ee", "component_budget": { "node_count": 2, "item_count": 2, @@ -14579,18 +14578,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate feature requests in the same broad area but for different capabilities: Flash Attention 2 support vs GGUF support. They do not describe the same underlying bug or change, so they should not be merged as duplicates.", - "confidence": 0.96, + "summary": "These are two separate community feature requests, not duplicates: one asks for Flash Attention 2 support for more architectures, the other for GGUF support for more architectures. The soft similarity signal is too broad to treat them as the same underlying issue.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No single canonical issue stands out because the two issues are unrelated enhancements rather than duplicates.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different requested features and code paths: Flash Attention 2 support is unrelated to adding GGUF support. Shared wording about 'more architectures' is too broad to treat as the same issue." + "reason": "Different feature areas and codepaths (Flash Attention 2 vs GGUF); they share only a broad \u2018more architectures\u2019 theme, so they are not the same underlying issue." } ] }, @@ -14604,7 +14603,7 @@ { "label": "issue", "component_index": 4, - "component_count": 14, + "component_count": 16, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -14627,12 +14626,12 @@ "issue:43834|issue:44365", "issue:44365|issue:44370" ], - "prepared_review_unit_hash": "eadfa52dfb9000c6786283182c3cd9c93e0ba7e87a2feaf5ceb17f5a9d2de405", + "prepared_review_unit_hash": "6ce48d1491b884fcc9c0ee1936c7fddc7cc03167a8eb6addbd4efed853a5a838", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4455, + "serialized_chars": 4454, "estimated_input_tokens": 1114, "estimated_eval_tokens": 2484 }, @@ -14640,7 +14639,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4455, + "serialized_chars": 4454, "estimated_input_tokens": 1114, "estimated_eval_tokens": 2484 }, @@ -14649,48 +14648,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are highly similar issue-template variants for translating documentation into different languages. They are not the same underlying request, because the only concrete issue targets a specific language (Turkish) while the others are generic placeholders or distinct language-specific translation tasks.", - "confidence": 0.82, - "canonical_issue_reason": "Issue 27088 is the only concrete, language-specific request ([i18n-TR] Turkish) rather than a template placeholder, so it is the best representative of the cluster if one must be chosen.", + "summary": "These are issue-template style requests for translating docs, but they appear to target different languages rather than the same underlying task. No PRs are present.", + "confidence": 0.79, + "canonical_issue_reason": "issue:27088 is the only specific, fully named request (Turkish) and is the most concrete representative of the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "27088 is the most actionable and specific issue in the set; the others read like generic template instances rather than a distinct, concrete request.", + "best_issue_reason": "issue:27088 is the clearest issue to keep as the representative because it is specific and not a placeholder-style template title.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Same translation-request template, but not the same underlying task: 27088 is Turkish-specific while 44370 is a generic placeholder/other language instance." + "reason": "Both are translation-request issues, but they do not indicate the same target language or the same concrete change; this looks like template similarity only." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "The titles indicate different language targets; these are separate translation requests, not duplicates." + "reason": "Same broad i18n-docs theme, but no evidence they refer to the same language or duplicate request." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Generic i18n template vs. a Turkish-specific request; similar structure, different concrete language change." + "reason": "The titles suggest different language-specific translation requests, so they should not be merged as duplicates." }, { "left": "issue:43834", "right": "issue:44370", "accept": false, - "reason": "Both look like template instances, but there is no evidence they refer to the same concrete language or request." + "reason": "Highly similar template structure, but no proof they are the same translation task rather than separate language requests." }, { "left": "issue:43834", "right": "issue:44365", "accept": false, - "reason": "They share the same template wording only; the underlying translation target is not shown to be identical." + "reason": "These look like repeated template issues, not the same underlying bug/change." }, { "left": "issue:44365", "right": "issue:44370", "accept": false, - "reason": "No concrete evidence they are the same language or the same translation task, so they should not be merged." + "reason": "No concrete overlap beyond the generic translation-docs template; reject as duplicate." } ] }, @@ -14704,7 +14703,7 @@ { "label": "issue", "component_index": 5, - "component_count": 14, + "component_count": 16, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -14750,21 +14749,21 @@ "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:43837|issue:43909", "issue:43909|issue:44205", + "issue:43671|issue:43909", "issue:44121|issue:45322", + "issue:43837|issue:44121", "issue:43837|issue:45027", "issue:43837|issue:45177" ], - "prepared_review_unit_hash": "d6e2abbfea0b540feded8beb2e9823fb4abdb1c70bd161ad01c8a060549a32d9", + "prepared_review_unit_hash": "19087cc10efede8e85b35f9957c304b1f327961cbb2b15e296c0015728584579", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 28, - "serialized_chars": 17650, + "serialized_chars": 17649, "estimated_input_tokens": 4413, "estimated_eval_tokens": 9082 }, @@ -14772,7 +14771,7 @@ "node_count": 14, "item_count": 14, "soft_pair_count": 28, - "serialized_chars": 17650, + "serialized_chars": 17649, "estimated_input_tokens": 4413, "estimated_eval_tokens": 9082 }, @@ -14781,180 +14780,180 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are mostly broad, unrelated model-add requests that only look similar at the template level. The shared theme is \u201cplease add support for model X,\u201d but the targets span different architectures, modalities, and code paths, so none of the soft links are strong duplicate signals.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 41115 is the best cluster representative: it has the strongest discussion/inbound-reference activity and is a straightforward model-architecture addition request, making it the most central anchor among these otherwise distinct feature asks.", + "summary": "All items are distinct model-request issues spanning different architectures, model families, or modalities. There is no true duplicate cluster here; the closest pair is Qwen3-TTS vs Qwen3-ASR, but those are separate code paths and should stay separate.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 41115 is the most suitable single issue to anchor this cluster because it is the most active and broadly phrased request, but it should not be treated as a duplicate of the others.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "Different model targets (EuroBert config vs DEIMv2); same general request pattern only." + "reason": "Different model families (EuroBert vs DEIMv2); same broad request type only." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config and Qwen3-TTS support are different models and different modalities." + "reason": "EuroBert config request vs Qwen3-TTS support; unrelated models." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are unrelated model support requests." + "reason": "NeoBERT and Qwen3-ASR are different model requests and code paths." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT vs OpenAI weight-sparse transformer; distinct architectures and code paths." + "reason": "NeoBERT vs weight-sparse transformer; different architectures." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio 1.5B are different model families and tasks." + "reason": "NeoBERT vs LFM2.5 Audio; unrelated model families." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are separate model additions, not the same underlying change." + "reason": "NeoBERT and ModernVBERT are separate model additions." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS support are different model integrations." + "reason": "NeoBERT vs Voxtral TTS; different model targets." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different concrete implementations." + "reason": "MiniCPM3 architecture request vs Qwen3-ASR support; not the same change." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 vs weight-sparse transformer are distinct model/code-path requests." + "reason": "MiniCPM3 vs sparse-transformer request; different concrete model work." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are not the same model or fix." + "reason": "MiniCPM3 and ModernVBERT are distinct model requests." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 and Voxtral TTS support target different model stacks." + "reason": "MiniCPM3 vs Voxtral TTS; unrelated model families." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are unrelated model support requests." + "reason": "DEIMv2 vs Qwen3-TTS; separate model additions." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT and Qwen3-ASR are different models and modalities." + "reason": "ModernVBERT vs Qwen3-ASR; different model targets." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are separate feature requests." + "reason": "ModernVBERT vs Qwen3-TTS; distinct requests." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT models and BERT-like models with RoPE are related only at a broad architectural level, not the same change." + "reason": "ModernVBERT request vs a generic BERT-like RoPE proposal; not the same issue." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like RoPE support and Voxtral TTS support are different problem domains." + "reason": "Generic BERT-like RoPE discussion vs Voxtral TTS support; unrelated." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR are adjacent but distinct support paths, so not one duplicate fix." + "reason": "Same Qwen3 family, but TTS vs ASR are different modalities and likely separate code paths." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS and Voxtral TTS are different model integrations." + "reason": "Qwen3-TTS vs Voxtral TTS; different model families." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated model requests." + "reason": "Qwen3-TTS vs DeepSeek-OCR2; unrelated model requests." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "TTS support and weight-sparse transformer support do not share the same underlying code change." + "reason": "Qwen3-TTS vs weight-sparse transformer; different changes." }, { - "left": "issue:43671", + "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-TTS and LFM2.5 Audio 1.5B are different audio model requests." + "reason": "Qwen3-ASR support vs LFM2.5 Audio; separate audio model requests." }, { "left": "issue:43837", - "right": "issue:43909", + "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio 1.5B are different model support requests." + "reason": "Qwen3-ASR vs sparse-transformer request; not the same bug/change." }, { "left": "issue:43837", - "right": "issue:45322", + "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and EUPE are unrelated modalities and architectures." + "reason": "Qwen3-ASR vs Voxtral TTS; different models and tasks." }, { "left": "issue:43837", - "right": "issue:44121", + "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR support and circuit-sparsity transformer support are different code paths." + "reason": "Qwen3-ASR vs DeepSeek-OCR2; unrelated." }, { - "left": "issue:43909", - "right": "issue:44205", + "left": "issue:43837", + "right": "issue:45322", "accept": false, - "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are separate model additions." + "reason": "Qwen3-ASR vs EUPE; different model families." }, { - "left": "issue:44121", - "right": "issue:45322", + "left": "issue:43909", + "right": "issue:44205", "accept": false, - "reason": "OpenAI weight-sparse transformer and EUPE are distinct model architectures." + "reason": "LFM2.5 Audio vs SAM3-LiteText; distinct model support requests." }, { - "left": "issue:43837", - "right": "issue:45027", + "left": "issue:43671", + "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are different audio model integrations." + "reason": "Qwen3-TTS vs LFM2.5 Audio; different audio models and code paths." }, { - "left": "issue:43837", - "right": "issue:45177", + "left": "issue:44121", + "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated model requests." + "reason": "Sparse transformer request vs EUPE; unrelated model additions." } ] }, @@ -14968,7 +14967,7 @@ { "label": "issue", "component_index": 6, - "component_count": 14, + "component_count": 16, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -14995,82 +14994,82 @@ "issue:43668|issue:44031", "issue:43668|issue:43813" ], - "prepared_review_unit_hash": "f04a203f0781a75a044a1ae0697fe28fe0191b1c8a5edb2b83529c12fb10d5e2", + "prepared_review_unit_hash": "04e2237cec87510ce1e840ce44f7f7109d957411609a42436a0b0b5f7864c5a4", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 6290, - "estimated_input_tokens": 1573, - "estimated_eval_tokens": 3402 + "serialized_chars": 6294, + "estimated_input_tokens": 1574, + "estimated_eval_tokens": 3404 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 6290, - "estimated_input_tokens": 1573, - "estimated_eval_tokens": 3402 + "serialized_chars": 6294, + "estimated_input_tokens": 1574, + "estimated_eval_tokens": 3404 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The soft similarities are superficial; these issues describe different bugs in different models/subsystems and are not duplicates of one another.", - "confidence": 0.9, - "canonical_issue_reason": "No single canonical issue stands out: the items span unrelated problems (norm semantics, unused ignore value, loss kwargs plumbing, a config type hint, a typo, and tokenizer regex warnings).", + "summary": "No duplicate cluster here: the issues span unrelated bugs across different models and tokenizer/config code paths. All soft links look like false positives from superficial wording overlap.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical duplicate stands out; these six issues describe different problems in different components rather than the same underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43668 is the cleanest standalone report, but it is not a representative duplicate target for the others.", + "best_issue_reason": "issue:44031 is the broadest and most impactful report in the set, with the most discussion and the clearest user-facing regression, so it is the best representative issue if one must be chosen.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Different components and bugs: Llama4TextL2Norm semantics vs ModernBERTConfig type annotation." + "reason": "Different problems: one questions Llama4TextL2Norm semantics, the other is a ModernBERT config type-hint issue." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Mask2Former ignore_value usage and loss-kwargs forwarding are unrelated code paths." + "reason": "Mask2Former's ignore_value handling and missing kwargs in loss calculation are separate training bugs with different code paths." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "One is a segmentation-model training bug; the other is a tokenizer warning regression." + "reason": "Unrelated areas: model-specific ignore_value usage versus a tokenizer regex warning regression." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Unused model ignore_value and a typo in a different symbol are not the same underlying bug." + "reason": "Mask2Former ignore_value handling is unrelated to a quantization typo in a different component." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Different model areas and failure modes; no shared concrete bug." + "reason": "Different subsystems and bug types: Mask2Former behavior versus a ModernBERTConfig annotation error." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Loss function kwargs plumbing is unrelated to a config type-hint issue." + "reason": "Missing kwargs in loss computation is not the same as an incorrect config type hint." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "Config typing mistake vs tokenizer regex warning regression; different fixes and code paths." + "reason": "A config type-hint bug and a tokenizer regex warning are distinct issues affecting different paths." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "A type-hint bug and a typo in a different identifier are not duplicates." + "reason": "ModernBERTConfig typing and a typo in orig_conversion.quantization_operation are unrelated." } ] }, @@ -15084,7 +15083,7 @@ { "label": "issue", "component_index": 7, - "component_count": 14, + "component_count": 16, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -15100,12 +15099,12 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "a8fb49dc8f70695fb4ed2bdef36d7ad269f4ba9b0135d015635305f2aa1ce474", + "prepared_review_unit_hash": "72dd3f4e2809d48ad23ef35083a350e95413d8ad40a0658e58ddd96f64918f47", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, + "serialized_chars": 1479, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -15113,7 +15112,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, + "serialized_chars": 1479, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -15122,18 +15121,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated feature requests: one about block decoding and the other about DeepSeek v3.2 support. No duplicate cluster here.", - "confidence": 0.98, - "canonical_issue_reason": "No true canonical issue: the titles and request scopes are unrelated, so they should not be grouped as duplicates.", + "summary": "The two issues are unrelated feature requests: one about block decoding and the other about DeepSeek v3.2 support. They do not describe the same underlying bug or change, so this cluster should not be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "If one issue must represent the cluster, issue 43037 is the more specific, user-facing request and has slightly more discussion activity.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "These do not describe the same underlying bug or change; block decoding and DeepSeek v3.2 support are separate requests with no concrete overlap." + "reason": "Different requests affecting different areas: block decoding vs model support. No shared code-path, explicit target, or concrete duplicate behavior." } ] }, @@ -15147,7 +15146,7 @@ { "label": "issue", "component_index": 8, - "component_count": 14, + "component_count": 16, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -15163,12 +15162,12 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "b1b2799d59050487278d023c040599fec557ded9a262f59802cd93bd1c2c905d", + "prepared_review_unit_hash": "f8cd2e0d1413e2e4edde95a4a79432b7ed2b2e8c11921d12706e9f32cfb3388e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1582, + "serialized_chars": 1584, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -15176,7 +15175,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1582, + "serialized_chars": 1584, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -15185,18 +15184,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are thematically related around custom trainer support, but they describe different feature gaps: one is about `remove_unused_column` behavior in `Trainer`, the other about FLOPS estimation for custom trainers. They do not look like the same underlying bug.", - "confidence": 0.93, - "canonical_issue_reason": "No clear duplicate canonical issue: #43598 is about input-column handling/customizability, while #43600 is about FLOPS estimation logic for custom trainers.", + "summary": "These two issues are related to custom trainer support, but they describe different problems: one is about `remove_unused_column` customizability, the other about FLOPS estimation for custom trainers. I would not merge them as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "No true canonical issue: the reports point to separate fixes in Trainer behavior, so they should remain distinct.", "canonical_pr_reason": null, - "best_issue_reason": "#43598 is the better representative of the cluster because it is the more general customizability issue, whereas #43600 is a separate, narrower trainer-accounting concern.", + "best_issue_reason": "Issue #43598 is the broader customizability discussion and is the better representative of the cluster theme, if one must be chosen.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Related topic, but not the same bug or change. One concerns `remove_unused_column` customization; the other concerns FLOPS estimation for custom trainers." + "reason": "They share a general Trainer/custom-trainer theme, but the underlying bugs are different: column removal behavior vs FLOPS estimation logic." } ] }, @@ -15210,7 +15209,7 @@ { "label": "issue", "component_index": 9, - "component_count": 14, + "component_count": 16, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -15226,12 +15225,12 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "efa0703a6c1d416508163000cc03ed0f9b27b12936b822b0808a23994cf92839", + "prepared_review_unit_hash": "ac7721c472cca869f1db6fc83d974a20f8a39fba28d7bf51c8e9960e043276fd", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1611, + "serialized_chars": 1612, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -15239,7 +15238,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1611, + "serialized_chars": 1612, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -15248,18 +15247,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are related to Qwen model support, but they request different capabilities for different model families: one is about registering Qwen3-Omni with AutoModel/AutoModelForConditionalGeneration, the other is about adding AutoModelForSequenceClassification support for Qwen3.5. They are not the same underlying bug/change.", - "confidence": 0.91, - "canonical_issue_reason": "issue:43684 is broader and more foundational: it targets model registration for Qwen3-Omni in core auto classes, which is the more representative tracker for registration/support work.", + "summary": "The two issues are related only by the Qwen ecosystem, but they request different capabilities: one is about registering Qwen3-Omni with AutoModel/AutoModelForConditionalGeneration, while the other asks for AutoModelForSequenceClassification support for Qwen3.5. They are not duplicates of the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "issue:43684 is the broader, more central request around model registration and auto-class support, making it the best representative issue in this small cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43684 is the better canonical issue because it covers the general registration gap rather than a single task-specific auto-class extension.", + "best_issue_reason": "issue:43684 is the strongest issue to keep as the cluster representative because it targets a core registration gap rather than a narrower task-specific addition.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different model variants and different auto-class targets; this is related feature work, not the same bug or change." + "reason": "Different model variants and different auto-class targets: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs Qwen3.5 sequence-classification support. They do not look like the same underlying fix." } ] }, @@ -15273,7 +15272,7 @@ { "label": "issue", "component_index": 10, - "component_count": 14, + "component_count": 16, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -15296,84 +15295,87 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "da963a577badd98d6be8c6667d6633f76a3884f5fcf79507b7c4ffa79f5e5d16", + "prepared_review_unit_hash": "fc28462ff87a90654ab3fe0d45e8016496c6df5db65099ad863a74bbfe5f6ed0", "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": 4266, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4264, - "estimated_input_tokens": 1066, - "estimated_eval_tokens": 2388 + "serialized_chars": 4266, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "A very sparse cluster: three issues share the same vague title \"huggingface\" and one separate issue is titled \"Fett\". There is not enough description or linked context to prove any are the same underlying bug/report, so I would not merge any pair confidently.", - "confidence": 0.26, - "canonical_issue_reason": "Issue 43859 is the best representative only because it matches the repeated title and has the most activity in the set, but the cluster is too underspecified for a strong canonical choice.", + "summary": "Three issues share the exact title \"huggingface \" and appear to be duplicates; the \"Fett\" issue is unrelated by title and should remain separate.", + "confidence": 0.78, + "canonical_issue_reason": "Issue #43845 is the earliest of the identical-title \"huggingface \" issues, making it the best representative for the duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43859 is the most suitable single issue to keep as the representative because it is one of the repeated \"huggingface\" entries and has discussion activity, making it slightly more informative than the others.", + "best_issue_reason": "Issue #43845 is the cleanest canonical choice because it is earliest and matches the other near-identical issues exactly.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Titles are unrelated and there is no body context to show the same underlying issue." + "reason": "Different titles with no shared target or code evidence; not enough to treat as the same issue." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different title and no substantive details linking it to the Hugging Face issues." + "reason": "Different titles with no shared target or code evidence; not enough to treat as the same issue." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different title and no evidence these report the same bug or request." + "reason": "Different titles with no shared target or code evidence; not enough to treat as the same issue." }, { "left": "issue:43845", "right": "issue:43846", - "accept": false, - "reason": "The titles match, but they are too vague and have no supporting description to confirm a true duplicate." + "accept": true, + "reason": "Same exact title and very close timing strongly suggest the same underlying issue." }, { "left": "issue:43845", "right": "issue:43859", - "accept": false, - "reason": "Same vague title, but no concrete problem statement or evidence of the same underlying issue." + "accept": true, + "reason": "Same exact title and same topic strongly indicate a duplicate report." }, { "left": "issue:43846", "right": "issue:43859", - "accept": false, - "reason": "Identical vague titles alone are not enough to safely accept a duplicate edge." + "accept": true, + "reason": "Same exact title and same topic strongly indicate a duplicate report." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: three issues have the exact same title, and #43845 is the earliest among them. The soft-edge decisions are conservative enough given the limited evidence, and the unrelated 'Fett' issue is correctly kept separate." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, { "label": "issue", "component_index": 11, - "component_count": 14, + "component_count": 16, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -15400,91 +15402,214 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "7974fb6a5ce25a724cc69c86f9f88f837fe5472c596e06d72b02cd7490be3576", + "prepared_review_unit_hash": "188c3a1f9cc64a40eff79ff8f53f947ffeebfa5859770ac13a8bc48440c4b596", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5794, - "estimated_input_tokens": 1449, - "estimated_eval_tokens": 3154 + "serialized_chars": 5785, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5794, - "estimated_input_tokens": 1449, - "estimated_eval_tokens": 3154 + "serialized_chars": 5785, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues appear to be unrelated low-content/spam submissions, not a true duplicate cluster. No canonical issue is warranted, and all soft edges should be rejected.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "This cluster is mostly unrelated low-information spam/issues. The only plausible duplicates are the three exact \"\" reports; the documentation suggestion and \"Google LLC\" post look separate.", + "confidence": 0.77, + "canonical_issue_reason": "issue:44371 is the best representative of the exact \"\" trio: it is one of the identical spam-style reports, appears earliest, and sits at the center of the strongest soft matches.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:44371 is the best issue to anchor the cluster because it matches the other two exact spam items and is the earliest of that duplicate-like set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", - "accept": false, - "reason": "Both are titled \"\", but there is no issue text or concrete bug report tying them to the same underlying problem." + "accept": true, + "reason": "Same exact spam-style issue: identical title pattern and strongest token overlap; likely the same duplicate report." }, { "left": "issue:44371", "right": "issue:44573", - "accept": false, - "reason": "Same generic spam title, but no shared description, target, or code-path evidence to indicate duplication." + "accept": true, + "reason": "Same exact spam-style issue as the other \"\" reports; no meaningful distinction is visible." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "The titles are generic and unrelated: spam vs. a documentation suggestion; no evidence of the same bug or change." + "reason": "Different subject matter: one is spam-like, the other is a documentation enhancement request." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder versus a specific-sounding request; no shared technical context or duplicate symptom." + "reason": "Different titles and apparent intent; \"Check out \\\"Google LLC\\\"\" is a separate promotional/spam-like post, not the same report." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "A documentation enhancement request and a spam placeholder are not the same underlying issue." + "reason": "Documentation enhancement and spam placeholder are not the same underlying issue." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "No concrete overlap beyond low-information similarity; these do not look like duplicates." + "reason": "Documentation enhancement and spam placeholder are not the same underlying issue." }, { "left": "issue:44572", "right": "issue:44573", - "accept": false, - "reason": "Identical spam titles alone are insufficient; there is no substantive body content to confirm the same bug." + "accept": true, + "reason": "Both are identical \"\" reports with matching high similarity, so they look like duplicates." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder and a specific request title do not describe the same bug or change." + "reason": "Both may be low-quality posts, but they are not the same concrete issue or report." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "No concrete shared failure mode or requested change is present; reject as non-duplicate." + "reason": "Both may be low-quality posts, but they are not the same concrete issue or report." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: the three \"\" issues are the only clearly duplicate-like items, and the documentation/\"Google LLC\" entries are conservatively treated as separate. The soft-edge accepts/rejects are appropriately cautious given the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "6efd60e378117c5052bbd8ed701f0af63c471165fe99f0ac392aaba79fbb3375", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues look highly similar from metadata alone: identical titles, close body lengths, and a soft-similarity signal. That supports treating them as likely duplicates, but the available evidence is not strong enough to confidently say they are the same underlying issue without body text, targets, or file-level detail.", + "confidence": 0.74, + "canonical_issue_reason": "#45145 is the better canonical anchor because it has the inbound reference, so it appears to be the more linked of the two otherwise similar issues.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the best issue candidate for the cluster because it is the referenced thread and serves as the most visible anchor among the two similar issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "The metadata suggests a likely duplicate, but we do not have the actual body content, targets, or filenames. With only identical titles, similar body sizes, and a soft-similarity signal, the evidence is too thin to accept this edge deterministically." } ] }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate-cluster conclusion is directionally reasonable, but the analyst is a bit too confident for the evidence available. The packet only shows identical titles, similar body lengths, and a soft-similarity signal; it does not expose the actual body content, targets, or filenames, so calling them the same underlying issue is stronger than the metadata alone supports. The canonical choice for #45145 is grounded by its inbound reference, but the soft-edge acceptance should be more conservative given deterministic_accept=false." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, "evaluator_result": null, "evaluator_used": false, "retried": false, @@ -15494,8 +15619,8 @@ }, { "label": "issue", - "component_index": 12, - "component_count": 14, + "component_index": 14, + "component_count": 16, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -15503,107 +15628,113 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-45145-2", + "cluster_id": "cluster-45672-2", "nodes": [ - "issue:45145", - "issue:45151" + "issue:45672", + "issue:45674" ], "soft_pairs": [ - "issue:45145|issue:45151" + "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "5bd893f691d6eb2643ad7b739f4be2adbc999e956b0bfeb5e91d715d746e20d5", + "prepared_review_unit_hash": "51149c8c814def8804a0702c4e49d266c1cafa1343b015421b5a4e293a42c355", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1645, - "estimated_input_tokens": 412, - "estimated_eval_tokens": 1080 + "serialized_chars": 1669, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1645, - "estimated_input_tokens": 412, - "estimated_eval_tokens": 1080 + "serialized_chars": 1669, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues appear to be duplicate reports of the same energy-optimization proposal, with identical titles and very similar body length/content.", - "confidence": 0.98, - "canonical_issue_reason": "Issue #45145 is the better canonical because it was created first and already has an inbound reference, making it the more established thread.", + "summary": "These are two separate 4-bit inference bugs: one in Gemma4 audio modules hitting `torch.finfo()` on `uint8` weights, and another in `BitsAndBytesConfig` where `llm_int8_skip_modules` drops the default `lm_head` exclusion and triggers an `AssertionError`.", + "confidence": 0.95, + "canonical_issue_reason": "Issue #45674 is the more general, configuration-specific regression with a clear failure mode and likely broader user impact.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #45145 is the best representative issue for the cluster for the same reasons: earliest creation and existing references.", + "best_issue_reason": "Issue #45674 is the clearest and most actionable representative of the cluster, with a concrete repro path tied to a specific config interaction.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45145", - "right": "issue:45151", - "accept": true, - "reason": "Same title and highly similar content indicate the same underlying issue, so this is a clear duplicate pair." + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Different bugs and code paths: Gemma4 audio-module dtype handling vs. BitsAndBytes skip-module exclusion logic. They both occur in 4-bit inference, but the failure mechanisms are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The canonical choice is grounded in the packet: issue #45145 is earlier and has the only inbound reference. The soft-edge duplicate verdict is also reasonably conservative given the identical titles and strong soft-similarity signal, with no contrary evidence in the packet." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, { "label": "issue", - "component_index": 13, - "component_count": 14, + "component_index": 15, + "component_count": 16, "review_unit_index": 1, "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-45295-2", + "cluster_id": "cluster-45762-2", "nodes": [ - "issue:45295", - "issue:45373" + "issue:45762", + "issue:45763" ], - "soft_pairs": [], - "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "46188964ce8bf866e3c536ae40922be35335041a2a8382f91452962492905c00", "component_budget": { "node_count": 2, "item_count": 2, - "soft_pair_count": 0, - "serialized_chars": 1286, - "estimated_input_tokens": 322, - "estimated_eval_tokens": 900 + "soft_pair_count": 1, + "serialized_chars": 1472, + "estimated_input_tokens": 368, + "estimated_eval_tokens": 992 }, "budget": { "node_count": 2, "item_count": 2, - "soft_pair_count": 0, - "serialized_chars": 1286, - "estimated_input_tokens": 322, - "estimated_eval_tokens": 900 + "soft_pair_count": 1, + "serialized_chars": 1472, + "estimated_input_tokens": 368, + "estimated_eval_tokens": 992 }, "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.", + "summary": "The two issues are both bare name/date strings, but there is no evidence they describe the same problem or request. They look like unrelated entries with only superficial format similarity.", + "confidence": 0.93, + "canonical_issue_reason": null, "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_issue_reason": "Neither issue has enough context to serve as a meaningful canonical representative; if forced, issue #45762 is marginally earlier, but there is no substantive duplicate relationship to justify canonization.", "best_pr_reason": null, - "soft_edge_verdicts": [] + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Reject: the only shared signal is a superficial name/date pattern. There is no description, link, filename, or issue target indicating the same underlying bug or change." + } + ] }, "evaluator_result": null, "evaluator_used": false, @@ -15614,8 +15745,8 @@ }, { "label": "issue", - "component_index": 14, - "component_count": 14, + "component_index": 16, + "component_count": 16, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -15623,48 +15754,48 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-45672-2", + "cluster_id": "cluster-45764-2", "nodes": [ - "issue:45672", - "issue:45674" + "issue:45764", + "issue:45765" ], "soft_pairs": [ - "issue:45672|issue:45674" + "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "a5fcd1e7ad7ab8c843feaf86f2c168e6eae3a1b8c14e4a65d466910451f39189", + "prepared_review_unit_hash": "1c4180a1559a6c85cebce89f7eb770779d609f8ee264e6ccaa0c9520d6a7ee2f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1668, - "estimated_input_tokens": 417, - "estimated_eval_tokens": 1090 + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1668, - "estimated_input_tokens": 417, - "estimated_eval_tokens": 1090 + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues both mention 4-bit inference, but they describe different failures and root causes: one is a Gemma4/audio-module `torch.finfo()` TypeError on `uint8` weights, the other is a `BitsAndBytesConfig` regression where `llm_int8_skip_modules` drops the default `lm_head` exclusion and triggers an AssertionError. They should not be deduplicated.", - "confidence": 0.95, - "canonical_issue_reason": "Issue 45674 is the better representative of the cluster only in the sense that it states a framework-level regression with a clearer config-related failure mode; however, it is still a separate bug from 45672 rather than a true duplicate.", + "summary": "Two open issues with unrelated personal-name/date titles and no body or linking evidence. They do not appear to describe the same underlying bug or request, so this is not a duplicate cluster.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the two issues are unrelated and contain only distinct name/date strings with no shared problem statement or linking evidence.", "canonical_pr_reason": null, - "best_issue_reason": "45674 is the more general and actionable report, with a concrete repro path and a likely broader impact on 4-bit inference behavior.", + "best_issue_reason": "Neither issue is a strong canonical representative; both are effectively empty and unrelated, so there is no meaningful best issue for deduplication.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45672", - "right": "issue:45674", + "left": "issue:45764", + "right": "issue:45765", "accept": false, - "reason": "Both are 4-bit inference problems, but the failure modes differ materially: `torch.finfo()` on `uint8` audio-module weights vs. a `BitsAndBytesConfig` skip-module/exclusion regression causing an AssertionError. Different code paths, different root causes." + "reason": "Titles are different personal-name/date entries with no body, references, or shared targets; they do not look like the same underlying issue." } ] }, @@ -15712,8 +15843,8 @@ "pull_request:43424|pull_request:43823", "pull_request:43823|pull_request:45655", "pull_request:43823|pull_request:43995", - "pull_request:43995|pull_request:45213", "pull_request:43995|pull_request:44827", + "pull_request:43995|pull_request:45213", "pull_request:44827|pull_request:45170", "pull_request:44827|pull_request:45655", "pull_request:43823|pull_request:44827", @@ -15721,154 +15852,148 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "f16d607e4580651b4d88b591e63ee11e3b0fda7a309fe67f4816d095b4b2d374", + "prepared_review_unit_hash": "867465e2ac89595d63f007ffa5e8f1d40df9e6b1dfd72e570da5d8f27189864d", "component_budget": { "node_count": 12, "item_count": 12, "soft_pair_count": 18, - "serialized_chars": 32870, - "estimated_input_tokens": 8218, - "estimated_eval_tokens": 16692 + "serialized_chars": 32875, + "estimated_input_tokens": 8219, + "estimated_eval_tokens": 16694 }, "budget": { "node_count": 12, "item_count": 12, "soft_pair_count": 18, - "serialized_chars": 32870, - "estimated_input_tokens": 8218, - "estimated_eval_tokens": 16692 + "serialized_chars": 32875, + "estimated_input_tokens": 8219, + "estimated_eval_tokens": 16694 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Only one pair looks like the same concrete code change: the two `fixed_cross_entropy` PRs. The rest are unrelated model additions, refactors, or tests despite some broad similarity signals.", - "confidence": 0.93, + "summary": "This cluster is mostly a grab bag of unrelated PRs spanning new models, docs, tests, and refactors. The only true overlap is the pair of loss utility PRs that both extend `fixed_cross_entropy` in the same file; they look like alternative implementations of the same fix and could be merged into one change.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the best canonical representative: it targets the tracked issue, patches `fixed_cross_entropy` directly, and covers the same cross-entropy kwargs support that PR 43254 adds.", + "canonical_pr_reason": "PR 43251 is the stronger canonical representative for the overlapping loss fix: it is explicitly tied to issue 43240 and makes the broader, clearer change in `loss_utils.py`.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the strongest overall representative because it is issue-linked and expresses the fix more completely; PR 43254 is effectively the same change with a slightly narrower presentation.", + "best_pr_reason": "PR 43251 is the best overall representative of the cluster because it is the only tightly scoped bug-fix PR with an explicit issue target; the rest are unrelated feature/model additions or refactors.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Unrelated PRs: VideoPrism model/docs versus Executorch dynamic-shape export test." + "reason": "Both are generic PRs with no shared code path or concrete bug; one adds VideoPrism, the other adds an ExecuTorch dynamic-shape test." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Different concerns: tokenizer utility methods versus adding a new MobileLLM model." + "reason": "One adds missing tokenizer methods, the other adds a new model; they touch different subsystems and are not the same change." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Unrelated tokenizer API gap versus export test coverage." + "reason": "Tokenizer API additions and export test coverage are unrelated changes." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Both touch processor/model-loading areas, but one is robustness plumbing and the other is a new model addition; not the same fix." + "reason": "These are both processor/model-pretraining related only at a very broad level; they fix different behaviors in different models." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Cross-entropy kwargs support is unrelated to adding MobileLLM." + "reason": "Loss-function kwargs support and a new MobileLLM model are unrelated." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Different bug classes: loss helper kwargs versus Mistral4 test/model fixes." + "reason": "`fixed_cross_entropy` kwargs handling and Mistral4 test fixes do not address the same bug." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch dynamic-shape export test is unrelated to Mistral4 test/model changes." + "reason": "Export dynamic-shape testing and Mistral4 test fixes are distinct test-only changes." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "No shared underlying bug: export test versus new model implementation." + "reason": "ExecuTorch export coverage and adding a new model are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New MobileLLM model addition is unrelated to config resolution order in `modeling_utils`." + "reason": "A new MobileLLM model and a config-resolution fix in `modeling_utils.py` are different changes." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "New model addition versus Falcon output-interface refactor; not the same code-path problem." + "reason": "Model addition and Falcon output-interface refactoring are not the same underlying change." }, { "left": "pull_request:43995", - "right": "pull_request:45213", + "right": "pull_request:44827", "accept": false, - "reason": "Falcon refactor and model-creation skill are completely different changes." + "reason": "Falcon refactoring and Mistral4 test fixes touch different models and different problems." }, { "left": "pull_request:43995", - "right": "pull_request:44827", + "right": "pull_request:45213", "accept": false, - "reason": "Falcon output collection refactor is unrelated to Mistral4 fixes/tests." + "reason": "Falcon model refactor and the model-creation skill PR are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test/MoE-related changes versus CLIP-like `layrnorm` rename fix; no common underlying bug." + "reason": "Mistral4 test fixes and a CLIP-like weight-renaming fix are unrelated." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 fixes are unrelated to config resolution order in base modeling utilities." + "reason": "Mistral4 test fixes and config resolution ordering are different issues." }, { "left": "pull_request:43823", "right": "pull_request:44827", "accept": false, - "reason": "New MobileLLM model addition is unrelated to Mistral4 test and integration fixes." + "reason": "A new model addition and Mistral4 test fixes are unrelated despite both being model-area PRs." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "No same change: Mistral4 fixes versus model-creation skill assets." + "reason": "Mistral4 test fixes and the model-creation skill do not share the same code path or change goal." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "New model implementation and a skill/documentation PR are not the same underlying change." - }, - { - "left": "pull_request:44827", - "right": "pull_request:45655", - "accept": false, - "reason": "Different subsystems and different bug types; no mergeable duplicate relationship." + "reason": "Adding MobileLLM and adding a model creation skill are different PRs with different purposes." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both modify `fixed_cross_entropy` in the same file to pass supported `cross_entropy` kwargs; one PR could plausibly subsume the other." + "reason": "Both PRs modify `src/transformers/loss/loss_utils.py` to make `fixed_cross_entropy` forward supported kwargs to `nn.functional.cross_entropy`; they are alternative implementations of the same concrete fix and could be merged into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the only accepted soft-edge pair (43251/43254) looks mergeable as the same cross-entropy kwargs bugfix in the same file. The rejected pairs are conservatively framed as unrelated subsystems or different bug classes, without overclaiming shared evidence." + "feedback": "The summary is well grounded in the packet and stays conservative about the soft edges. The one accepted pair, PR 43251 and PR 43254, is a defensible same-bug overlap: both modify `src/transformers/loss/loss_utils.py`, both target issue 43240, and their diffs are alternative implementations of the same `fixed_cross_entropy` kwargs fix. The rejections are also conservative given the lack of shared files or issue targets." }, "evaluator_used": true, "retried": false, @@ -15895,12 +16020,12 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "c707a3ff06a046034105e7b747ec0909ca5d075cc88a8edcd4f1bbb831e526a2", + "prepared_review_unit_hash": "05913023e0ee5d94adbb149dde87471e21e6d6b06fc1f93b4a99e4a5d1c1494d", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7225, + "serialized_chars": 7226, "estimated_input_tokens": 1807, "estimated_eval_tokens": 3870 }, @@ -15908,7 +16033,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7225, + "serialized_chars": 7226, "estimated_input_tokens": 1807, "estimated_eval_tokens": 3870 }, @@ -15917,18 +16042,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related VibeVoice pull requests, but they are not duplicates: #40546 is the base VibeVoice implementation, while #42781 is a separate draft for VibeVoice Realtime with acoustic-tokenizer and generation plumbing changes.", - "confidence": 0.88, + "summary": "Two VibeVoice PRs overlap on shared base files, but they target different changes: 40546 is the initial VibeVoice integration, while 42781 adds VibeVoice Realtime plus an acoustic tokenizer and generation updates. They are related, but not the same underlying change.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "#40546 is the foundational, non-draft VibeVoice implementation and is the cleaner representative of the core model integration; #42781 extends the project with a different realtime/tokenizer scope.", + "canonical_pr_reason": "PR #40546 is the broader, earlier core VibeVoice implementation and has substantially more review activity; it is the better representative of the base integration work.", "best_issue_reason": null, - "best_pr_reason": "#40546 is the best overall representative because it targets the core VibeVoice addition with broader review activity and less scope creep than the draft realtime follow-up.", + "best_pr_reason": "PR #40546 is the best single representative for core VibeVoice support. PR #42781 is a separate follow-up focused on the realtime variant and extra tokenizer/generation plumbing, so it should not be treated as the same PR.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Overlap in shared VibeVoice files and registration, but the PRs target different changes: core VibeVoice vs. realtime/acoustic-tokenizer extensions. They are related work, not the same concrete fix/change." + "reason": "Reject: despite shared VibeVoice infrastructure files, #40546 implements the base model integration and #42781 extends it for VibeVoice Realtime with additional acoustic-tokenizer and generation changes. They are related but not the same concrete code change." } ] }, @@ -15958,7 +16083,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "1fe6738b0a4cfaff9985a6157f0b880fa94156e5b889b0c83fc75b57ccbe32ae", + "prepared_review_unit_hash": "c5ca4fc2d0634252f56b8c0c5697135948de26e15accc7ae990e5035991850d1", "component_budget": { "node_count": 2, "item_count": 2, @@ -15980,18 +16105,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs are unrelated: one adds TimesFM covariate forecasting, the other adds DINOv3 image-classification support. They do not describe the same bug or change, so the soft duplicate edge should be rejected.", + "summary": "The two PRs are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. No duplicate or mergeable overlap is evident.", "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the PRs target different models and different code paths with no shared concrete fix/change.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No best PR for a duplicate cluster; neither PR can represent the other because they are unrelated features in separate subsystems.", + "best_pr_reason": "No PR is a good canonical choice here because the changes target different code paths and features. If forced to pick one, PR #41224 is a more narrowly scoped standalone model-support addition, but it is not a duplicate of #40755.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different model families and changes: TimesFM covariates vs. DINOv3 image classification. Not the same underlying bug or mergeable change." + "reason": "Different models, different tasks, and different changed files; they do not fix the same concrete bug or implement the same change." } ] }, @@ -16084,7 +16209,7 @@ "soft_pairs": [ "pull_request:41797|pull_request:45186" ], - "prepared_review_unit_hash": "cdeab3da5f6f7a42b36ffc06a9ce0508d596365dc52abc6d1bb98552ed6462d9", + "prepared_review_unit_hash": "e1f237239c88e9f3d852ddc7bf3b45e50dd1795ea2dd7d120f2366d3c008eb0b", "component_budget": { "node_count": 2, "item_count": 2, @@ -16106,18 +16231,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are model-introduction PRs, but they add different models (DeepSeek OCR vs Isaac) with different model files, tests, and documentation. They overlap only on shared Transformers plumbing and auto-registration, so they are not the same underlying change.", - "confidence": 0.97, + "summary": "These are two unrelated new-model integration PRs. They overlap in standard Transformers scaffolding files, but they target different models (DeepSeek OCR vs Isaac) and do not look mergeable as one change.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "Neither PR is a good canonical representative for this pair because they target different models and unrelated feature work; they should remain separate.", + "best_pr_reason": "PR 41797 is the stronger representative of the cluster only because it has more complete integration evidence and discussion activity, but it is not a duplicate of PR 45186.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different model additions with different codepaths and test suites; shared framework/auto-registry edits are incidental, not evidence of the same fix or mergeable duplicate PR." + "reason": "Different model additions with distinct docs, configs, and test suites. Shared boilerplate auto-registration files are expected for new-model PRs and do not indicate the same underlying change." } ] }, @@ -16147,12 +16272,12 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "52286dedf1cd46bb6e76b4bc255c648af8bdf4d10fa6c776812e893b061ce5a9", + "prepared_review_unit_hash": "07e8b8e56eead6314f54eb1e8ee227771943e76f0dd363873b4ac0546c95a5bb", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5934, + "serialized_chars": 5935, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -16160,7 +16285,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5934, + "serialized_chars": 5935, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -16169,18 +16294,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two distinct workflow-maintenance PRs: one upgrades many GitHub Actions dependencies for Node 24 compatibility, the other bumps docker/build-push-action to v6 in Docker image workflows. They overlap in some workflow files but address different action upgrades and different operational concerns.", - "confidence": 0.93, + "summary": "Two separate GitHub Actions dependency-upgrade PRs: one focused on Node 24-compatible core actions, the other on newer Docker/build actions. They overlap in workflow files but not in the concrete action updates or underlying fix scope.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the broader, more central workflow-upgrade change set, spanning many actions and explicitly targeting Node 24 compatibility.", + "canonical_pr_reason": "No clear canonical PR among duplicates because these are not duplicates; they update different action families in overlapping workflow files.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the best representative of the cluster because it covers the wider compatibility-driven GitHub Actions update rather than a single action bump.", + "best_pr_reason": "PR 42975 is the more cohesive representative: it targets the core workflow actions needed for Node 24 compatibility, while 42976 is a separate Docker action bump.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Both are workflow dependency upgrades, but they fix different things: 42975 updates core GitHub Actions versions for Node 24 compatibility, while 42976 only bumps docker/build-push-action to v6. Shared filenames alone are not enough to make them the same underlying change." + "reason": "Both are broad workflow maintenance PRs, but they modify different actions for different purposes (checkout/cache/upload-artifact vs docker/build-push-action). Shared workflow filenames alone do not make them the same change." } ] }, @@ -16219,12 +16344,12 @@ "pull_request:43451|pull_request:45490", "pull_request:45490|pull_request:45630" ], - "prepared_review_unit_hash": "0944a86fdeb40a1a82831aed2034c31fc133efbb39c0e1841cc56629fdd2fd65", + "prepared_review_unit_hash": "6c2593075446bd260c53ac8dd07d7a31db4b660a4fe1d0282b46ec4ba4f002d3", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 7, - "serialized_chars": 17565, + "serialized_chars": 17567, "estimated_input_tokens": 4392, "estimated_eval_tokens": 9040 }, @@ -16232,7 +16357,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 7, - "serialized_chars": 17565, + "serialized_chars": 17567, "estimated_input_tokens": 4392, "estimated_eval_tokens": 9040 }, @@ -16241,54 +16366,54 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "A set of unrelated model-addition PRs that share Transformers boilerplate (docs, auto mappings, tests) but implement different architectures and code paths: ViT NEPA, Molmo, Molmo2, CTSM, and Kimi2-6.", + "summary": "No duplicate cluster here: these are five separate model-addition PRs for different models (ViT NEPA, Molmo, Molmo2, CTSM, Kimi2-6). They share boilerplate integration files, but the added model codepaths, docs, and tests are distinct.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 43451 (Molmo2) is the most substantial and best-reviewed of the group, but it is not a duplicate of the others; the cluster is not one underlying change.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model integrations: ViT NEPA vs Molmo. They share framework registration/docs but not the same code-path fix or feature." + "reason": "Different model additions: ViT NEPA vs Molmo. Shared auto/docs boilerplate does not indicate the same underlying change or a mergeable combined PR." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different model integrations: ViT NEPA vs Molmo2. Shared boilerplate only; no same underlying bug/change." + "reason": "Different model additions: ViT NEPA vs Molmo2. They touch similar integration surfaces, but the model implementations and targets are unrelated." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Different model integrations: ViT NEPA vs CTSM. These are separate additions, not one mergeable PR." + "reason": "Different model additions: ViT NEPA vs CTSM. No shared codepath problem beyond generic model-registration plumbing." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are distinct model families with different implementation files and behavior; not the same change." + "reason": "Molmo and Molmo2 are separate model families with different files and functionality; not the same concrete change." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo vs CTSM are unrelated model additions despite similar auto-registration/docs edits." + "reason": "Molmo vs CTSM are unrelated model integrations. Similar docs/auto-registry edits are just framework boilerplate." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are separate model additions touching different implementations and tests." + "reason": "Molmo2 vs CTSM are distinct model additions with no shared bug or codepath to fix together." }, { "left": "pull_request:45490", "right": "pull_request:45630", "accept": false, - "reason": "CTSM and Kimi2-6 are different model additions with different filenames, configs, and processing paths; only repository boilerplate overlaps." + "reason": "CTSM vs Kimi2-6 are different model integrations; shared auto/docs changes are not enough to treat them as duplicates." } ] }, @@ -16326,70 +16451,70 @@ "pull_request:43665|pull_request:45749", "pull_request:44815|pull_request:45747" ], - "prepared_review_unit_hash": "12cc915f99ce1ef1ef812412377654ddcaffc574e26165929581b6f8cf142ca0", + "prepared_review_unit_hash": "5980f9df0770d49b651ca61dfffad88a93b8dc78afb4c4739398bf542c037e15", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 6, - "serialized_chars": 10363, - "estimated_input_tokens": 2591, - "estimated_eval_tokens": 5438 + "serialized_chars": 10365, + "estimated_input_tokens": 2592, + "estimated_eval_tokens": 5440 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 6, - "serialized_chars": 10363, - "estimated_input_tokens": 2591, - "estimated_eval_tokens": 5438 + "serialized_chars": 10365, + "estimated_input_tokens": 2592, + "estimated_eval_tokens": 5440 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a loose mix of unrelated PRs: a Whisper tokenizer fix, a test-only CLIP/ViT change, a substantial FP8 dequant fix, an underspecified batch-size fix with no diff shown, and a docstring typo correction. None of the soft pairs look like the same underlying bug/change.", - "confidence": 0.97, + "summary": "Mixed cluster of unrelated PRs: one substantive FP8/dequantization fix, several test-only changes, and a couple of small, likely unrelated fixes. No pair looks like the same concrete bug/change.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44815 is the most substantive standalone code fix in the set; the others are test-only, typo-only, or too underspecified to serve as a canonical duplicate target.", + "canonical_pr_reason": "PR 44815 is the strongest canonical PR because it contains the only clearly substantive code-path fix across core loading and FP8 quantization, with multiple implementation files touched. The others are test-only or narrow unrelated edits.", "best_issue_reason": null, - "best_pr_reason": "PR 44815 is the clearest real code-path fix and the strongest representative artifact in this cluster, though it is not a duplicate of the others.", + "best_pr_reason": "PR 44815 is the best representative of the cluster since it addresses an actual functional bug in the dequant/FP8 path, unlike the other PRs which are mostly tests or cosmetic/small fixes.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Different subsystems and different failure modes: Whisper tokenizer decoding vs CLIP/ViT test edits." + "reason": "Both are mostly test-related, but they target different models and different test files; no evidence of the same underlying bug or change." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper text decoding fix is unrelated to FP8 model dequantization/loading logic." + "reason": "Whisper tokenizer/test changes are unrelated to the FP8 dequantization and model-loading fix." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Test-only assertions in vision tests do not match the FP8 dequant/code-loading change." + "reason": "Test assertions for CLIP/ViT are not the same code-path problem as the FP8/dequant fix; too broad and unrelated to merge as one PR." }, { "left": "pull_request:43665", "right": "pull_request:45747", "accept": false, - "reason": "No evidence they address the same bug; one is test edits, the other is an underspecified batch-size fix." + "reason": "A test-only PR and a batch-size fix are different changes with no shared concrete bug." }, { "left": "pull_request:43665", "right": "pull_request:45749", "accept": false, - "reason": "Test hacks in CLIP/ViT are unrelated to a docstring spelling correction." + "reason": "Model tests and a docstring spelling correction are unrelated cosmetic/test changes." }, { "left": "pull_request:44815", "right": "pull_request:45747", "accept": false, - "reason": "FP8 dequant logic and split-batch-size behavior are different code paths with no shared concrete defect shown." + "reason": "The FP8/dequantization fix and the split batch size fix appear to affect different functionality and code paths." } ] }, @@ -16422,52 +16547,52 @@ "pull_request:43488|pull_request:45476", "pull_request:43532|pull_request:45476" ], - "prepared_review_unit_hash": "56f397c6438034fad5db19c937ac02c10e16291af7d1d121b4a8b31c5a1b43e2", + "prepared_review_unit_hash": "5eba336b59783989373264b3b52b3c4483f9f81c444e73e8cb8cbd6cd5569743", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7469, - "estimated_input_tokens": 1868, - "estimated_eval_tokens": 3992 + "serialized_chars": 7468, + "estimated_input_tokens": 1867, + "estimated_eval_tokens": 3990 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7469, - "estimated_input_tokens": 1868, - "estimated_eval_tokens": 3992 + "serialized_chars": 7468, + "estimated_input_tokens": 1867, + "estimated_eval_tokens": 3990 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three unrelated '[don't merge]' placeholder PRs that all happen to touch `tests/models/vit/test_modeling_vit.py`, but their actual changes are different (packaging/versioning, workflow plumbing, and CI-call/tokenizer/test edits). They should not be clustered as duplicates.", - "confidence": 0.93, + "summary": "All three pull requests are unrelated \"don't merge\"/test PRs with only superficial overlap in shared test filenames and CI-related areas. They do not look like the same underlying change, so none of the soft links should be accepted.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45476 is the most self-contained and coherent representative of the set, centered on CI workflow calling with a small related code/test touch, unlike the more arbitrary edits in the other PRs.", + "canonical_pr_reason": "PR 43532 is the most substantial and central CI/workflow-focused change in the set, with the broadest affected surface and the most discussion activity.", "best_issue_reason": null, - "best_pr_reason": "45476 is the best cluster representative, but not because it duplicates the others; it is simply the most internally consistent PR among three distinct placeholder changes.", + "best_pr_reason": "PR 43532 is the best representative of this cluster because it is the broadest PR and most clearly centers on repository CI/workflow plumbing rather than a narrow incidental edit.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Shared Vit test file is incidental; one PR is a setup/version/dependency tweak and the other is a workflow/self-comment CI change. Different underlying changes." + "reason": "Only broad repo/test overlap; 43488 is a setup/version-bump test PR, while 43532 changes CI workflow files and testing utilities. Not the same bug or mergeable into one PR." }, { "left": "pull_request:43488", "right": "pull_request:45476", "accept": false, - "reason": "43488 is a packaging/version-bump test PR, while 45476 adds a workflow caller and unrelated tokenizer/test edits. Not the same bug or change." + "reason": "Shared Vit test filename is incidental. 43488 is dependency/setup churn; 45476 adds a workflow and unrelated CLIP/test edits. No common underlying fix." }, { "left": "pull_request:43532", "right": "pull_request:45476", "accept": false, - "reason": "Both mention CI/workflows, but they modify different workflow paths and unrelated files. They do not look mergeable as one fix." + "reason": "Both touch CI/testing areas, but the concrete changes differ: 43532 rewires self-comment/self-scheduled/slack workflows, while 45476 adds a PR CI caller and unrelated model/test edits. Not the same change." } ] }, @@ -16497,7 +16622,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "c3d845e6c8482d912ada295d0c163f03e368f07ccd492868259328f73483c506", + "prepared_review_unit_hash": "68a80decc7a450431ab2205290f90840c809703c7caa92204dc0dcb9446f67fa", "component_budget": { "node_count": 2, "item_count": 2, @@ -16519,18 +16644,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs share some doc/registry scaffolding, but they implement different features: Promptable Concept Segmentation vs Promptable Visual Segmentation. They are related, not duplicates.", - "confidence": 0.96, + "summary": "These are two separate PRs adding different segmentation pipelines: one for Promptable Concept Segmentation and one for Promptable Visual Segmentation. They share a lot of scaffolding but target different models, docs, tests, and pipeline code paths, so they should not be merged as duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43613 is the broader representative of the shared segmentation-pipeline infrastructure work, covering more model integrations and tests.", + "canonical_pr_reason": "No canonical PR here: the two PRs implement different features and touch different concrete pipeline/model paths.", "best_issue_reason": null, - "best_pr_reason": "PR 43613 is the stronger standalone PR because it spans multiple segmentation backends and has the more complete feature/test surface.", + "best_pr_reason": "Neither PR is a duplicate of the other; if one must be referenced alone, 43613 is slightly broader, but it is not a canonical replacement for 43612.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different concrete pipeline additions and model targets (concept segmentation/SAM3 vs visual segmentation/SAM, SAM2, EdgeTam, SAM3 tracker); shared docs and registration files are only superficial overlap." + "reason": "Different pipelines and underlying features: concept segmentation vs visual segmentation. Shared docs/scaffolding are not enough to treat them as the same change." } ] }, @@ -16560,7 +16685,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "62f4af1c354505916c568927eb0851aef10d8a4639ce262e6be7fa3d5c94e111", + "prepared_review_unit_hash": "c18629ee824288e95fc5ffa6ed7128a4665df94c85e19bcc99e5fa7bc90ae953", "component_budget": { "node_count": 2, "item_count": 2, @@ -16582,18 +16707,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate Trainer PRs in the same file: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for custom/PEFT trainers. They are related only at a broad subsystem level, not the same underlying change.", - "confidence": 0.96, + "summary": "Two open PRs in `trainer.py` that both add overridable helper methods, but they address different training behaviors: gradient-accumulation loss scaling vs. signature-column filtering. They are not duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 43651 is the better representative for this cluster because it is a concrete trainer behavior change with a clear runtime effect, whereas 43663 is a separate extensibility refactor for column filtering.", "best_issue_reason": null, - "best_pr_reason": "PR #43651 is the more concrete, bug-fix-like change with a single code-path impact; however, it is still not a duplicate of #43663.", + "best_pr_reason": "PR 43651 is the strongest standalone candidate: it targets a specific loss-scaling path in `training_step` and is narrowly scoped. PR 43663 is unrelated enough that it should not be treated as the same change.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different behaviors and code paths: loss scaling during training_step vs. signature column computation for dataset column filtering. Shared file alone is not enough to treat them as the same change." + "reason": "Both touch `trainer.py`, but one changes gradient-accumulation loss normalization and the other changes signature-column inspection. They affect different code paths and would not plausibly be merged as one PR." } ] }, @@ -16625,56 +16750,53 @@ "pull_request:43656|pull_request:43842", "pull_request:43836|pull_request:43842" ], - "prepared_review_unit_hash": "0bc6f6ffac7b29f18100ddbb6eb324ad2c8800e47789485efc09be89a4aeb0fd", + "prepared_review_unit_hash": "42f3b20fd2a7a7a6fdc7a43f9360438003b660bf955471e7481e9c2f1b72ac40", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 5993, - "estimated_input_tokens": 1499, - "estimated_eval_tokens": 3254 + "serialized_chars": 5992, + "estimated_input_tokens": 1498, + "estimated_eval_tokens": 3252 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 5993, - "estimated_input_tokens": 1499, - "estimated_eval_tokens": 3254 + "serialized_chars": 5992, + "estimated_input_tokens": 1498, + "estimated_eval_tokens": 3252 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is about NameError fixes in `src/transformers/cli/serve.py`, but it actually contains two different bug fixes: one for postponed/forward-referenced model typing, and one for `TypeAdapter` when `pydantic` is unavailable. The `TypeAdapter`-focused PRs are closely related, while the `TimedModel` annotation fix is separate.", - "confidence": 0.84, + "summary": "Three open PRs touch `src/transformers/cli/serve.py` around TypeAdapter/type-annotation runtime issues. PR #43842 is the most focused fix; the other two look broader or like different attempts rather than the same patch.", + "confidence": 0.78, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43842 is the cleanest canonical PR: it is the most narrowly scoped fix for the specific `TypeAdapter` NameError when `pydantic` is not installed, with a minimal diff in the same code path.", + "canonical_pr_reason": "PR #43842 is the cleanest and most directly targeted change: it imports `TypeAdapter` only under `TYPE_CHECKING` and stringifies the runtime annotation, which is the minimal fix for the reported NameError when pydantic is absent.", "best_issue_reason": null, - "best_pr_reason": "PR 43842 is the best representative of the cluster because it directly targets the concrete runtime import/annotation failure and is narrower than 43836, which appears to bundle additional serve.py cleanup/refactor work.", + "best_pr_reason": "PR #43842 is the best representative of the cluster because it addresses a single concrete import-time NameError with the smallest, most self-contained diff.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "These appear to fix different NameError sources in the same file: 43656 addresses forward-referenced model/processor annotations via `from __future__ import annotations`, while 43842 fixes `TypeAdapter` being unavailable at runtime when `pydantic` is not installed." + "reason": "Both are in the same file and mention TypeAdapter, but #43656 appears to be a broader type-annotation cleanup/future-annotations change tied to a different issue target, while #43842 is a narrow pydantic-absence NameError fix. They do not clearly look like the same patch." }, { "left": "pull_request:43836", "right": "pull_request:43842", - "accept": true, - "reason": "Both PRs target the same concrete `TypeAdapter`/optional-pydantic annotation failure in `src/transformers/cli/serve.py`, and the narrower 43842 looks like it could plausibly be merged together with the same fix from 43836." + "accept": false, + "reason": "They share the same file and tracking issue, but #43836 is a larger refactor/typing cleanup around `Serve`, whereas #43842 is a minimal runtime-safety fix for `TypeAdapter`. These are related, but not the same underlying change and would not cleanly merge as one PR." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded and sufficiently conservative. The distinction between the TimedModel/forward-annotation fix and the TypeAdapter/pydantic-availability fix is supported by the packet, and the 43836/43842 pair does look mergeable as one TypeAdapter-related bugfix despite 43836 being broader." - }, - "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 }, @@ -16806,8 +16928,8 @@ "pull_request:44019|pull_request:44071", "pull_request:44068|pull_request:44116", "pull_request:44068|pull_request:44722", - "pull_request:44071|pull_request:44722", "pull_request:44018|pull_request:44116", + "pull_request:44071|pull_request:44722", "pull_request:44018|pull_request:44086", "pull_request:44018|pull_request:44085", "pull_request:44068|pull_request:44086", @@ -16817,8 +16939,8 @@ "pull_request:44098|pull_request:44101", "pull_request:44059|pull_request:44722", "pull_request:44018|pull_request:44071", - "pull_request:44017|pull_request:44722", "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44722", "pull_request:44017|pull_request:44073", "pull_request:44068|pull_request:44071", "pull_request:44071|pull_request:44086", @@ -16827,8 +16949,8 @@ "pull_request:44073|pull_request:44101", "pull_request:44059|pull_request:44071", "pull_request:44059|pull_request:44068", - "pull_request:44018|pull_request:44059", "pull_request:44056|pull_request:44101", + "pull_request:44018|pull_request:44059", "pull_request:44073|pull_request:44161", "pull_request:44101|pull_request:44161", "pull_request:43997|pull_request:44017", @@ -16860,370 +16982,316 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "649d6451cb4e1b5f69ed0e8c1bf9a544b7ad054753028fb923d8b489e4b154e7", + "prepared_review_unit_hash": "eac05a7f1f0c698b9c9addd8318bc93737c0cfc88d69aab74c24735643769b10", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84505, - "estimated_input_tokens": 21127, - "estimated_eval_tokens": 42510 + "serialized_chars": 84504, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 }, "budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76938, - "estimated_input_tokens": 19235, - "estimated_eval_tokens": 38726 + "serialized_chars": 76936, + "estimated_input_tokens": 19234, + "estimated_eval_tokens": 38724 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster contains at least two true duplicate lines, not just one: a GPT-J/CodeGen output-tracing refactor line (44066, 44085, 44722) and a separate GPT-Neo output-tracing refactor line (44018, 44068). The rest are mostly model-specific standardized-output refactors that share the theme but not the same concrete code path.", - "confidence": 0.94, + "summary": "Mostly a batch of model-by-model output-tracing refactors. Several PRs share the same tracking issue, but many are just parallel changes in different architectures; the only clear duplicate families in this packet are the GPT-J/CodeGen branch and the GPT-Neo branch.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "44722 is the best canonical PR for the largest true duplicate family here: it covers the GPT-J/CodeGen output-tracing refactor more completely than the earlier overlapping PRs. The GPT-Neo pair (44018/44068) is a separate duplicate line and should not be conflated with it.", + "canonical_pr_reason": "PR 44722 is the best canonical PR because it is the broadest concrete GPT-J/CodeGen output-tracing refactor in the packet, has an explicit issue link, and overlaps directly with the accepted GPT-J duplicate family.", "best_issue_reason": null, - "best_pr_reason": "44722 is the strongest overall representative of the main duplicate family in the cluster, while still allowing the separate GPT-Neo duplicate line to remain distinct.", + "best_pr_reason": "PR 44722 is the strongest global representative: it captures the main GPT-J/CodeGen duplicate cluster cleanly and is more complete than the narrower GPT-J-only variants.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families and code paths; same output-tracing theme is not enough." + "reason": "Different model families and code paths (Cvt/FNet vs GPT-J); the shared tracing theme is too broad." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "CVT/FNet refactors are unrelated to DeBERTa V2; not the same concrete change." + "reason": "Different model families and code paths; same tracking issue alone is not enough." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Same GPT-J output-tracing refactor in the same model file and code path; these are duplicate implementations." + "reason": "Same GPT-J output-tracing refactor on the same file; one is just a broader sibling variant." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "RegNet/ResNet/RT-DETR-style vision refactors are unrelated to EfficientNet; only the broad theme matches." + "reason": "RegNet/ResNet/RT-DETR-style refactor vs EfficientNet; unrelated concrete changes." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet and GPT-J/CodeGen are different model code paths, so they are not one duplicate change." + "reason": "Both are output-tracing refactors, but for different model families and code paths." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen vs EfficientNet are unrelated model-specific refactors." + "reason": "GPT-J/CodeGen and EfficientNet are unrelated implementations." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa V2 are separate implementations; shared issue target is not enough." + "reason": "MobileNetV2 and DeBERTa are different code paths; same issue target is not enough." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen and MGP-STR are different model code paths." + "reason": "GPT-J/CodeGen vs MGP-STR are different models and different concrete refactors." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen and MPT are different architectures and concrete changes." + "reason": "GPT-J/CodeGen and MPT are separate model refactors, not the same bug/change." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Same GPT-Neo output-tracing refactor on the same model file; these are true duplicates." + "reason": "Same GPT-Neo output-tracing refactor on the same model/file path." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen and GPT-Neo are different model code paths." + "reason": "GPT-J/CodeGen and GPT-Neo are distinct model implementations." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are separate model-specific refactors." + "reason": "GPT-Neo and GPT-J/CodeGen are separate model-specific changes." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet and GPT-J/CodeGen are unrelated model families." + "reason": "ResNet and GPT-J/CodeGen are unrelated concrete changes." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are different code paths." + "reason": "MGP-STR and GPT-J/CodeGen are different model paths." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are unrelated implementations." + "reason": "ResNet and GPT-J are unrelated model-specific refactors." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are different model families and different refactors." + "reason": "GPT-Neo and ResNet do not share the same concrete code-path problem." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are unrelated model implementations." + "reason": "ResNet and MPT are unrelated implementations." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are different models and different changes." + "reason": "GPT-Neo and Flaubert are different model families." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo is separate from GPT-J/CodeGen; same theme, different change." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44722", - "accept": false, - "reason": "MPT and GPT-J/CodeGen are different model code paths." + "reason": "GPT-Neo and GPT-J/CodeGen are separate model-specific refactors." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert/XLM are unrelated model implementations." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated model code paths." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44085", - "accept": false, - "reason": "GPT-Neo and GPT-J/CodeGen are separate model implementations." - }, - { - "left": "pull_request:44068", - "right": "pull_request:44086", - "accept": false, - "reason": "GPT-Neo and MGP-STR are different model paths despite similar output-tracing language." + "reason": "GPT-Neo and Flaubert are unrelated model implementations." }, { "left": "pull_request:44071", - "right": "pull_request:44085", + "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J are different model code paths." + "reason": "MPT and GPT-J/CodeGen are unrelated model paths." }, { - "left": "pull_request:44059", - "right": "pull_request:44086", + "left": "pull_request:44018", + "right": "pull_request:44059", "accept": false, - "reason": "GPT-2 and MGP-STR are unrelated implementations." + "reason": "GPT-Neo and GPT-2 are different model-specific output-tracing changes." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR are different model code paths." + "reason": "GPT-J and MGP-STR are unrelated model families." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert/XLM are different model families." + "reason": "ViLT and Flaubert are different models; same standardized-output wording is not enough." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT-2 and GPT-J/CodeGen are separate code paths." + "reason": "GPT-2 output-tracing refactor is separate from GPT-J/CodeGen." }, { "left": "pull_request:44018", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo and MPT are different model implementations." + "reason": "GPT-Neo and MPT are unrelated model-specific refactors." }, { "left": "pull_request:44017", - "right": "pull_request:44722", + "right": "pull_request:44161", "accept": false, - "reason": "Segformer and GPT-J/CodeGen are unrelated model implementations." + "reason": "Segformer and LongT5 are different model families with different changes." }, { - "left": "pull_request:44017", - "right": "pull_request:44161", + "left": "pull_request:44018", + "right": "pull_request:44086", "accept": false, - "reason": "Segformer and LongT5 are different models and different changes." + "reason": "GPT-Neo and MGP-STR are unrelated concrete refactors." }, { - "left": "pull_request:44017", - "right": "pull_request:44073", + "left": "pull_request:44018", + "right": "pull_request:44085", "accept": false, - "reason": "Segformer and VisualBert are unrelated model code paths." + "reason": "GPT-Neo and GPT-J are distinct model implementations." }, { - "left": "pull_request:44073", - "right": "pull_request:44101", + "left": "pull_request:44068", + "right": "pull_request:44071", "accept": false, - "reason": "VisualBert and Flaubert/XLM are different model families." + "reason": "GPT-Neo and MPT are unrelated model-specific changes." }, { - "left": "pull_request:44074", - "right": "pull_request:44101", + "left": "pull_request:44059", + "right": "pull_request:44068", "accept": false, - "reason": "TextNet and Flaubert/XLM are separate model implementations." + "reason": "GPT-2 and GPT-Neo are different model paths." }, { "left": "pull_request:44056", - "right": "pull_request:44071", + "right": "pull_request:44101", "accept": false, - "reason": "MPNet and MPT are unrelated code paths." + "reason": "MPNet and Flaubert are unrelated model-specific refactors." }, { "left": "pull_request:44073", "right": "pull_request:44161", "accept": false, - "reason": "VisualBert and LongT5 are different model-specific refactors." + "reason": "VisualBert and LongT5 are different model families." }, { "left": "pull_request:43997", "right": "pull_request:44017", "accept": false, - "reason": "RegNet and Segformer are different vision architectures, not one change." + "reason": "RegNet and Segformer are different model implementations." }, { "left": "pull_request:43997", "right": "pull_request:44056", "accept": false, - "reason": "RegNet and MPNet are different model families and different refactors." + "reason": "RegNet and MPNet are unrelated concrete changes." }, { "left": "pull_request:44071", "right": "pull_request:44076", "accept": false, - "reason": "MPT and ImageGPT are different code paths." - }, - { - "left": "pull_request:43997", - "right": "pull_request:44071", - "accept": false, - "reason": "RegNet and MPT are unrelated model implementations." + "reason": "MPT and ImageGPT are unrelated model paths." }, { - "left": "pull_request:44010", - "right": "pull_request:44071", + "left": "pull_request:44074", + "right": "pull_request:44101", "accept": false, - "reason": "SqueezeBert and MPT are different model families." + "reason": "TextNet and Flaubert are different model-specific refactors." }, { - "left": "pull_request:44010", - "right": "pull_request:44073", + "left": "pull_request:44056", + "right": "pull_request:44161", "accept": false, - "reason": "SqueezeBert and VisualBert are separate code paths." + "reason": "MPNet and LongT5 do not share the same concrete bug/change." }, { - "left": "pull_request:44018", - "right": "pull_request:44129", + "left": "pull_request:43997", + "right": "pull_request:44018", "accept": false, - "reason": "GPT-Neo and SpeechT5 are unrelated model implementations." + "reason": "RegNet and GPT-Neo are unrelated implementations." }, { - "left": "pull_request:43996", + "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "CVT/FNet and LongT5 are different model-specific refactors." + "reason": "RegNet and LongT5 are different model families." }, { - "left": "pull_request:43996", - "right": "pull_request:44017", + "left": "pull_request:44010", + "right": "pull_request:44071", "accept": false, - "reason": "CVT/FNet and Segformer are different model families." + "reason": "SqueezeBert and MPT are unrelated implementations." }, { "left": "pull_request:44010", - "right": "pull_request:44044", + "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBert and DeBERTa V2 are unrelated model code paths." + "reason": "SqueezeBert and VisualBert are different models; same theme is too broad." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa V2 and TextNet are different model implementations." - }, - { - "left": "pull_request:44066", - "right": "pull_request:44722", - "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing change; 44722 is the broader later version of the same refactor." - }, - { - "left": "pull_request:44085", - "right": "pull_request:44722", - "accept": true, - "reason": "Both touch GPT-J output tracing in the same file and are mergeable as one change." - }, - { - "left": "pull_request:44085", - "right": "pull_request:44129", - "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated model code paths." - }, - { - "left": "pull_request:43996", - "right": "pull_request:44007", - "accept": false, - "reason": "CVT/FNet and RegNet/ResNet are different model families; same theme only." + "reason": "DeBERTa and TextNet are unrelated model-specific changes." }, { - "left": "pull_request:43996", - "right": "pull_request:44129", + "left": "pull_request:44024", + "right": "pull_request:44076", "accept": false, - "reason": "CVT/FNet and SpeechT5 are unrelated implementations." + "reason": "FocalNet and ImageGPT are different model code paths." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa V2 and SpeechT5 are different model-specific changes." + "reason": "DeBERTa and SpeechT5 are unrelated concrete changes." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa V2 and VITS are separate implementations." + "reason": "DeBERTa and VITS are different models; same output-tracing theme is not enough." } ] }, "evaluator_result": { "accept": false, - "feedback": "The summary overstates the cluster structure. The packet supports at least two true duplicate lines, not just the GPT-J/CodeGen set: 44018 and 44068 are both GPT-Neo output-tracing refactors on the same model file, and the soft-pair evidence marks that pair as an accepted duplicate. Because the summary says the GPT-J/CodeGen line is the \"only real duplicate group,\" it is not fully grounded. The rest of the conservative rejects are fine, but this omission is enough to reject." + "feedback": "The verdicts are mostly conservative, but the summary overstates the evidence by saying the PRs 'all point to the same external tracking issue.' In the packet, only some PRs have explicit issue links; several do not. A safer summary would say that many of them reference the same tracking issue, while others are just similar model-specific refactors. The accepted soft pairs (GPT-J/CodeGen and GPT-Neo) are grounded, but the overall summary is a bit too broad." }, "evaluator_used": true, "retried": true, @@ -17258,20 +17326,20 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "e5b5ce9d099c1c965882ce59ef52e84067b04f71eeac77a2c74b0b377e3131f8", + "prepared_review_unit_hash": "62e0a56960d8e3c055a6ba891b78674061a75ab767065a16fca6085ce1e64d8b", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84505, - "estimated_input_tokens": 21127, - "estimated_eval_tokens": 42510 + "serialized_chars": 84504, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 5, - "serialized_chars": 13067, + "serialized_chars": 13068, "estimated_input_tokens": 3267, "estimated_eval_tokens": 6790 }, @@ -17280,42 +17348,42 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All six PRs are separate model-specific refactors toward standardized output capture/tracing. They share the same broad cleanup theme, but each touches a different model implementation and does not look mergeable into one concrete fix. No duplicate PR pair is strong enough to accept.", - "confidence": 0.88, + "summary": "These PRs are all related to the same broad theme\u2014migrating model forwards to standardized output tracing/capture\u2014but they touch different model implementations and code paths, so they should not be deduplicated together.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44073 is the best representative because it is a clean, clearly scoped example of the standardized output tracing migration and has explicit model-specific output-recorder wiring similar to the others.", + "canonical_pr_reason": "PR 44129 is the strongest representative: it has an explicit issue target, a more complete refactor of a specific model path, and appears to be the most concretely scoped change in the group.", "best_issue_reason": null, - "best_pr_reason": "PR 44073 is the most representative cluster member: it follows the shared refactor pattern, has a precise title, and its diff shows the core capture_outputs/can_return_tuple migration without being an outlier like SpeechT5's signature change.", + "best_pr_reason": "PR 44129 is the best single PR candidate for the cluster because it is explicitly tied to issue 43979 and addresses a concrete output-tracing refactor in SpeechT5 rather than only showing a generic pattern shift.", "soft_edge_verdicts": [ { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Same refactor theme, but different models and files. TextNet and VisualBert are independent model migrations, and the TextNet PR also includes tests; they are not the same concrete change." + "reason": "Both are standardized output-tracing refactors, but they affect different models (VisualBert vs TextNet) and different forward implementations; they are not the same underlying bug/change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Both migrate output tracing, but MPNet and VisualBert are unrelated code paths in different model implementations. Too broad to treat as duplicates or one mergeable PR." + "reason": "These are separate model-specific refactors in MPNet and VisualBert. Similar decorator migration does not make them one concrete change." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Same standardized-output refactor pattern, but MPNet and TextNet are separate model-specific implementations. No shared bug or single code path." + "reason": "MPNet and TextNet are distinct code paths with model-specific output-capture plumbing; too broad to treat as duplicates." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are different model families. The overlap is only the general decorator migration, not the same underlying fix." + "reason": "RegNet and SqueezeBert are unrelated model implementations. They share a refactor theme, not the same fix." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "Different models and different change scope: SqueezeBert is a tracing refactor, while SpeechT5 also changes layer output signatures. Not the same concrete change and not safely mergeable." + "reason": "SqueezeBert and SpeechT5 are separate model migrations with different forward signatures and tracing needs; they should not be merged as duplicates." } ] }, @@ -17398,292 +17466,292 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "6031f2325da1d4b87504f7ed815ff42a9eceb92f5057148490a28e5d89692ab4", + "prepared_review_unit_hash": "5a62ea053f1e207d9145f82211a520d824321cf70461fa69dacfcdcebfb2e085", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 43, - "serialized_chars": 41322, - "estimated_input_tokens": 10331, - "estimated_eval_tokens": 20918 + "serialized_chars": 41311, + "estimated_input_tokens": 10328, + "estimated_eval_tokens": 20912 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 43, - "serialized_chars": 41322, - "estimated_input_tokens": 10331, - "estimated_eval_tokens": 20918 + "serialized_chars": 41311, + "estimated_input_tokens": 10328, + "estimated_eval_tokens": 20912 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are all model-specific \"output tracing\" refactors, but they target different architectures and code paths, so they are not duplicates of one another.", + "summary": "This cluster is a set of parallel PRs refactoring output tracing across different model implementations. They share the same general theme and utility changes, but each PR targets a different code path/model family, so they are not duplicates.", "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "No true duplicate PR stands out here; if forced to pick a representative, #44003 is the strongest anchor because it is the broadest and most substantial refactor, spanning both `mamba` and `falcon_mamba` and introducing the output-capture machinery.", + "canonical_pr_reason": "PR 44003 is the broadest representative of the pattern, spanning both `falcon_mamba` and `mamba` and the core output-capturing plumbing.", "best_issue_reason": null, - "best_pr_reason": "#44003 is the best overall representative of the cluster because it most clearly reflects the common theme and has the widest technical scope among the listed PRs.", + "best_pr_reason": "PR 44003 is the strongest stand-alone representative because it covers two closely related implementations and includes the main tracing infrastructure changes.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model code paths (`timm_backbone` vs `upernet`); same refactor theme, not the same concrete change." + "reason": "Same refactor theme, but different model files and code paths (`timm_backbone` vs `upernet`)." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different architectures (`timm_backbone` vs `vision_text_dual_encoder`); not a mergeable duplicate fix." + "reason": "Both are output-tracing refactors, but they affect different model implementations and are not the same fix." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different models (`timm_backbone` vs `univnet`); they only share the output-tracing refactor pattern." + "reason": "Different architectures (`timm_backbone` vs `univnet`); similar cleanup, not one concrete change." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "`timm_backbone` and `mamba/falcon_mamba` are separate implementations with different code paths, so this is not one underlying bug." + "reason": "Different model families and file scopes; no shared code path to merge into one PR." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different model families (`timm_backbone` vs `rwkv`); similar refactor theme but unrelated fixes." + "reason": "`timm_backbone` and `rwkv` are unrelated implementations; only the refactor style matches." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "`mobilenet_v1` and `univnet` are unrelated model implementations; no shared concrete defect." + "reason": "Both refactor model outputs, but for different models and different forward paths." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different subsystems (`mobilenet_v1` vs `upernet`); same refactor style, not the same change." + "reason": "Different model families (`mobilenet_v1` vs `upernet`); not the same underlying bug/change." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "`mobilenet_v1` and `depth_anything` are distinct model code paths, so these are not duplicates." + "reason": "Both are tracing refactors, but they touch different model families and code paths." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Different model families (`mobilenet_v1` vs `vision_encoder_decoder`); only the generic refactor pattern overlaps." + "reason": "Different encoder-decoder style models; no concrete overlap beyond the refactor theme." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "`mobilenet_v1` and `speech_encoder_decoder` do not share one concrete bug or implementation." + "reason": "Separate model implementations with similar API cleanup, not a single shared fix." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "`vision_text_dual_encoder` and `univnet` are unrelated model paths; not the same underlying fix." + "reason": "`vision_text_dual_encoder` and `univnet` are unrelated code paths; same utility usage only." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Different architectures (`vision_text_dual_encoder` vs `upernet`); no mergeable duplicate." + "reason": "Different models and different forward signatures; not the same underlying change." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "These touch different models (`vision_text_dual_encoder` vs `depth_anything`), so they are not the same change." + "reason": "Same refactor pattern, but distinct model families and no shared implementation." }, { "left": "pull_request:44000", "right": "pull_request:44026", "accept": false, - "reason": "`vision_text_dual_encoder` and `vision_encoder_decoder` are separate code paths with different fixes." + "reason": "Different composite model code paths; too broad to treat as duplicates." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "Different model implementations (`univnet` vs `upernet`); same output-tracing motif only." + "reason": "`univnet` and `upernet` are separate models; similar cleanup, not the same bug." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "`univnet` and `depth_anything` are unrelated model code paths, not one concrete bug." + "reason": "Different model families and forward logic; only the refactor motif is shared." }, { "left": "pull_request:44001", "right": "pull_request:44026", "accept": false, - "reason": "Different model families (`univnet` vs `vision_encoder_decoder`); no shared underlying defect." + "reason": "No shared concrete code-path problem; these are independent refactors." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "`upernet` and `rwkv` are unrelated architectures; this is only a similar refactor pattern." + "reason": "`upernet` and `rwkv` are unrelated implementations; same theme does not imply duplicate." }, { "left": "pull_request:44002", "right": "pull_request:44025", "accept": false, - "reason": "Different model paths (`upernet` vs `depth_anything`); not the same bug or change." + "reason": "Separate model code paths and different traced outputs; not one mergeable fix." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "`univnet` and `mamba/falcon_mamba` are separate implementations; not mergeable into one PR for one bug." + "reason": "`univnet` and `falcon_mamba`/`mamba` are different subsystems; no common bug to collapse." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "`upernet` and `mamba/falcon_mamba` target different code paths, so they are not duplicates." + "reason": "Different architectures and refactor scopes; not the same change." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "`vision_text_dual_encoder` and `mamba/falcon_mamba` are unrelated model fixes despite the shared refactor theme." + "reason": "Different model families and files; shared wording only." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Different model families (`mamba/falcon_mamba` vs `superpoint`); not the same underlying code-path issue." + "reason": "`falcon_mamba`/`mamba` vs `superpoint` are unrelated code paths." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "`mamba/falcon_mamba` and `codegen` are unrelated implementations; the overlap is only in the refactor style." + "reason": "One is output-tracing refactor, the other changes CodeGen forward/cache behavior; not the same fix." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "`timm_backbone` and `codegen` are different model code paths, so this is not a duplicate PR." + "reason": "Different model code and different behavior changes; only superficially similar." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "`univnet` and `codegen` are separate models with different changes." + "reason": "`univnet` and `codegen` are unrelated; this is not a shared concrete bug." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Different architectures (`upernet` vs `codegen`); same theme, not same bug." + "reason": "Different subsystems and behavior; no duplicate evidence beyond broad similarity." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "`vision_text_dual_encoder` and `codegen` do not share one concrete fix." + "reason": "`vision_text_dual_encoder` and `codegen` are different models with different runtime paths." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "`depth_anything` and `vision_encoder_decoder` are different model paths; not one underlying change." + "reason": "Same refactor theme, but different model families (`depth_anything` vs encoder-decoder wrappers)." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different architectures (`depth_anything` vs `speech_encoder_decoder`); only the output-tracing theme overlaps." + "reason": "Different model wrappers and different forward signatures; not one underlying bug." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "`depth_anything` and `superpoint` are distinct code paths, so these are not duplicates." + "reason": "`depth_anything` and `superpoint` are separate vision models; no shared code path." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "`depth_anything` and `rwkv` are unrelated model implementations." + "reason": "Different model families and behavior; only the tracing refactor pattern matches." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Different model families (`depth_anything` vs `dpr`); not the same bug or merged change." + "reason": "`depth_anything` and `dpr` are unrelated models; not a duplicate." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "`vision_encoder_decoder` and `rwkv` are unrelated code paths; no shared concrete fix." + "reason": "Different composite wrappers and different model internals; not the same change." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "`vision_encoder_decoder` and `speech_encoder_decoder` are separate models with different implementations." + "reason": "Different wrapper types (`vision_encoder_decoder` vs `speech_encoder_decoder`), same pattern only." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Different model code paths (`vision_encoder_decoder` vs `superpoint`); not a duplicate." + "reason": "Separate model families and files; no concrete overlap." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "`vision_encoder_decoder` and `dpr` are unrelated fixes despite the shared refactor theme." + "reason": "Different model code paths and behavior; not a duplicate." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "`speech_encoder_decoder` and `superpoint` are different architectures; no single underlying bug." + "reason": "`speech_encoder_decoder` and `superpoint` are unrelated implementations." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different model families (`speech_encoder_decoder` vs `rwkv`); only the general refactor pattern is shared." + "reason": "Different model families and refactor scopes; not the same underlying issue." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "`speech_encoder_decoder` and `dpr` are separate code paths, not one mergeable fix." + "reason": "Different model wrappers and runtime behavior; only the output-tracing cleanup is common." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "`superpoint` and `rwkv` are unrelated models; not the same change." + "reason": "`superpoint` and `rwkv` are unrelated code paths; same style, not same fix." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different architectures (`superpoint` vs `dpr`); same theme, not same bug." + "reason": "Different model families and outputs; not mergeable as one PR." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "`rwkv` and `dpr` are distinct model paths; no evidence of one duplicate fix." + "reason": "`rwkv` and `dpr` are separate architectures; similar refactor theme only." } ] }, @@ -17716,12 +17784,12 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "d13334642a92234a02ade8f6fe230e1cdcbe6ed1c13d38b5b7e9c29c6544cd33", + "prepared_review_unit_hash": "bdd25112db1fc9ad66e435e12dce43ac6f51b311e4157fa205aa67f44ffe3c7a", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10912, + "serialized_chars": 10911, "estimated_input_tokens": 2728, "estimated_eval_tokens": 5712 }, @@ -17729,7 +17797,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10912, + "serialized_chars": 10911, "estimated_input_tokens": 2728, "estimated_eval_tokens": 5712 }, @@ -17738,30 +17806,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three PRs are separate model-addition efforts, not duplicates. They share only Transformers registration/docs boilerplate and each targets a different model family (PenguinVL, DeepSeek-OCR-2, Voxtral TTS).", - "confidence": 0.97, + "summary": "All three pull requests are separate model-addition implementations. They share Transformers registration/docs scaffolding, but each targets a different model family and code path, so they should not be deduplicated.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "45075 is the strongest representative PR because it is the most complete-looking model addition and has an explicit issue link, but it is still a distinct model implementation from the others.", + "canonical_pr_reason": "PR 45075 is the strongest representative of this cluster: it is a full, non-draft model addition with substantial implementation and test coverage. The others are different model families and do not look like duplicate changes.", "best_issue_reason": null, - "best_pr_reason": "45075 is the best global representative of the cluster: it is issue-linked, substantial, and more mature than the draft Voxtral PR, while still not overlapping in underlying change with the other PRs.", + "best_pr_reason": "PR 45075 is the best overall PR candidate because it is the most mature and complete of the three (non-draft, large implementation, extensive review activity).", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different models (PenguinVL vs Voxtral TTS). Shared files are generic model-registration scaffolding, not the same bug or change." + "reason": "Different models and different code paths: PenguinVL vs Voxtral TTS. Shared auto-registration and docs wiring are generic model-add scaffolding, not evidence of the same underlying change." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "Different model implementations for different architectures; overlap is limited to boilerplate auto/doc updates and does not indicate one mergeable code change." + "reason": "These add different model implementations (PenguinVL vs DeepSeek-OCR-2). Overlap is limited to common Transformers boilerplate, which is insufficient to treat them as duplicates." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "These add different model families and fix different integration surfaces; they are not the same concrete code-path problem and could not realistically be merged into one PR." + "reason": "DeepSeek-OCR-2 and Voxtral TTS are unrelated model families. Despite similar registration/doc updates, the concrete implementation and target functionality are different." } ] }, @@ -17791,7 +17859,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "12d72307611b6c81cbbedff075735f530ac40a6c8639c68de55aa03995b2e99c", + "prepared_review_unit_hash": "74be703521930ab01efd008cf7ccad4925f60b26dfd20148ab5791a364ada5a3", "component_budget": { "node_count": 2, "item_count": 2, @@ -17813,18 +17881,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related feature PRs around module/kernel fusion, but they are not duplicates: one adds a generic Module Fusion API, while the other implements KernelConfig-driven n-to-1 kernel fusion on top of related infrastructure.", - "confidence": 0.9, + "summary": "Both pull requests are about model/module fusion, but they target different scopes: PR 44979 introduces a generic Module Fusion API, while PR 45363 implements n-to-1 kernel fusion via KernelConfig and integration hooks. They are related, not duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44979 is the lower-level foundational API change, so it is the best canonical representative for the fusion-infrastructure side of the cluster.", + "canonical_pr_reason": "PR 45363 is the more concrete, end-user-facing feature PR: it wires kernel fusion through KernelConfig and updates integration points, whereas PR 44979 is a broader API scaffold for module fusion.", "best_issue_reason": null, - "best_pr_reason": "PR #45363 is the more user-facing end-to-end feature and best represents the applied KernelConfig fusion work, but it is still distinct from the generic API PR.", + "best_pr_reason": "PR 45363 is the strongest standalone representative because it has a clear functional change, explicit integration surface, and a specific use case; PR 44979 is more foundational and less specific.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Related fusion work, but not the same concrete change. #44979 adds a generic Module Fusion API; #45363 wires KernelConfig-based n-to-1 kernel fusion into model loading and integrations. They could coexist, not be merged as duplicates." + "reason": "They share the fusion theme but not the same bug/change. 44979 adds a generic Module Fusion API, while 45363 adds n-to-1 kernel fusion via KernelConfig and integration plumbing; these could not reasonably be merged as one PR." } ] }, @@ -17854,7 +17922,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "4333edeb3f701589da9de4bfd02d7cae83181671aeb67bb61861dd55fedcecdf", + "prepared_review_unit_hash": "396045e98d4feaef2a1baa6eb6bacc1297c8d7e539ec84bc3a2959484f5548d6", "component_budget": { "node_count": 2, "item_count": 2, @@ -17876,18 +17944,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests target the same Mistral regex patch in `tokenization_utils_tokenizers.py` and fix the same `AttributeError` by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; the later PR adds tests and is the stronger candidate to keep.", - "confidence": 0.97, + "summary": "Both pull requests target the same Mistral regex patch AttributeError in the same code path; 45317 is the fuller variant with test coverage, while 45086 is a smaller predecessor.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45317 is the better canonical PR because it implements the same fix as #45086 but also adds a test update, making it the more complete change set.", + "canonical_pr_reason": "45317 is the better canonical PR because it contains the same core fix as 45086 plus test coverage, making it the more complete and merge-ready change.", "best_issue_reason": null, - "best_pr_reason": "PR #45317 is the best overall PR in this cluster: it addresses the same concrete code-path bug as #45086 and includes test coverage, so it is the most suitable representative.", + "best_pr_reason": "45317 is the best overall PR because it fixes the same concrete bug as 45086 and includes the extra validation expected for the final patch.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying bug in `_patch_mistral_regex` with the same fix on the same file and explicit shared issue target; the second PR is essentially a superset with tests, so they are mergeable as one change." + "reason": "Same underlying AttributeError fix in _patch_mistral_regex, same file, and the second PR appears to be an expanded version of the first with tests; these could plausibly be merged into one PR." } ] }, @@ -17917,7 +17985,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "a1d489c6dd2b98ef7de3589cf1106c84b9f82f203d50b140b105b3ec4e11f786", + "prepared_review_unit_hash": "40725f11d5832a7c67507745e8bb7dba75dbb6802d040e4e52073ed6d6219525", "component_budget": { "node_count": 2, "item_count": 2, @@ -17939,18 +18007,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two NemotronH-related PRs, but they target different changes: one is a narrow inheritance/conversion-mapping refactor, the other is a broader model split into NemotronHDense/NemotronHSparse with docs/tests. They are related, not duplicates.", + "summary": "These PRs are thematically related to NemotronH modeling, but they target different changes: PR 45115 focuses on inheritance/conversion mapping refactors, while PR 45569 introduces the dense/sparse split, docs, and tests. They do not look like the same underlying change.", "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45569 is the more comprehensive and user-facing change: it introduces the dense/sparse model split, updates auto-mappings, docs, and tests. PR 45115 is a narrower internal refactor focused on conversion mapping and inheritance adjustments.", + "canonical_pr_reason": "PR 45569 is the more complete and representative NemotronH change set, covering the model split plus docs/tests, whereas 45115 is a narrower refactor.", "best_issue_reason": null, - "best_pr_reason": "PR 45569 is the best representative of the cluster because it captures the end-state architectural change and touches the main public model/doc surface, whereas PR 45115 is a smaller precursor-style refactor.", + "best_pr_reason": "PR 45569 is the strongest standalone candidate because it bundles the larger functional/modeling change with documentation and test coverage.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Not the same concrete change. 45115 is about NemotronH conversion mapping and GraniteMoeHybrid-compatible renames, while 45569 adds the NemotronHDense/NemotronHSparse model split plus docs/tests. Shared files are from the same subsystem, but the PRs would not plausibly be merged as one duplicate fix." + "reason": "Related NemotronH work, but the diffs address different code paths and scopes: refactor/inheritance vs dense-sparse model introduction. Not mergeable as one duplicate PR." } ] }, @@ -17980,7 +18048,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "904d0b208c5be20d764164b0c5bf6305b71ac22005b72d54e230d0a719829a3f", + "prepared_review_unit_hash": "ba26b071cbf62857fac50a554abb5e5d334be62d32e906052b07cccd8db6df71", "component_budget": { "node_count": 2, "item_count": 2, @@ -18002,18 +18070,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two related open PRs add heterogeneous-model support, but they split the work into different layers: one for per-layer config plumbing and one for broader model/cache integration. They are similar enough to be thematically related, but not the same concrete change.", - "confidence": 0.87, + "summary": "These two PRs are related pieces of the same heterogeneity feature, but they address different layers: one adds per-layer config plumbing, the other adds model/cache/runtime support. They are not duplicates or the same mergeable fix.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45332 is the better canonical representative because it is the broader feature PR: it builds on heterogeneous config support and extends the change into modeling/cache code paths, making it the most complete description of the overall feature area.", + "canonical_pr_reason": "45333 is the more foundational and self-contained PR: it introduces per-layer heterogeneous config support, while 45332 builds on that with broader modeling/cache changes.", "best_issue_reason": null, - "best_pr_reason": "PR #45332 is the best single PR to keep as the primary representative of this cluster because it covers the larger end-to-end heterogeneous model support work, while #45333 is a narrower prerequisite-style config-only subset.", + "best_pr_reason": "45333 is the best representative for the cluster because it is narrower, more atomic, and establishes the config primitives that the other PR relies on.", "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 per-layer configuration support, while #45332 adds broader model/cache behavior on top. They would not be merged as duplicates under a strict PR triage rule." + "reason": "Different code paths and granularity: 45333 adds heterogeneous configuration support, while 45332 adds modeling/cache behavior for heterogeneous models. They are complementary feature work, not the same concrete bug/change." } ] }, @@ -18043,7 +18111,7 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "f4dc56ad31dfa35dee78571dec380aeb0a919f765791ca31b2fc7c1313a55b79", + "prepared_review_unit_hash": "52199c20dfa6e0a405c38d6e77edcfb254f213758cccd09dd1842ba90de8b474", "component_budget": { "node_count": 2, "item_count": 2, @@ -18065,18 +18133,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are typing-related, but they are not the same change: #45415 is a broad repo-wide type-checking sweep with config ignore adjustments, while #45425 adds shared typing protocols and targeted annotations around modeling_utils/PEFT/flash-attention code paths. The overlap in a few files looks incidental rather than duplicate-fixing the same bug.", - "confidence": 0.93, + "summary": "These are both typing-related PRs, but they address different scopes: one is a broad repo-wide type-checking cleanup, the other adds specific typing protocol/helpers for PEFT/modeling code. They do not look like the same underlying change.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 45425 is the more focused, concrete typing-helper change; PR 45415 is a broader incremental type-checking pass across many files.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "PR 45425 is the better representative for this cluster because it has a narrower, well-defined code change, whereas PR 45415 is a large sweeping cleanup.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Different scope and intent: one is a wide type-checking cleanup, the other adds specific typing abstractions and annotations. They do not appear to fix the same concrete code-path problem and would not plausibly merge as one PR." + "reason": "Both are typing-related and share a few touched files, but 45415 is a broad type-checking sweep while 45425 adds specific typing abstractions/protocols. They are not the same concrete bug or change and would not plausibly be merged as one PR." } ] }, @@ -18106,7 +18174,7 @@ "soft_pairs": [ "pull_request:45487|pull_request:45615" ], - "prepared_review_unit_hash": "ef51f28ede35f3cad9cf3bda00aa3134ba01338f0fb35d98506edacbc5a7e84b", + "prepared_review_unit_hash": "d6c5ded112e79dca5bd4ed931c41e114bb9e86352072fc539c95ccbf4eb853e8", "component_budget": { "node_count": 2, "item_count": 2, @@ -18128,18 +18196,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are unrelated pull requests: one fixes model-parallel device placement in AltCLIP/ChineseCLIP code paths, while the other only adds XPU test expectations for qianfan_ocr. They do not appear to be the same underlying change and should not be clustered as duplicates.", - "confidence": 0.97, + "summary": "These are unrelated PRs: one fixes a device-placement bug in AltCLIP/ChineseCLIP model-parallel code, while the other only updates Qianfan OCR XPU test expectations. They should not be clustered as duplicates.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45487 is the canonical PR for this cluster because it contains the substantive code fix in model forward logic across affected model files, whereas #45615 is only test-data expectation updates.", + "canonical_pr_reason": "PR #45487 is the stronger representative because it contains the substantive code fix for a concrete model-parallel device bug; PR #45615 is only a test-data/expectation update for a different model and does not represent the same change.", "best_issue_reason": null, - "best_pr_reason": "PR #45487 is the best representative because it addresses the actual bug source in model parallel execution and spans the impacted implementation files; #45615 is test-only and not a good canonical change target.", + "best_pr_reason": "PR #45487 best captures the cluster\u2019s meaningful bug fix and is the only one with an actual implementation change rather than a test expectation adjustment.", "soft_edge_verdicts": [ { "left": "pull_request:45487", "right": "pull_request:45615", "accept": false, - "reason": "Different artifacts and different problems: #45487 fixes a device-placement bug in AltCLIP/ChineseCLIP model code, while #45615 only updates qianfan_ocr XPU test expectations. They do not fix the same concrete code-path issue." + "reason": "Different models and different change types: #45487 fixes token type tensor device placement in AltCLIP/ChineseCLIP, while #45615 only adds XPU test expectations for Qianfan OCR. They do not look like the same underlying bug or mergeable PR." } ] }, @@ -18169,7 +18237,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "6397a90c8fc1967a7e92f24a5d653f94e813a3e13d20ed09ce42cf61f925a3ff", + "prepared_review_unit_hash": "249a46fc4e8d3445bdc7eb80773169fe4021dbc62f25875ce83deded1e7d6c12", "component_budget": { "node_count": 2, "item_count": 2, @@ -18191,18 +18259,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related expert-parallelism loading fixes, but they address different bugs and code paths: one fixes config serialization and EP detection for DeepSpeed/accelerate, while the other fixes FSDP2 shard wrapping to prevent rank-0 overwrites. They should not be deduplicated.", - "confidence": 0.94, + "summary": "These are related only at a broad theme level (expert parallelism loading), but they address different concrete failure modes and code paths: one is about preserving `distributed_config`/`has_ep` for DeepSpeed ZeRO-3 loading via accelerate, the other is about preventing expert weights from being overwritten during FSDP2/rank-0 broadcast. Not a duplicate pair.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:45662 is the better representative because it targets a concrete runtime corruption bug in the EP/FSDP2 loading path and includes the more specific fix set.", + "canonical_pr_reason": "PR 45662 is the stronger canonical PR because it targets a specific, concrete corruption bug in the loading path (experts overwritten by rank-0 broadcast) and spans the affected distributed loading/integration code, whereas 45548 is a narrower fix for serialization/EP detection during ZeRO-3 loading.", "best_issue_reason": null, - "best_pr_reason": "pull_request:45662 is the strongest standalone PR: it fixes a clear, user-visible loading bug with a precise code-path change rather than broader EP plumbing.", + "best_pr_reason": "PR 45662 best represents the cluster since it fixes the more direct and severe expert-parallel loading bug with explicit code-path changes; 45548 is a separate, narrower compatibility fix around config persistence and EP detection.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Both are about expert parallelism, but 45548 fixes distributed_config serialization/EP detection for accelerate+ZeRO-3, while 45662 fixes post-shard wrapping to avoid experts being overwritten under FSDP2. Different bugs, different mechanisms, not one mergeable change." + "reason": "Different bugs: 45548 preserves EP-related config state for DeepSpeed ZeRO-3/accelerate loading, while 45662 prevents expert parameters from being overwritten in FSDP2/rank-0 broadcast. Shared subsystem is not enough for duplicate status." } ] }, @@ -18232,7 +18300,7 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "aef64347c74484f4b4e9ebc274912830a2f43a6c530ae82ea21bbeeacf2e5cfd", + "prepared_review_unit_hash": "65ca25bf996134d2491e2b784b70852fb47a0e4b7fe74fb5a9eecd197861f6f6", "component_budget": { "node_count": 2, "item_count": 2, @@ -18254,18 +18322,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two PRs address the same xdist-related captured_info artifact collision around `testing_utils.py`; one is a narrower fix, the other folds in the same fix plus CI log aggregation/preservation.", - "confidence": 0.89, + "summary": "Both PRs address the same xdist-related captured_info artifact collision in testing_utils; #45645 is the broader, more complete version that also updates CI log aggregation, while #45639 is a narrower subset.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45645 is the better canonical PR because it appears to include the core xdist-safe `captured_info` fix from #45639 and also updates CI/reporting to handle multiple output files, making it the more complete implementation.", + "canonical_pr_reason": "pull_request:45645 is the best canonical PR because it fixes the core xdist collision and also updates downstream CI handling to read multiple captured_info files, making it the more complete representative of the change.", "best_issue_reason": null, - "best_pr_reason": "PR #45645 is the strongest representative of the cluster: it targets the same concrete xdist artifact-collision problem, shares the key files, and looks like the superset change that preserves debug logs end-to-end.", + "best_pr_reason": "pull_request:45645 is the strongest overall representative: it covers the main bug fix in testing_utils and the related workflow changes needed to preserve/debug CI artifacts under xdist.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Both PRs center on the same `captured_info` xdist collision bug in `testing_utils.py`; #45645 appears to extend the same fix with CI-side handling, so they could plausibly be merged into one PR." + "reason": "Both PRs fix the same underlying captured_info/xdist collision problem in the testing debug path; #45645 extends the same change to CI artifact collection, so they are mergeable as one coherent fix." } ] }, @@ -18358,50 +18426,47 @@ "soft_pairs": [ "pull_request:45687|pull_request:45754" ], - "prepared_review_unit_hash": "7c46300d5b1009b71ee0659a00644c536ebff5a443620372dd5e521c02d545ca", + "prepared_review_unit_hash": "092868c8cb86fc3e097c69f8b4f7dbe23846d522f3fcbf757235207ff215b16a", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4036, - "estimated_input_tokens": 1009, - "estimated_eval_tokens": 2274 + "serialized_chars": 4043, + "estimated_input_tokens": 1011, + "estimated_eval_tokens": 2278 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4036, - "estimated_input_tokens": 1009, - "estimated_eval_tokens": 2274 + "serialized_chars": 4043, + "estimated_input_tokens": 1011, + "estimated_eval_tokens": 2278 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs address the same histc dtype bug for MPS/CPU routing in the MoE grouped-matrix-multiply path; 45754 is the broader superset because it includes the same moe.py fix and also patches finegrained_fp8.py.", - "confidence": 0.93, + "summary": "Both PRs address the same MPS `torch.histc` dtype fallback pattern for MoE expert routing, but PR 45754 is broader because it also fixes the same bug in `finegrained_fp8.py` in addition to `moe.py`.", + "confidence": 0.88, "canonical_issue_reason": null, - "canonical_pr_reason": "45754 is the better canonical PR because it contains the same moe.py MPS histc fix as 45687 and also covers the matching finegrained_fp8 path, making it the more complete implementation of the same bugfix.", + "canonical_pr_reason": "45754 is the more complete representative: it includes the `moe.py` fix and also patches the parallel `finegrained_fp8.py` code path with the same MPS float fallback.", "best_issue_reason": null, - "best_pr_reason": "45754 is the strongest overall PR for this bug: it fixes the concrete MPS histc dtype handling in the shared code path and extends the fix to the second integration file, so it subsumes 45687.", + "best_pr_reason": "45754 is the best single PR to keep because it covers all known affected implementations, not just the `moe.py` instance.", "soft_edge_verdicts": [ { "left": "pull_request:45687", "right": "pull_request:45754", - "accept": true, - "reason": "Same underlying histc/MPS dtype bug in the MoE routing code; the moe.py change is identical, and 45754 simply adds the parallel finegrained_fp8 fix, so these could plausibly be merged into one PR." + "accept": false, + "reason": "They share the same issue target and the `moe.py` hunk, but 45754 is not the same change: it also modifies `finegrained_fp8.py`. This looks like a superset/related fix rather than a duplicate PR for the exact same code-path change." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: both PRs target the same issue, share the moe.py MPS histc dtype fix, and 45754 adds the corresponding finegrained_fp8.py change. The soft-edge acceptance is conservative and the pair looks mergeable as a single bugfix PR." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 720f78c6b6bc62c474edc6045f493e5ddd9e08fb..3b34980c28aa1e53a75222168c9bfbbd1d68b9cd 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260503t180031z", + "analysis_id": "hybrid-model-20260504t000033z", "archived_artifacts": { - "hybrid": "snapshots/20260503T180031Z/analysis-runs/hybrid-model-20260503t180031z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260503T180031Z/analysis-runs/hybrid-model-20260503t180031z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260504T000033Z/analysis-runs/hybrid-model-20260504t000033z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260504T000033Z/analysis-runs/hybrid-model-20260504t000033z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-05-03T18:13:29Z", + "published_at": "2026-05-04T00:08:47Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260503T180031Z", + "snapshot_id": "20260504T000033Z", "variant": "hybrid" } diff --git a/snapshots/20260504T000033Z/analysis-runs/hybrid-model-20260504t000033z/analysis-report-hybrid.json b/snapshots/20260504T000033Z/analysis-runs/hybrid-model-20260504t000033z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..005410c9dcbf8f9f868e7d224481a44a35b12834 --- /dev/null +++ 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"tests/models/gpt_neo/test_modeling_gpt_neo.py", + "left_ranges": [ + [ + 458, + 464 + ] + ], + "right_ranges": [ + [ + 458, + 464 + ] + ] + } + ] + } + ] + } + ], + "duplicate_issues": [], + "duplicate_prs": [ + { + "cluster_id": "cluster-41115-3", + "canonical_pr_number": 45613, + "duplicate_pr_numbers": [ + 41116 + ], + "target_issue_number": 41115, + "reason": "PRs in cluster-41115-3 are treated as duplicates because they converge on issue #41115 with closing_reference evidence." + }, + { + "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 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." + }, + { + "cluster_id": "cluster-45685-3", + "canonical_pr_number": 45687, + "duplicate_pr_numbers": [ + 45754 + ], + "target_issue_number": 45685, + "reason": "PRs in cluster-45685-3 are treated as duplicates because they converge on issue #45685 with closing_reference evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-45647-3", + "issue_number": 45647, + "reason": "Issue #45647 is the strongest global issue candidate because it is open, belongs to a cluster with 3 artifacts, and carries 12 discussion comments plus 8 inbound references.", + "score": 162.0 + }, + "best_pr": { + "cluster_id": "cluster-43979-11", + "pr_number": 44007, + "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 + } +} diff --git a/snapshots/20260504T000033Z/analysis-runs/hybrid-model-20260504t000033z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260504T000033Z/analysis-runs/hybrid-model-20260504t000033z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..2a59a0f05c7f33043315134c175f5eb4f0ac5838 --- /dev/null +++ b/snapshots/20260504T000033Z/analysis-runs/hybrid-model-20260504t000033z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,18540 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260504T000033Z", + "generated_at": "2026-05-04T00:08:46Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + 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unrelated. The two model-loading issues still look like different failure modes, so I would not merge them as duplicates.", + "confidence": 0.62, + "canonical_issue_reason": "issue:16618 is the broadest user-facing model-loading failure report; issue:13244 is unrelated, and issue:15980 is a narrower auth/error-message case.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:16618 is the best representative for the cluster because it is the most generic and likely to attract related model-load reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tapas tokenization vs. loading 'bert-base-uncased' are different subsystems and different bugs." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "One is a private-model login/error-message problem; the other is a generic inability to load a public model, so they do not appear to be 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": 2, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45070", + "issue:45081", + "issue:45084", + "issue:45161", + "issue:45237", + "issue:45362", + "issue:45464", + "issue:45507", + "issue:45685" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:45237|issue:45685", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:45507", + "issue:44292|issue:45237", + "issue:30277|issue:35545", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + "issue:44509|issue:44512", + "issue:35545|issue:36010", + "issue:43638|issue:44805", + "issue:43596|issue:44805", + "issue:44805|issue:45161", + "issue:44805|issue:44918", + "issue:44661|issue:44805", + "issue:34634|issue:35545", + "issue:30277|issue:43638", + "issue:43596|issue:43638", + "issue:43975|issue:44457", + "issue:43039|issue:45161", + "issue:44292|issue:44457", + "issue:34928|issue:44805", + "issue:24643|issue:30277", + "issue:43638|issue:45161", + "issue:34928|issue:36331", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:39290|issue:45081", + "issue:43828|issue:45161", + "issue:43425|issue:44292", + "issue:44918|issue:45161", + "issue:34928|issue:41720", + "issue:43716|issue:45685", + "issue:43541|issue:43716", + "issue:43828|issue:44292", + "issue:45507|issue:45685", + "issue:43716|issue:44292", + "issue:44292|issue:44918", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43716|issue:44560", + "issue:43828|issue:45685", + "issue:44560|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:43039|issue:44805", + "issue:34928|issue:36010", + "issue:43901|issue:44512", + "issue:41762|issue:43596", + "issue:39290|issue:41720", + "issue:43039|issue:44560", + "issue:43866|issue:44863", + "issue:43854|issue:43866", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43425|issue:45070", + "issue:45362|issue:45464", + "issue:43792|issue:45070", + "issue:43404|issue:43866", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:36010|issue:39290", + "issue:44841|issue:45084", + "issue:41093|issue:41762" + ], + "prepared_review_unit_hash": "62dca3c2fec25ee14c6af56212d37ebfaffd8d654ead8961e02b3d63236cb52b", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 67, + "serialized_chars": 47123, + "estimated_input_tokens": 11781, + "estimated_eval_tokens": 23818 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous. There is one strong duplicate pair: 43596/43638, both describing the same ZeRO-3/BERT index-out-of-bounds failure. The v5 docs items 44509/44512 are related cleanup reports, but they refer to different removed references and should not be treated as a true duplicate group. The rest are distinct model/backend bugs.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 43596 is the best canonical anchor because it matches the strongest confirmed duplicate pair and is the broader earlier ZeRO-3/BERT load failure report.", + "canonical_pr_reason": null, + "best_issue_reason": "43596 is the best overall issue representative for the only clearly duplicated runtime bug in the cluster; no single issue covers the unrelated docs cleanup items well.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different model/config error vs streaming API failure." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different backend and failure mode." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different model path and error type." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Different models and concrete runtime bugs." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different model and code path." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different model/backend failure." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch is unrelated to ONNX export." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "Unrelated model export and FP8 config issues." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "Different code paths and failure modes." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Related v5 docs cleanup, but different removed references." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export bug and import error are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Similar symptom class, but different model and repro." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Same broad IndexError family, but not the same ZeRO-3/BERT bug." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Different model and failure mechanism." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Mask-shape IndexError vs embedding unpacking bug." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer mapping failure is not the same bug as the shape IndexError." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "Unrelated processor bug and export bug." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both touch DeepSpeed, but the concrete failures differ." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3/BERT index-out-of-bounds failure; 43638 is a narrower repro of 43596." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Different bugs: detokenization vs LoRA save/reload mismatch." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Unrelated kernel behavior issue vs tensor-parallel failure." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Different models and failure paths." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Different training/runtime issues." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Training/DeepSpeed overlap is too broad; concrete errors differ." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "Different model family and failure mode." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP mismatch and trainer signature breakage are unrelated." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different model and code path." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different model-specific failures." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Distinct config and tokenizer bugs." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch is not the GPT-OSS TP bug." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch compatibility issue is unrelated to the runtime error." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "Different model and failure mechanism." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Same symptom family, but different model/load path." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Different v5 docs removals." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Unrelated processor failure and video StopIteration bug." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Different runtime bugs on different backends." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Unrelated model/video bug vs MPS histogram issue." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Different models and failures." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and trainer signature mismatch are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Different code paths and symptoms." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Unrelated issues." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Different docs cleanup items." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Similar error family, but not the same bug." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Different model/config failures." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Unrelated bugs." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Different checkpoints and root causes." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Different model load failures." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Related model family, but different concrete bug." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are IndexErrors, but not the same repro or root cause." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch compatibility and pydantic regression are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both mention Qwen3.5/chat, but the failures are different." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper load failure is unrelated to the config regression." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Different model bugs." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Different models and error mechanisms." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Different runtime bugs." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Different code paths and concrete errors." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "Unrelated issues." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Different model/processor bug and template compilation error." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Shape/index errors on different models; not clearly the same bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary overstates the evidence. The packet clearly supports the ZeRO-3/BERT duplicate pair (43596/43638), but it does not ground a second \u201creal duplicate group\u201d for the docs issues: 44509 and 44512 are both v5 docs cleanup items, yet they concern different removed references and the analyst itself marked them non-duplicates. That mismatch makes the overall classification too strong." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 2, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:39186", + "issue:39290", + "issue:39692", + "issue:40990", + "issue:41093", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43742", + "issue:43828", + "issue:43866", + "issue:43873", + "issue:43950", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44403", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45070", + "issue:45161", + "issue:45399", + "issue:45464", + "issue:45507", + "issue:45632", + "issue:45685", + "issue:45698" + ], + "soft_pairs": [ + "issue:43296|issue:43366", + "issue:43572|issue:45070", + "issue:44387|issue:45005", + "issue:43541|issue:45161", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:43531|issue:45070", + "issue:39290|issue:43742", + "issue:43541|issue:44589", + "issue:41093|issue:43596", + "issue:43054|issue:43994", + "issue:43716|issue:44918", + "issue:45632|issue:45698", + "issue:44918|issue:45685", + "issue:43404|issue:45005", + "issue:43645|issue:45399", + "issue:40990|issue:44960", + "issue:44530|issue:45005", + "issue:42915|issue:45399", + "issue:44360|issue:44512", + "issue:44863|issue:45005", + "issue:43873|issue:45005", + "issue:39186|issue:44918", + "issue:44492|issue:44512", + "issue:44918|issue:45507", + "issue:43975|issue:44292", + "issue:43950|issue:44534", + "issue:43644|issue:43950", + "issue:44292|issue:45507", + "issue:39692|issue:43054", + "issue:43828|issue:44928", + "issue:43866|issue:44403" + ], + "prepared_review_unit_hash": "bd5528481e6807b85ef6d94131e7eae3d1e66802b29fe98e5583620736ba623e", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36620, + "estimated_input_tokens": 9155, + "estimated_eval_tokens": 18566 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue cluster, but a few true duplicate subgroups emerge: the v5 non-persistent-buffer corruption regression, the SigLIP2 text-output problem, and the custom-module cache/path collision problem. The rest of the pairs look related only at a broad subsystem level, not the same underlying bug.", + "confidence": 0.87, + "canonical_issue_reason": "issue:43950 is the clearest representative of the non-persistent-buffer regression: it states the symptom, the v5 scope, and the `register_buffer(persistent=False)` root cause more precisely than the looser variants.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the best overall issue representative among the true duplicates because it is specific enough to identify the exact regression while still covering the broader symptom family.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Different failures: PaddleOCR-VL loading/vLLM compatibility vs GGUF gpt-oss architecture support." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Both involve config fields, but one is StableLm pad token handling and the other is a pydantic `PretrainedConfig` regression." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Unrelated bugs: int4 quantization memory growth vs tied-weights issues on translation models." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Both are MoE-related, but one is a torchdynamo grouped_mm runtime error and the other is TP behavior on GPT-OSS MoE." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Different symptoms and code paths: autocast dtype mismatch vs streaming chat/completions API failure." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "One is `init_empty_weights` argument handling; the other is a pydantic `PretrainedConfig` field issue." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF gpt-oss support and Qwen3.5 streaming inference are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding-window handling is not the same bug as the pydantic config regression." + }, + { + "left": "issue:39290", + "right": "issue:43742", + "accept": false, + "reason": "Different model-specific load errors with different missing attributes/keys." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "torchdynamo/grouped_mm failure and missing Float8 storage are distinct runtime issues." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are IndexErrors, but they arise from different shapes and different model/loading scenarios." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": true, + "reason": "Both describe the same SigLIP2 text-embedding/output degradation, just from different entry points and wording." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Image-preprocessor dtype mismatch for Mistral-3 is unrelated to Qwen3.5 embedding unpacking in TRL SFT." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": true, + "reason": "Both point to the same custom-code resolution/cache collision problem causing the wrong local module to be loaded." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 embedding/training issue and MPS `histogram_mps` on Int are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Tied-weight bug in Mistral3 conditional generation is different from translation-model weight tying regressions." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Custom-model initialization in notebooks is not the same as flash-attn fallback gating." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and GLM5 are separate model-specific reports." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention failure is unrelated to tied-weights regressions." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Qwen3-MoE fine-grained FP8 failure is not the flash-attn fallback bug." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer/ReLU discussion and stale docs about the removed run command are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading failure is a different model-loading bug than tied weights." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is not the same as translation-model weight tying." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP 2-D weight requirement and Qwen3.5 embedding/trainer failure are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "A typo in cache strategy docs is not the same as obsolete run-command documentation." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Different bugs: TRL embedding unpacking vs GraniteMoEHybrid invalid method dispatch." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Detokenization bug and NVFP4 runtime error are separate model issues." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same v5 regression: non-persistent buffers get corrupted/junk-filled during loading." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "These are the same non-persistent-buffer corruption bug, with 43950 giving the most precise description." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "NVFP4 runtime error and GraniteMoEHybrid invalid method are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 documentation errors are different from the SigLIP2 model-quality/output bug." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Autocast dtype mismatch is not the same as the Qwen3.5 RLHF/3D position_ids instability report." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Corrupted Ovis2 checkpoint and noisy transformer loading are not the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet, and the true-duplicate calls stay conservative overall. The strongest subgrouping is the non-persistent-buffer regression, with the SigLIP2 and custom-module-loading pairs also plausibly matching on the issue titles and descriptions." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 3, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43257", + "issue:43404", + "issue:43493", + "issue:43643", + "issue:43742", + "issue:43782", + "issue:43792", + "issue:43824", + "issue:43827", + "issue:43854", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43881", + "issue:43883", + "issue:43940", + "issue:43950", + "issue:43975", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44509", + "issue:44589", + "issue:44661", + "issue:44863", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45237", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45520", + "issue:45701" + ], + "soft_pairs": [ + "issue:36331|issue:41762", + "issue:41553|issue:43883", + "issue:43872|issue:44589", + "issue:38175|issue:43054", + "issue:41553|issue:43881", + "issue:43054|issue:45701", + "issue:42947|issue:44387", + "issue:44403|issue:44451", + "issue:43643|issue:45020", + "issue:43881|issue:43883", + "issue:43975|issue:45520", + "issue:43054|issue:43493", + "issue:43975|issue:45237", + "issue:44403|issue:44488", + "issue:42947|issue:43856", + "issue:42491|issue:44368", + "issue:41762|issue:42915", + "issue:43975|issue:44451", + "issue:44661|issue:45020", + "issue:43824|issue:43872", + "issue:44991|issue:45399", + "issue:45020|issue:45356", + "issue:43782|issue:44960", + "issue:43827|issue:44509", + "issue:45081|issue:45399", + "issue:43792|issue:44220", + "issue:43404|issue:43950", + "issue:43742|issue:45399", + "issue:42915|issue:45020", + "issue:43257|issue:43866", + "issue:43742|issue:45020", + "issue:41553|issue:44991", + "issue:43940|issue:45313", + "issue:43872|issue:44291", + "issue:43854|issue:44863", + "issue:42915|issue:43872" + ], + "prepared_review_unit_hash": "24078b38d4b9832995866c3b200f02029243d3137da6d096b4a4309effab2f29", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 36, + "serialized_chars": 37861, + "estimated_input_tokens": 9466, + "estimated_eval_tokens": 19188 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous and mostly splits into a few separate duplicate subgroups rather than one true cluster-wide duplicate set. Clear duplicate pairs appear for the docs pipeline-removal reports, the Qwen3 ZeRO-3 loading failures, and the _is_hf_initialized/init_empty_weights TypeError; most other suggested edges are not duplicates.", + "confidence": 0.31, + "canonical_issue_reason": "No single issue is a clean canonical for the whole cluster; it splits into multiple unrelated subclusters (docs, SigLIP2 quality/regression, ZeRO-3 loading, and init_empty_weights/bitsandbytes TypeErrors).", + "canonical_pr_reason": null, + "best_issue_reason": "If one issue must anchor the cluster, 45020 is the broadest umbrella candidate among the loading-regression reports, but it still does not cover the whole set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Unrelated: trainer compute_loss signature mismatch vs Gemma3/DeepSpeed ZeRO-3 loading failure." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Different problems: Voxtral AutoTokenizer error messaging vs Molmo missing all_tied_weights_keys." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both are loading-related, but the failure modes differ: bitsandbytes _is_hf_initialized kwarg vs missing Float8 storage object." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": true, + "reason": "Both report SigLIP2 behaving incorrectly at inference quality/output-distribution level; likely the same underlying SigLIP2 implementation issue." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Unrelated: Voxtral tokenizer error message vs GLM-4v-9b loading failure." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality issue vs a broader tokenization-version regression; not the same code-path." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Different regressions: LoRA gradient checkpointing ineffective vs int4 quantization memory growth/OOM." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Unnecessary loading noise vs inability to load ScandiBERT; symptoms and targets do not match." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Related theme, but not the same bug: missing fields from AutoConfig with trust_remote_code vs a broader remote_code breakage report." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different model load failures: GLM-4v-9b load problem vs Molmo missing all_tied_weights_keys." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Detokenization regression vs import_utils flash_attn KeyError; unrelated code paths." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Same model family, but this pair is not explicit enough to treat as a duplicate without stronger evidence of the same root cause." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Tokenizer/detokenization regression vs AMD GPU runtime incompatibility; unrelated." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Different load issues for different models; no clear shared underlying bug." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "LoRA gradient-checkpointing issue vs Qwen3 MoE memory usage; different concrete failures." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "LoRA/Qwen3 MoE conversion issue vs a warning about tie_word_embeddings; not the same problem." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Gemma3 ZeRO-3 load failure vs Qwen3 MoE FP8 failure; same broad area, different bugs." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "add-new-model-like/tokenizer mapping bug vs remote_code regressions; different code paths." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "ImportError for Qwen2_5_VL symbol vs bitsandbytes init kwarg TypeError; unrelated." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading failure for a specific model vs flash-attn fallback checks; unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Broad remote_code breakage vs Kimi-K2.5 tokenizer codec regression; not the same bug." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only loading error vs GLM5; unrelated models and failures." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Near-verbatim docs issue: both say v5 docs still reference removed pipeline tasks like text2text-generation/summarization/translation." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer regex crash vs flash-attn fallback blocked by checks; different issues." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper runtime failure vs _torch_extract_fbank_features bug; related speech area but not clearly the same concrete defect." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "Mistral3 lm_head tying bug vs non-persistent buffer corruption in from_pretrained; unrelated." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM load KeyError vs flash-attn fallback gating; not the same underlying bug." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "Qwen3 MoE FP8 failure vs broad remote_code regressions; too different to merge." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed vs Ovis2 checkpoint corruption; unrelated." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Specific MobileLLM KeyError vs general remote_code breakage; not the same bug." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Different model/tokenizer loading failures with no clear shared code-path." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": true, + "reason": "Same concrete class of bug: ZeRO-3 weight loading fails for Qwen3-family models, just on different variants." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same `_is_hf_initialized`/init_empty_weights incompatibility causing TypeError during model loading." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "GLM-4.7-Flash unit-test load issue vs NemotronH checkpoint loading failure; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Qwen3 MoE FP8 training/loading issue vs bitsandbytes `_is_hf_initialized` TypeError; different failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analyst summary is grounded in the packet and stays conservative. It correctly treats the cluster as heterogeneous, avoids over-claiming a single canonical issue, and only accepts soft edges that look clearly mergeable by symptom/root cause (docs pipeline removals, SigLIP2 inference-quality regressions, Qwen3 ZeRO-3 loading failures, and the _is_hf_initialized/init_empty_weights TypeError). The rejected edges are generally supported by distinct titles and failure modes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 4, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41093", + "issue:41553", + "issue:42617", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43638", + "issue:43645", + "issue:43646", + "issue:43824", + "issue:43828", + "issue:43872", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:45030", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45357", + "issue:45538", + "issue:45584", + "issue:45588" + ], + "soft_pairs": [ + "issue:44928|issue:45588", + "issue:41553|issue:44488", + "issue:36331|issue:41093", + "issue:43257|issue:45305", + "issue:43872|issue:45538", + "issue:44530|issue:44863", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:24643|issue:30064", + "issue:43366|issue:43828", + "issue:43366|issue:43531", + "issue:43550|issue:44910", + "issue:43645|issue:43646", + "issue:43950|issue:45325", + "issue:43366|issue:44589", + "issue:44560|issue:44918", + "issue:42617|issue:43366", + "issue:42915|issue:43957", + "issue:43824|issue:43957", + "issue:36010|issue:42915", + "issue:38175|issue:43994", + "issue:43646|issue:43950", + "issue:44155|issue:45584", + "issue:44877|issue:45030", + "issue:44560|issue:44805", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:45313|issue:45357" + ], + "prepared_review_unit_hash": "1d86b55b0d5beed4871125f8573403060984a20786a702acd59dba03a7e4f391", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36301, + "estimated_input_tokens": 9076, + "estimated_eval_tokens": 18408 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of Transformers bug reports, with only a few true duplicate-looking subclusters. The strongest matches are the custom model initialization regression, the identical mask-shape IndexError, and a SigLIP2 broken-inference report; the rest are too different in bug class or code path.", + "confidence": 0.62, + "canonical_issue_reason": "No single issue cleanly covers the whole cluster, but issue:43646 is the best canonical anchor among the true duplicates: it states the broad Transformers 5.0 custom-model-initialization regression, while issue:43645 is just a narrower Jupyter repro.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the most general, reusable bug report in the strongest duplicate subcluster, so it is the best issue to track even though the overall cluster is not one single bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "Different failures: Qwen3.5 RLHF/3D position_ids vs a flash-attention integration AttributeError on sink-less models." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading/error-reporting issues, but one is AutoTokenizer/Voxtral messaging and the other is loading a different model; no shared code path." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Trainer API keyword mismatch versus a tensor/mask shape IndexError; unrelated bugs." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve DeepSpeed/Qwen3, but one is weight conversion on load and the other is gradient averaging with GAS; different code paths." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "bitsandbytes constructor incompatibility versus a tokenizer max_length constant; unrelated." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Both mention model internals, but one is a PagedAttentionCache crash on Qwen3.5 and the other is a NemotronH checkpoint loading failure." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same IndexError family with the same mask-vs-tensor shape mismatch; 44805 looks like a later/generalized repro of the same bug." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Different regressions: a broad video-input regression across several Qwen VL variants versus a StopIteration on Qwen3-vl-embedding." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed training weight-dimension error versus image processor handling of void segmentation maps; unrelated." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF/gpt-oss support request versus a torch.autocast dtype mismatch on Phi-tiny-MoE; not the same bug." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "GGUF support request versus a Qwen3-MoE sliding_window issue; different changes." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Both touch attention, but Bamba SDPA/torch.compile and Qwen3.5 flash-attention position_ids are separate failures." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "These describe the same Transformers 5.0 custom-model-initialization regression; the notebook mention is just a specific repro." + }, + { + "left": "issue:43950", + "right": "issue:45325", + "accept": false, + "reason": "Non-persistent buffer loading corruption versus Qwen2.5-VL rope-position scaling; different subsystems." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF architecture support versus a missing Float8 storage type error; unrelated." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both are Qwen VL/input-embedding related, but one is a video StopIteration and the other is TRL SFT unpacking failure; not the same concrete bug." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py runtime problem versus GGUF gpt-oss support; unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "FineGrainedFP8Config failure on Qwen3Moe versus meta-device loading regressions; different code paths." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Import error for a Qwen2.5-VL class versus meta-device model loading breakage; unrelated." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "GenerationMixin import failure versus Qwen3Moe FP8 config failure; unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same SigLIP2 checkpoint with broken inference outputs; zero probabilities and nonsensical pipeline/AutoModel results look like the same underlying regression." + }, + { + "left": "issue:43646", + "right": "issue:43950", + "accept": false, + "reason": "Custom model initialization regression versus non-persistent buffer corruption on from_pretrained(); different issues." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 batched-inference token leak versus Whisper empty-transcription generation failure; unrelated." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Strict config blocking granite_speech versus tiny-random glm4v config validation; different model families and failures." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Qwen3-vl video StopIteration versus a generic mask-shape IndexError; not the same bug." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Zero-size tensor IndexError under DeepSpeed ZeRO-3 versus tokenizer-mapping-name handling in add-new-model-like; unrelated." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Both are IndexErrors, but one is ZeRO-3/BertModel loading and the other is a tokenizer mapping edge case; different root causes." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Dequantized model offload loading failure versus mmap OOM on Strix Halo; different memory-loading problems." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Both mention SigLIP2, but one is bad model outputs and the other is a documentation example with model/processor mismatch plus quantization failure; not the same concrete bug." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "ZeRO-3 loading weights for Qwen3.5 language_model versus save_pretrained storing incorrect visual encoder keys; separate regressions." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about a mostly heterogeneous cluster. The accepted duplicate subclusters are plausible from the issue titles alone: 43645/43646, 41093/44805, and 38175/43994. The non-duplicate verdicts also avoid over-claiming by generally citing distinct failure modes or code paths. No PR-pair mergeability concerns apply here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 5, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43708", + "issue:43720", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44164", + "issue:44291", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44661", + "issue:44683", + "issue:44756", + "issue:44910", + "issue:44960", + "issue:44977", + "issue:44991", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759" + ], + "soft_pairs": [ + "issue:43644|issue:44534", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:42491|issue:43720", + "issue:43854|issue:43931", + "issue:43708|issue:44075", + "issue:41720|issue:42915", + "issue:42491|issue:45276", + "issue:43856|issue:43873", + "issue:43257|issue:43854", + "issue:39692|issue:43994", + "issue:42915|issue:44756", + "issue:42491|issue:43931", + "issue:43856|issue:44387", + "issue:44661|issue:44683", + "issue:43644|issue:43645", + "issue:44910|issue:45588", + "issue:45362|issue:45406", + "issue:44488|issue:44991", + "issue:42491|issue:45292", + "issue:43404|issue:43454", + "issue:36010|issue:39404", + "issue:45276|issue:45335", + "issue:44164|issue:44291", + "issue:44402|issue:44488", + "issue:39692|issue:44960", + "issue:42947|issue:45704", + "issue:43425|issue:43957", + "issue:43335|issue:45663", + "issue:45663|issue:45759", + "issue:43873|issue:44387", + "issue:44387|issue:44756", + "issue:43854|issue:45216" + ], + "prepared_review_unit_hash": "458006a1b71cabd454ad0c61ab0d278d12bbaa6fc6e012e772b71deaf57f7e9a", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37020, + "estimated_input_tokens": 9255, + "estimated_eval_tokens": 18766 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "One clear duplicate pair stands out: the non-persistent-buffer regression in Transformers 5.0.0. The rest are related by subsystem or model family, but they do not look like the same concrete bug.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43644 is the earlier, broader report of the non-persistent buffer regression in Transformers 5.0.0; it is the better canonical thread for the duplicate pair with issue:44534.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the strongest issue candidate overall because it captures a concrete, version-specific regression with a clear duplicate and broad impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same bug: both report Transformers v5 filling non-persistent buffers with junk; 44534 is just a shorter rewording of the same regression." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Both mention flash-attention/generation failures, but they affect different models and appear to be different code-path bugs." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading failures for different BERT checkpoints, but there is no clear evidence they share the same underlying defect." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Completely different problems: Qwen3 MoE LoRA compatibility vs BitNet packed-weight loading in accelerate." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different model-load failures with different symptoms; no sign of a shared root cause." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Trainer checkpoint math and SGD argument handling are unrelated bugs." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Different Qwen3 issues: device-mapping CUDA assert vs FineGrainedFP8Config failure." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Unrelated issues; one is a Qwen3 MoE LoRA compatibility problem, the other is resize_token_embeddings behavior in Gemma4." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Both involve Qwen3 MoE/quantization, but one is training memory usage and the other is offloading behavior; not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different failures: Qwen3 MoE weight conversion with accelerate/deepspeed vs GLM-4.7 loading in tests." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both concern SigLIP2, but one is a broken documentation example and the other is bad outputs in AutoModel/pipeline; not the same concrete issue." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3Moe FP8 failure and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different model-loading/training problems with no shared code-path evidence." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "One is Qwen3 MoE memory use during training; the other is int4 CUDA reserved-memory/OOM under Transformers 5.x." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer-mapping registration bug and compiled flex_attention/torch-version failure are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Related to Transformers 5.0.0 regressions, but one is non-persistent buffers and the other is custom-model initialization in Jupyter; different bugs." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both are flash-attention crashes, but the root causes differ: packed-sequence misinterpretation vs s_aux=None handling." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different failures in different model stacks: Qwen3.5 chat crash vs Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/model-loading complaints, but they concern different checkpoints and different failure modes." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "No concrete overlap; one is Qwen3 MoE LoRA compatibility, the other is output_embeddings not updating on resize." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both are weight-tying problems, but they affect different model classes and are not clearly the same code-path bug." + }, + { + "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": false, + "reason": "Very similar symptom, but different model families and different embedding targets; not enough evidence of one shared bug." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Saving/from_pretrained extra_state handling and init_empty_weights unexpected argument handling are distinct loading issues." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab-size mismatch and a model-loading failure for cjvt/sleng-bert are different defects." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Different model families and different problem types; no shared underlying bug." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Both touch training stability/memory, but PEFT gradient checkpointing and apex FusedRMSNorm memory leak are unrelated." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch 2.10 incompatibility and meta-device loading regressions are separate problems." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers config construction and Gemma-4 FSDP2 shared_kv_states behavior are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma-4 FSDP2 attention state bug and Qwen multimodal config unwrapping are different issues." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Offloading with quantization and int4 CUDA reserved-memory/OOM are related at a high level but not the same concrete bug." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Different performance/memory regressions: int4 quantization OOM vs disabling mmap on Strix Halo." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different Qwen3/VL loading and save_pretrained regression issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative on the soft edges. The only accepted pair, issue:43644 / issue:44534, is well-supported by the titles and is a reasonable canonical duplicate thread. The rejected pairs are all framed cautiously with no obvious overstatement." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 6, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:39404", + "issue:41720", + "issue:42947", + "issue:43257", + "issue:43299", + "issue:43381", + "issue:43425", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43854", + "issue:43856", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43957", + "issue:44155", + "issue:44164", + "issue:44265", + "issue:44291", + "issue:44292", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45084", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45701" + ], + "soft_pairs": [ + "issue:44292|issue:44912", + "issue:44291|issue:44756", + "issue:42947|issue:43381", + "issue:45684|issue:45698", + "issue:45276|issue:45292", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:41720|issue:44155", + "issue:45588|issue:45663", + "issue:44479|issue:44877", + "issue:43646|issue:43708", + "issue:43854|issue:44960", + "issue:43957|issue:44756", + "issue:45292|issue:45335", + "issue:44402|issue:44451", + "issue:43645|issue:44164", + "issue:43828|issue:43957", + "issue:43257|issue:44863", + "issue:43425|issue:43828", + "issue:44589|issue:44756", + "issue:44479|issue:45663", + "issue:43906|issue:44530", + "issue:39404|issue:45701", + "issue:43611|issue:43645", + "issue:44530|issue:45084", + "issue:43931|issue:44863", + "issue:43425|issue:43716", + "issue:43901|issue:44509", + "issue:39404|issue:44912", + "issue:44863|issue:45663", + "issue:44265|issue:44898", + "issue:43299|issue:43931", + "issue:44479|issue:44805", + "issue:43856|issue:44756", + "issue:43425|issue:44918", + "issue:44589|issue:45084" + ], + "prepared_review_unit_hash": "1e791ac9b19b43d83d2dbd51a5500da7af1d295a0ed7e945220d56924fa4b76e", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38455, + "estimated_input_tokens": 9614, + "estimated_eval_tokens": 19484 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are only loosely related by subsystem or symptom. The only clear duplicate-looking pair is the Gemma resize_token_embeddings bug: one issue is a broader restatement of the same missing propagation to output embeddings.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45276 is the best canonical issue because it states the concrete resize_token_embeddings propagation bug more completely, including the Gemma-4-specific affected paths and the output embedding mismatch.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45276 is the best representative issue for the deduped pair: it is specific, actionable, and captures the underlying code-path failure more fully than the narrower duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Both are quantization/load failures, but they involve different models and different failure modes; too broad to treat as the same bug." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "One is an init_empty_weights argument regression; the other is an mmap/OOM workaround on Strix Halo. Not the same underlying issue." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is about ineffective LoRA/PEFT checkpointing and the other about eval-mode restrictions; different bugs." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Custom-model save permission propagation and wrong module loading are separate save/load problems." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": true, + "reason": "These describe the same resize_token_embeddings propagation bug; 45276 is the broader report, while 45292 is a narrower duplicate focused on output_embeddings." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Eval-mode gradient checkpointing and RLHF NaN/SDPA fallback issues are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "Extra_state serialization and Strix Halo mmap/OOM are unrelated code paths." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "A800 device-mapping asserts and AudioFlamingo3 batched inference leakage are unrelated." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention sinkless-model crash and Gemma-4 FSDP2 shared_kv_states issues are different bugs." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression for Qwen models and strict config loading for granite_speech are not the same issue." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization in notebooks and resume_from_checkpoint max_steps miscalculation are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44960", + "accept": false, + "reason": "Unit-test loading failure for GLM-4.7-Flash and the separate GLM5 issue do not share a concrete bug report." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading regressions and mmap/OOM on Strix Halo are different failure modes." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": false, + "reason": "Both concern resize_token_embeddings, but the affected architectures and missing targets differ enough that this is not clearly the same bug." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab-size mismatch and a generic ScandiBERT load failure are too vague to merge confidently." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Jupyter/custom-model initialization and extra_state save/load handling are separate issues." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch for Phi-tiny-MoE and meta-device loading regressions are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Qwen3 MoE conversion under accelerate+deepspeed and NemotronH checkpoint loading are different model-loading bugs." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility and an autocast dtype mismatch are not the same code-path problem." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage lookup failure and mmap/OOM are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45663", + "accept": false, + "reason": "Qwen video-input regression and Gemma-4 FSDP2 attention state rebuilding are different bugs." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "Isolated reproduction of another issue and a Qwen3.5 PagedAttentionCache crash are not the same bug." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language regression and tokenization changes across versions are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Base_model_prefix loading breakage and notebook-defined custom model initialization are distinct regressions." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and non-template-node compilation failure are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44863", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and NemotronH checkpoint loading are separate model-loading issues." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch 2.10 incompatibility and Mistral-3 image-preprocessor dtype mismatch are not the same underlying bug." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they cover different deprecated pipeline/task mentions and should not be merged." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline language return regression and Qwen quantization loading failure are unrelated." + }, + { + "left": "issue:44863", + "right": "issue:45663", + "accept": false, + "reason": "NemotronH checkpoint loading and Gemma-4 FSDP2 shared_kv_states rebuilding are different issues." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export support for torch_compilable_check and Perceiver image classification resize issues are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3-VL, but one is a MoE loading regression and the other is a shape-mismatch load error; not clearly the same fix." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression and a mask shape IndexError are different bugs." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE training memory inefficiency and Strix Halo mmap/OOM are separate memory issues." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch version incompatibility and Qwen3.5 embedding unpacking with TRL are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure and template-node compilation failure are different code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is generally grounded in the packet and stays conservative on the ambiguous pairs. The only clear duplicate-looking pair is issue:45276 vs issue:45292, and choosing 45276 as the canonical/broader report is supported by the titles and similarity. No soft-edge verdict seems to 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": 16, + "review_unit_index": 7, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42915", + "issue:42947", + "issue:43317", + "issue:43404", + "issue:43421", + "issue:43425", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43883", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44530", + "issue:44671", + "issue:44683", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45685", + "issue:45759" + ], + "soft_pairs": [ + "issue:43596|issue:44683", + "issue:40990|issue:42947", + "issue:43425|issue:45685", + "issue:39404|issue:44671", + "issue:43994|issue:44079", + "issue:44671|issue:44991", + "issue:36032|issue:43452", + "issue:44164|issue:45759", + "issue:44991|issue:45081", + "issue:32090|issue:39404", + "issue:43957|issue:44164", + "issue:44488|issue:45081", + "issue:40990|issue:43421", + "issue:43582|issue:43632", + "issue:43883|issue:44488", + "issue:43611|issue:43644", + "issue:44206|issue:44220", + "issue:44811|issue:45584", + "issue:43716|issue:45084", + "issue:44488|issue:44987", + "issue:34567|issue:40444", + "issue:43643|issue:44530", + "issue:43644|issue:43646", + "issue:43883|issue:44991", + "issue:44451|issue:44987", + "issue:36032|issue:42915", + "issue:43452|issue:43482", + "issue:43541|issue:45084", + "issue:42915|issue:44530", + "issue:43317|issue:43482", + "issue:44849|issue:45325", + "issue:43404|issue:44466", + "issue:36032|issue:43645", + "issue:45084|issue:45507" + ], + "prepared_review_unit_hash": "2738218094ca51d647fb6ddcec8a1a9629bf32332c8ab6b5222a4a0d45f1f6a1", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37904, + "estimated_input_tokens": 9476, + "estimated_eval_tokens": 19208 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are unrelated; the only convincing duplicate clusters are a v5 custom-model initialization regression, a GGUF loading regression, and a likely LASR fbank-feature extraction crash. I rejected the rest because they touch different code paths or only share a broad subsystem.", + "confidence": 0.68, + "canonical_issue_reason": "No single issue spans the whole set, but issue 43646 is the best umbrella representative for the closest duplicate cluster because it states the broad v5 custom-model initialization regression that 43644 appears to describe as a specific symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43646 is the strongest keep candidate among the duplicate-like reports: it is the most general description of the shared failure mode, and it subsumes the more specific buffer-state symptom in 43644.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Different failures: deepspeed/zero3 indexing vs torch>=2.9 flex_attention compilation." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Unrelated symptoms; perplexity regression is not the same bug as LoRA gradient-checkpointing ineffectiveness." + }, + { + "left": "issue:43425", + "right": "issue:45685", + "accept": false, + "reason": "Torch version compatibility and an MPS histogram error are different issues." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline language return bug and CamemBERT masked-LM prediction bug are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Different code paths: SigLIP2 inference quality vs ModelOutput key assignment semantics." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Different models and different failure modes; no shared underlying bug is evident." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5Tokenizer special-tokens conflict and GGUF loading failure are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "Save/from_pretrained extra_state handling is not the same as unwrap text_config in composite Qwen configs." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer loading for EMBEDDIA/est-roberta and Mistral regex patching crash are different bugs." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error has nothing in common with Whisper return_language behavior." + }, + { + "left": "issue:43957", + "right": "issue:44164", + "accept": false, + "reason": "Meta-device loading regression and extra_state save/load handling are separate issues." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Both are model-loading complaints, but they target different root causes and code paths." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity regression and runtime post-processor updates for special tokens are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError is not the same as the _is_hf_initialized flag regression." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys and model-loading failures for different checkpoints are not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "base_model_prefix loading regression and non-persistent buffer junk are distinct initialization/loading problems." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": true, + "reason": "Both point to the same LASR audio feature-extraction crash; one names the unsupported center arg, the other the failing internal fbank helper." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Whisper decode skip_special_tokens behavior and empty-transcription generation failure are related only broadly, not the same concrete bug." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image preprocessor dtype mismatch and template-node compilation failure are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Different model-loading failures with no clear shared root cause." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss and PagedAttentionCache linear_attention crash are unrelated." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": true, + "reason": "Same Transformers v5 custom-model initialization regression; 43644 is a specific symptom of the broader failure described in 43646." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Missing tied-weights metadata and tokenizer loading for a specific model are not the same issue." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Different checkpoint-loading failures affecting different models and different loader paths." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer special-token conflict and FineGrainedFP8Config failure are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": true, + "reason": "Both are GGUF-loading regressions in transformers v5; 43482 looks like a model-specific instance of the broader loader breakage in 43452." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Grouped-mm torch dynamo tracing failure and non-template-node compilation error are different problems." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "FineGrainedFP8Config failure and PagedAttentionCache invalid group type are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "gpu/cpu offload dequantized-model loading and GGUF loading failure are different code paths." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 hidden-states bug and Qwen2.5-VL rope-index scaling bug are distinct model-specific regressions." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both mention lm_head/tied weights, but one is a missing tie in a specific model and the other is a serialization inconsistency; not the same concrete bug." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "T5 tokenizer loading conflict and custom model initialization in notebooks are unrelated." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation error and GraniteMoEHybrid invalid method call are different failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The accepted soft-edge pairs are plausible duplicates from titles alone, and the rejected pairs are mostly clearly different bugs or code paths. The umbrella/canonical choice of 43646 is also reasonable given its broader wording compared with 43644." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 8, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:36032", + "issue:40990", + "issue:41553", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43818", + "issue:43819", + "issue:43856", + "issue:43994", + "issue:44062", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45542" + ], + "soft_pairs": [ + "issue:43262|issue:43377", + "issue:43646|issue:44534", + "issue:43994|issue:44610", + "issue:44987|issue:44991", + "issue:44403|issue:45081", + "issue:43322|issue:43540", + "issue:43377|issue:43819", + "issue:44220|issue:44683", + "issue:44451|issue:45081", + "issue:45216|issue:45357", + "issue:43645|issue:44534", + "issue:42915|issue:45084", + "issue:44265|issue:44610", + "issue:44987|issue:45081", + "issue:43404|issue:45127", + "issue:41553|issue:43582", + "issue:43632|issue:44756", + "issue:43296|issue:43531", + "issue:44062|issue:44987", + "issue:42915|issue:44291", + "issue:36032|issue:43742", + "issue:43531|issue:44877", + "issue:43611|issue:44534", + "issue:42915|issue:44589", + "issue:40990|issue:44811", + "issue:43317|issue:43856", + "issue:44479|issue:45325", + "issue:42175|issue:45542", + "issue:43425|issue:44403", + "issue:43818|issue:45357" + ], + "prepared_review_unit_hash": "6396ecb9b1a351d457ebd541364f3cd2c1c39731e5e1093122e5fa1e7b25d38e", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36044, + "estimated_input_tokens": 9011, + "estimated_eval_tokens": 18278 + }, + "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 v5/model-loading regressions. I only see two likely duplicate subpairs: Qwen3.5 save_pretrained checkpoint corruption and TensorFlow backend packaging/import failures.", + "confidence": 0.79, + "canonical_issue_reason": "issue:43611 is the broadest representative of the dominant theme here: Transformers v5 loading regressions in model initialization/loading paths.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the best single anchor for the cluster because it captures the core loading-path regression theme more generally than the narrower model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate behavior and MIMI batch padding-mask behavior are different model/component bugs." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model initialization and non-persistent buffer corruption are different v5 regressions with different code paths." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and OmDet-Turbo processor size mismatch are unrelated model/preprocessing issues." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading failures, but for different models and likely different root causes; not one concrete bug." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Generic loading noise and the Mistral tokenizer backend_tokenizer crash are different problems." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Both are multimodal crashes, but one is Llava Next segfaulting and the other is Qwen3OmniMoe video ValueError; different bugs." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI padding-mask mismatch and DAC.from_latents STE mismatch are unrelated audio-model correctness bugs." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Fbank feature extraction and compiled flex_attention on newer torch are unrelated issues." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Specific model loading failure and Mistral tokenizer patch crash are unrelated." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both describe the same Qwen3.5 save_pretrained checkpoint corruption/incorrect saved keys on the same code path." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook custom-model initialization and junk-filled non-persistent buffers are different regressions." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and template-node compilation error are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export/torch_compilable_check failure and OmDet input-size mismatch are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different model-loading/tokenizer failure modes; too little to treat as one bug." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "lm_head tying in Mistral3ForConditionalGeneration and LoRA merge collapse are different problems." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Tokenizer-loading error and Apple Silicon allocator warmup TypeError are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized regression and mmap/OOM behavior are unrelated." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure and Qwen3-MoE sliding_window issue are different bugs." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken special-argument conflict and model loading failure for a specific repo are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Both involve v5 initialization, but one is FineGrainedFP8Config and the other is init_empty_weights/_is_hf_initialized; different concrete failures." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5 tokenizer special-token conflict and MobileLLM key error are unrelated loading issues." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window and granite_speech strict config loading are different bugs." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both are v5 loading regressions, but one is base_model_prefix handling and the other is non-persistent buffer initialization; not the same concrete bug." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "High perplexity on gpt-oss and Whisper batch_decode skip_special_tokens behavior are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "device_map/offload loading failure and Qwen3 MoE training memory use are related only broadly by memory concerns, not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Both touch Qwen video/VL models, but one is a video-input regression and the other is a rope-index scaling bug for still images; different code paths." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": true, + "reason": "Both point to the same TensorFlow-backend packaging/import problem where TF is missing or only partially installed under non-TF extras." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version incompatibility and generic loading noise are unrelated." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA temporal-attention/weight-sharing bug and Qwen3.5 save_pretrained regression are unrelated model families and code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The summary does not overclaim beyond the packet, and the two accepted pairs (45216/45357, 42175/45542) look plausibly duplicate enough from the titles/descriptions. The other soft-edge rejections stay appropriately cautious." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 9, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43296", + "issue:43377", + "issue:43421", + "issue:43454", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43792", + "issue:43828", + "issue:43881", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44387", + "issue:44403", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44617", + "issue:44683", + "issue:44829", + "issue:44877", + "issue:44898", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45663" + ], + "soft_pairs": [ + "issue:43421|issue:44568", + "issue:44079|issue:45663", + "issue:44683|issue:45020", + "issue:36032|issue:41720", + "issue:43632|issue:44534", + "issue:43792|issue:44589", + "issue:44403|issue:44991", + "issue:43482|issue:45538", + "issue:33666|issue:40444", + "issue:44829|issue:45479", + "issue:40444|issue:45325", + "issue:43482|issue:43525", + "issue:43377|issue:45491", + "issue:44291|issue:44589", + "issue:41720|issue:45081", + "issue:44265|issue:45072", + "issue:42175|issue:43296", + "issue:43632|issue:45072", + "issue:43611|issue:43646", + "issue:44079|issue:44534", + "issue:43531|issue:44291", + "issue:43994|issue:44898", + "issue:43454|issue:44466", + "issue:43881|issue:44488", + "issue:43828|issue:44683", + "issue:42915|issue:43482", + "issue:44079|issue:45072", + "issue:43792|issue:43957", + "issue:43644|issue:44079", + "issue:40444|issue:45381", + "issue:45325|issue:45381", + "issue:44387|issue:44617", + "issue:35707|issue:40444", + "issue:44291|issue:44877" + ], + "prepared_review_unit_hash": "52207d60e831ca0d8a25123e19455468cbb6d0d4e543ba7ad4e5f9875651462f", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38078, + "estimated_input_tokens": 9520, + "estimated_eval_tokens": 19296 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a grab bag of unrelated Transformers/model-specific bugs. The only soft edge that looks plausibly like the same underlying defect is the Qwen2.5-VL position-id / rope-index regression pair.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45325 is the clearest root-cause report: it points to `get_rope_index` incorrectly scaling still-image temporal `position_ids` by `tokens_per_second` in Qwen2.5-VL. That is more specific and more actionable than the companion symptom report.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45325 is the best representative of the duplicate-like pair because it names the concrete failing code path and likely underlying fix. The rest of the set does not form one coherent duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer issues, but one is about runtime post-processor updates and the other about BOS/EOS insertion in a specific tokenizer; different bugs." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "`ModelOutput` key handling and Gemma-4 FSDP2 `shared_kv_states` rebuilding are unrelated code paths." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "A torch 2.9 `flex_attention` compile failure is not the same as broad remote-code loading regressions." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer method-name conflict and Qwen3 auto device-mapping CUDA assert are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Both mention Transformers v5 regressions, but one is `_is_hf_initialized` and the other is non-persistent buffers; different failures." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper model loading and Float8 storage lookup are different error modes." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading noise is not the same as tokenizer loading failure for a specific model." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "GGUF loading failure and CLIPTokenizer `model_max_length` behavior are unrelated." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both involve Qwen2-VL fine-tuning, but multi-GPU training and multi-image iterable dataset failures are different bugs." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Flash-attention training degeneration and zero-loss single-label classification are distinct issues." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Multi-image prompt handling and still-image temporal position-id scaling are different Qwen2.5-VL failures." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Model loading failure for Qwen2.5-GGUF and missing `pad_token_id` on Llama4Config are unrelated." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Batched-vs-single MIMI padding-mask mismatch and Gemma3 all-padding-window NaNs are different bugs." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Unexpected `_is_hf_initialized` init arg and Float8 storage lookup are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 device-mapping crash and Mistral tokenizer regex patch crash are different code paths." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "`torch.export`/`torch_compilable_check` and bfloat16 dtype mismatches are separate problems." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "Backend packaging for pip extras and PaddleOCR-VL load failure in vLLM are unrelated." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "Initializer flag regression and dtype mismatch/OOM behavior are not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 model-init regressions, but one is about `base_model_prefix` loading and the other about custom initialization; not clearly the same defect." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "`ModelOutput` field assignment and non-persistent buffer junk values are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and `init_empty_weights` argument handling are different issues." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and Perceiver resolution/interpolation failure are not the same bug." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Both mention tied weights/lm_head, but one is a broken tie at model config time and the other is serialization inconsistency; different code paths." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "Separate model-loading failures for different models." + }, + { + "left": "issue:43828", + "right": "issue:44683", + "accept": false, + "reason": "Autocast dtype mismatch and compiled flex_attention failure are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Fine-grained FP8 config failure and GGUF loading failure are different problems." + }, + { + "left": "issue:44079", + "right": "issue:45072", + "accept": false, + "reason": "`ModelOutput` key assignment and bfloat16 dtype mismatch are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper loading failure and `torch.device(\"meta\")` loading regressions are different classes of bugs." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer junk values and `ModelOutput` key assignment are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Multiple-images-per-prompt failure and video `vision_position_ids` bug are distinct Qwen2.5-VL issues." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": true, + "reason": "Both reports point to the Qwen2.5-VL position-id/rope-index path; one is the root-cause description and the other is a symptom on video inputs, so they plausibly collapse to one fix." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Int4 quantization memory growth and Sam3Video OOM are not the same underlying issue." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with `inputs_embeds`/`past_key_values` and Qwen2.5-VL multi-image finetuning failures are unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected init argument handling and strict config loading for `granite_speech` are different problems." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet: it treats the set as mostly unrelated, and the only accepted soft edge (45325/45381) is plausibly supported by the issue titles around the same Qwen2.5-VL position-id/rope-index path. The other pair judgments are conservative and do not overstate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 10, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43404", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43632", + "issue:43701", + "issue:43708", + "issue:43720", + "issue:43746", + "issue:43792", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44186", + "issue:44265", + "issue:44423", + "issue:44466", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45406", + "issue:45563", + "issue:45584", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45759" + ], + "soft_pairs": [ + "issue:43526|issue:43883", + "issue:43317|issue:43873", + "issue:43606|issue:44265", + "issue:43881|issue:44991", + "issue:43701|issue:45325", + "issue:44186|issue:44265", + "issue:43632|issue:45563", + "issue:43262|issue:43746", + "issue:43606|issue:43819", + "issue:44610|issue:45325", + "issue:43454|issue:43550", + "issue:43377|issue:44610", + "issue:43454|issue:45072", + "issue:40990|issue:45584", + "issue:43572|issue:45759", + "issue:43377|issue:44898", + "issue:39692|issue:40444", + "issue:44466|issue:45357", + "issue:43296|issue:44991", + "issue:43296|issue:44877", + "issue:43792|issue:44683", + "issue:43454|issue:43720", + "issue:43873|issue:45701", + "issue:41720|issue:44977", + "issue:45632|issue:45684", + "issue:43404|issue:45357", + "issue:44423|issue:45406", + "issue:44186|issue:45072", + "issue:43577|issue:43708", + "issue:34634|issue:35707", + "issue:35707|issue:41720", + "issue:43873|issue:44756" + ], + "prepared_review_unit_hash": "2eded9273d7dc0f0f44cc945ade98ef2c3bcaf343aa321dd9654af051897cec6", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37537, + "estimated_input_tokens": 9385, + "estimated_eval_tokens": 19026 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is mostly a loose thematic bundle of unrelated Transformers bugs, not a true duplicate cluster. None of the soft edges look safe to merge; 43873 is the broadest and most active issue, but the overall cluster is too heterogeneous for a strong canonical.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43873 is the broadest open report here, with the most discussion/inbound references and an umbrella framing around offloading/quantization problems; it is the least-bad canonical issue choice for triage.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best available issue to anchor the cluster because it is open, active, and general enough to serve as a catch-all for nearby offloading complaints, even though the rest of the set is not truly duplicate-related.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Different bugs: one is a BEiT image processor label-reduction error, the other is a Molmo tied-weights attribute error." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both mention offloading/quantization, but one is a specific gpu+cpu offload load failure for a dequantized model while the other is a broader offloading complaint." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "Bark CPU-offload device mismatch and torch.export failures with torch_compilable_check are unrelated code paths." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "A model load failure and a tokenizer loading regression are different failure modes." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to Qwen2.5-VL rope-index scaling on still images." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crashes on NER/padding are not the same issue as export failures with torch_compilable_check." + }, + { + "left": "issue:43632", + "right": "issue:45563", + "accept": false, + "reason": "Transformers v5 flag regression and a stale generate warning are unrelated bugs." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Sampling-rate defaulting in audio chat templates is unrelated to GraniteSpeech PEFT checkpoint loading." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "CPU offload device mismatch and DAC latent/STE mismatch are different audio-model bugs." + }, + { + "left": "issue:44610", + "right": "issue:45325", + "accept": false, + "reason": "Processor output resolution mismatch and Qwen2.5-VL temporal position scaling affect different paths." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Tied lm_head weights and torch.compile SDPA failures are not the same underlying defect." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Missing padding-mask support in MIMI is unrelated to OmDet-Turbo\u2019s image-size mismatch." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "A tied-weights serialization bug is not the same as bfloat16 dtype mismatches in CI." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and Whisper empty-transcription failures are unrelated." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is unrelated to AutoModelForCausalLM.from_config text_config unwrapping." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI batch-padding behavior and Perceiver non-default-resolution behavior do not share the same bug." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 doc-example errors are not the same as Qwen2.5-VL IterableDataset multi-image fine-tuning failures." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "lm_head.weight serialization inconsistency and incorrect visual-encoder keys are different save_pretrained problems." + }, + { + "left": "issue:43296", + "right": "issue:44991", + "accept": false, + "reason": "PaddleOCR-VL loading in vLLM and tokenizer loading for est-roberta are unrelated." + }, + { + "left": "issue:43296", + "right": "issue:44877", + "accept": false, + "reason": "A vLLM model load failure is not the same as strict config blocking granite_speech config loading." + }, + { + "left": "issue:43792", + "right": "issue:44683", + "accept": false, + "reason": "Whisper runtime failure and compiled flex_attention failing on torch>=2.9 are different issues." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Tied lm_head weights and unpacking packed BitNet weights during accelerate loading are separate bugs." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Offloading/quantization behavior is unrelated to version-dependent tokenization changes." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3 auto device-map cuda asserts and Qwen3.5 flash-attention generation failures are different code paths." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache-path collisions for local models and read-only permission propagation in save_pretrained are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Mistral3 lm_head tying and Qwen3.5 visual-encoder key serialization are different model-specific bugs." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Continuous-batching multimodal serve crashes and Gemma4Processor missing _tokenizer are distinct failures." + }, + { + "left": "issue:43632", + "right": "issue:45563", + "accept": false, + "reason": "Transformers v5 initialization flag breakage and a stale paged-generate warning are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization/offloading complaints and disabling mmap on Strix Halo to avoid OOM are not the same defect." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 11, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43388", + "issue:43421", + "issue:43450", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43881", + "issue:44186", + "issue:44292", + "issue:44361", + "issue:44387", + "issue:44479", + "issue:44492", + "issue:44509", + "issue:44534", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44918", + "issue:44991", + "issue:45059", + "issue:45161", + "issue:45406", + "issue:45464", + "issue:45701", + "issue:45704" + ], + "soft_pairs": [ + "issue:43749|issue:44534", + "issue:43526|issue:43881", + "issue:44877|issue:44991", + "issue:42617|issue:42915", + "issue:43450|issue:45701", + "issue:43550|issue:43720", + "issue:36331|issue:42915", + "issue:44610|issue:44898", + "issue:44186|issue:44610", + "issue:44387|issue:45704", + "issue:44479|issue:44918", + "issue:36331|issue:42617", + "issue:43316|issue:44913", + "issue:42915|issue:43317", + "issue:41720|issue:43322", + "issue:40990|issue:45701", + "issue:43550|issue:43606", + "issue:43295|issue:45701", + "issue:41720|issue:45161", + "issue:44671|issue:44743", + "issue:43531|issue:43572", + "issue:44292|issue:44479", + "issue:41720|issue:42617", + "issue:44186|issue:44361", + "issue:36010|issue:42617", + "issue:43540|issue:43782", + "issue:45406|issue:45464", + "issue:41720|issue:44292", + "issue:43421|issue:45701", + "issue:30064|issue:34634", + "issue:44492|issue:44509", + "issue:43388|issue:45059", + "issue:42915|issue:43322", + "issue:43606|issue:43720" + ], + "prepared_review_unit_hash": "ba8ed8e56cffb526e7ff4d2a0a2247fd62054e37331292b44dbc889793c979cc", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 36943, + "estimated_input_tokens": 9236, + "estimated_eval_tokens": 18728 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft matches are mostly superficial overlaps across different models, processors, and failure modes. No pair looks like the same underlying bug or a mergeable duplicate PR-equivalent change.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue cleanly represents a duplicate set; the items share broad Transformers/model-loading themes but not the same concrete bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45701 is the broadest umbrella item, but it is still too general and not a true canonical duplicate target for the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "Both are regression reports, but one is FSDP CPU-efficient loading and the other is non-persistent buffer initialization; different bugs." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and glm-4v-9b loading failure are unrelated model/processor issues." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading for granite_speech vs tokenizer loading for est-roberta; different subsystems and failures." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py execution failure and Qwen3Moe FineGrainedFP8Config failure are different model/runtime problems." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video batch shape bug is unrelated to a general tokenization-version change report." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Both involve loading/compile issues, but Bamba SDPA torch.compile and BitNet weight unpacking are distinct code paths." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "CustomTrainer compute_loss signature break and Qwen3Moe FP8 loading are unrelated." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision preprocessing bugs, but one is OmDet input size and the other is Perceiver positional interpolation; not the same bug." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Different tokenizers/processors and different failure modes; not the same underlying issue." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 memory growth/OOM and an apex RMSNorm memory leak are separate memory bugs." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Qwen video-input regression and TRL embedding unpacking are both Qwen3.5-related but affect different paths." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer API signature break is unrelated to a 3d_parallel.py runtime problem." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and GPTNeoX rotary_pct reload bug are different config issues." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and dequantized model offload loading failure are not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "A800 cudaErrorAssert in auto device mapping and Llava Next segmentation fault are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "High perplexity on gpt-oss-20b is a model/eval issue, not a tokenization-version regression." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Both are loading/runtime bugs, but Bamba SDPA compile and Bark CPU-offload device mismatch are distinct." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor.tokenizer regression is a specific API break; tokenization-version changes is broader and not the same defect." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3 auto device-map crash and GPT-OSS MoE tensor-parallel failure are different parallelism bugs." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT masked-LM predictions and Qwen3.5 recurrent-state reset are unrelated model behaviors." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Qwen3-MoE sliding-window handling and StableLmConfig pad_token_idx are separate config/model issues." + }, + { + "left": "issue:44292", + "right": "issue:44479", + "accept": false, + "reason": "NVFP4 runtime error and Qwen video-input regression are different model/version problems." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Different failures: Qwen3 device mapping crash vs 3d_parallel.py execution issue." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both tokenizer crashes, but they affect different tokenizers and different tasks." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import error and 3d_parallel.py failure are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Qwen3OmniMoe video processing ValueError and Qwen3VL weight_only loading error are different model bugs." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor _tokenizer crash and Qwen3.5 streaming inference failure are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:44292", + "accept": false, + "reason": "Both mention Qwen3, but one is auto device mapping on A800 and the other is NVFP4 runtime failure; different issues." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "Runtime special-token post-processor sync bug is not the same as a broad tokenization-version change report." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Image segmentation-map processing and Bark voice_preset are entirely different processors." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A cache-strategy typo and outdated docs about removed pipelines are unrelated documentation issues." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metric label gathering bug and SAM3 text/bbox behavior are different model/runtime problems." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3Moe FP8 loading and Llava Next segfault are different model-specific failures." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch and packed-weight unpacking during accelerate loading are separate bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 12, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:33666", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43525", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43606", + "issue:43653", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44368", + "issue:44451", + "issue:44514", + "issue:44545", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44671", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45588", + "issue:45704", + "issue:45759" + ], + "soft_pairs": [ + "issue:44514|issue:44545", + "issue:43550|issue:43653", + "issue:43531|issue:45759", + "issue:43606|issue:43653", + "issue:43421|issue:43927", + "issue:34567|issue:35707", + "issue:44368|issue:45357", + "issue:44898|issue:45072", + "issue:43873|issue:45704", + "issue:44451|issue:44991", + "issue:41720|issue:43746", + "issue:44062|issue:44451", + "issue:43421|issue:43653", + "issue:42886|issue:44843", + "issue:44987|issue:45042", + "issue:45588|issue:45759", + "issue:33666|issue:35707", + "issue:43531|issue:44589", + "issue:43421|issue:44186", + "issue:43381|issue:43844", + "issue:39692|issue:44610", + "issue:44918|issue:44936", + "issue:45081|issue:45356", + "issue:44625|issue:45479", + "issue:43525|issue:43531", + "issue:43782|issue:45381", + "issue:43994|issue:44671", + "issue:34634|issue:41720", + "issue:43381|issue:45704", + "issue:43596|issue:44220", + "issue:39692|issue:43873" + ], + "prepared_review_unit_hash": "8cb002688b153384541072a1b40781a2eb83e31cd3bb28dfe75fa08ad92e3d13", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37274, + "estimated_input_tokens": 9319, + "estimated_eval_tokens": 18894 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous tokenizer/model/runtime bug reports with one clear duplicate pair and a few loose semantic similarities, so only the exact duplicate should be merged.", + "confidence": 0.71, + "canonical_issue_reason": "Issue 44514 is the earliest and clearest report of the exact Qwen2_5_VLProcessor.apply_chat_template batched-input/padding=False crash, making it the best canonical issue for the confirmed duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "44514 is the best representative because it precisely captures the concrete failure mode and is directly duplicated by 44545.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same Qwen2_5_VLProcessor.apply_chat_template crash on batched input with padding=False; identical underlying bug." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Different subsystems and failures: torch.compile+SDPA on Bamba vs tokenizer special-token registration." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen3-family configs, but one is sliding_window behavior and the other is text_config unwrapping; not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to BigBirdTokenizer mask-token decode output." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both touch token/special-token handling, but one is runtime post-processor updates and the other is save/load of custom token IDs." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "Trainer token-count tracking and progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "A warning about tie_word_embeddings during LoRA fine-tuning is unrelated to incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver interpolation bug and bfloat16 dtype mismatch in SwitchTransformers/TimmWrapperModel are different issues." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading expectations do not match a T5 RMSNorm memory-leak issue." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading regressions, but for different models and likely different tokenizer code paths." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 auto device mapping cuda assert is unrelated to GraniteSpeech PEFT checkpoint loading." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "AddedToken constructor argument clash is a different failure from loading ScandiBERT." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Runtime special-token post-processor updates are unrelated to BigBirdTokenizer empty decode output." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both involve HF_HUB_OFFLINE, but 44843 is a specific _patch_mistral_regex/model_info regression while 42886 is a broader cache-load failure." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Loading physical-intelligence/fast and PIL-backend torchvision requirements are not the same bug." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Flash-attention aux-state crash and Qwen multimodal text_config unwrapping are unrelated." + }, + { + "left": "issue:33666", + "right": "issue:35707", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL and progressive generation with inputs_embeds are unrelated topics." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to the missing Float8 storage type error." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "TokenizersBackend special-token updates and LayoutLMv2 tokenizer NER/padding crashes are different code paths." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Eval-mode gradient checkpointing limitation is unrelated to gradient blow-up under HfDeepSpeedConfig + ZeRO-3." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 doc/example errors and OmDet-Turbo processor size mismatch are different model-specific issues." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "TRL SFT unpacking of Qwen3.5 embeddings is unrelated to trainer.evaluate failing after trainer.train()." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both mention fix_mistral_regex/tokenizer regression, but one is a hard crash in Mistral loading and the other is a Kimi-K2.5 codec-handling regression with a warning issue; not clearly the same bug." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Missing num_labels propagation in Qwen3.5 configs is unrelated to zero-loss single-label classification behavior across models." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Llama4Config pad_token_id missing and Qwen3-MoE sliding_window are different config bugs." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Qwen3VL weight_only loading and qwen2.5-vl video vision_position_ids are different multimodal bugs." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "SigLIP2 AutoModel/pipeline output mismatch and CamemBERT masked LM predictions are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping failures are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45704", + "accept": false, + "reason": "Gradient-checkpointing eval-mode behavior is unrelated to T5 apex.FusedRMSNorm memory leak." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "DeepSpeed ZeRO-3/BertModel index error and _torch_extract_fbank_features() are different failures." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 documentation/example errors are unrelated to quantization offloading behavior." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: it identifies only the clearly duplicated Qwen2_5_VLProcessor.apply_chat_template batched-input/padding=False pair (44514/44545) and rejects the rest as distinct or only loosely similar. No overstatement or mergeability issue is apparent." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 13, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:42915", + "issue:43335", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43575", + "issue:43577", + "issue:43618", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43720", + "issue:43746", + "issue:43756", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43873", + "issue:44008", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44220", + "issue:44448", + "issue:44488", + "issue:44561", + "issue:44625", + "issue:44661", + "issue:44671", + "issue:44756", + "issue:44811", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45381", + "issue:45479", + "issue:45704", + "issue:45759" + ], + "soft_pairs": [ + "issue:42915|issue:45759", + "issue:44220|issue:44661", + "issue:45183|issue:45479", + "issue:43618|issue:43697", + "issue:43540|issue:44008", + "issue:44077|issue:44625", + "issue:43720|issue:43819", + "issue:43575|issue:45704", + "issue:30064|issue:36010", + "issue:44756|issue:45759", + "issue:43716|issue:44008", + "issue:43335|issue:43756", + "issue:43653|issue:43720", + "issue:42915|issue:43746", + "issue:43746|issue:45381", + "issue:43746|issue:43873", + "issue:44843|issue:45081", + "issue:43550|issue:45072", + "issue:44186|issue:44898", + "issue:43421|issue:44811", + "issue:43550|issue:43819", + "issue:43577|issue:43818", + "issue:43643|issue:44877", + "issue:44062|issue:44488", + "issue:43531|issue:43643", + "issue:43540|issue:45381", + "issue:44448|issue:44671", + "issue:43653|issue:43819", + "issue:43782|issue:44977", + "issue:44561|issue:45020" + ], + "prepared_review_unit_hash": "efbfab781e704ddb17df5a177a2a93e46ff461c6a346818669fb1889e40e35c3", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36368, + "estimated_input_tokens": 9092, + "estimated_eval_tokens": 18440 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated model- or subsystem-specific bugs. A few are loosely adjacent (notably around tokenizer/Mistral helpers and remote_code regressions), but none of the soft pairs look like true duplicates of the same concrete bug/change.", + "confidence": 0.86, + "canonical_issue_reason": "If a canonical issue is needed, issue:45020 is the broadest umbrella-style report in the set (recent versions breaking remote_code models). It is not an exact duplicate of the others, but it is the closest general anchor for the cluster\u2019s theme of version-related regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue:45020 is the best representative issue because it is open, broadly scoped, and captures a recurring compatibility/regression class rather than a narrow model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:45759", + "accept": false, + "reason": "Both mention Qwen configs, but one is FineGrainedFP8Config failure and the other is missing text_config unwrapping in composite multimodal configs; different code paths and fixes." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Different areas entirely: audio feature extraction vs tokenizer mapping/model registration logic." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "One is input validation/XOR error messaging, the other is a loss-function/label semantics bug; not the same defect." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIP output attentions regression and RTDetrV2 output drift are unrelated model bugs." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Video input handling in Qwen3OmniMoe is unrelated to the Gemma3n variable-name collision in forward()." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "PatchTSMixer post_init policy and Qwen3.5 num_labels propagation are unrelated configuration issues." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Packed-weight loading in BitNet and DAC latent/STE mismatch are different concrete bugs." + }, + { + "left": "issue:43575", + "right": "issue:45704", + "accept": false, + "reason": "TP OOM when loading a Qwen model and T5 apex RMSNorm memory leak are distinct memory problems in different paths." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image segmentation map processing and a GenerationMixin import error are unrelated." + }, + { + "left": "issue:44756", + "right": "issue:45759", + "accept": false, + "reason": "Strix Halo mmap/OOM behavior is unrelated to Qwen multimodal config unwrapping." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Mistral image-preprocessor dtype mismatch and Gemma3n tensor attribute collision are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Sparse encoder layer creation and Smollm3 RoPE layer dropping are different model-configuration mistakes." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration and BitNet packed-weight loading do not share the same underlying bug." + }, + { + "left": "issue:42915", + "right": "issue:43746", + "accept": false, + "reason": "Fine-grained FP8 config failure and GraniteSpeech PEFT checkpoint loading are separate issues." + }, + { + "left": "issue:43746", + "right": "issue:45381", + "accept": false, + "reason": "PEFT local checkpoint loading and Qwen2.5-VL video position ids are unrelated." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "GraniteSpeech checkpoint loading and quantization offloading behavior are different code paths." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both involve _patch_mistral_regex, but one is offline model_info access and the other is an AttributeError on backend_tokenizer; same helper, different failures and fixes." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Bamba torch.compile+SDPA and SwitchTransformers/TimmWrapper dtype mismatches are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and Perceiver interpolation failure are different model-specific bugs." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Runtime special-token/post-processor updates and Whisper batch_decode skip_special_tokens handling are related to tokenization, but not the same concrete bug." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "torch.compile SDPA failure and DAC forward/from_latents mismatch are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "BLIP2 dtype propagation and Video-LLaVA temporal-attention/weight-sharing issues are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "trust_remote_code missing fields and strict granite_speech config loading are distinct configuration-loading problems." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken special-argument error and sleng-bert model loading failure are not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and trust_remote_code config field loss are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are v5 output regressions, but they affect different models and likely different changes." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration and DAC latent conversion mismatch do not share a concrete underlying defect." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL weight_only loading failure and Qwen3.5 flash-attention generation issues are separate multimodal/runtime problems." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Removal of is_torch_fx_available is one specific remote_code breakage, while 45020 is a broad umbrella report that likely covers multiple unrelated failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 14, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:42175", + "issue:43262", + "issue:43322", + "issue:43329", + "issue:43404", + "issue:43452", + "issue:43526", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43644", + "issue:43650", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43994", + "issue:44060", + "issue:44186", + "issue:44368", + "issue:44442", + "issue:44485", + "issue:44509", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44821", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45406", + "issue:45538", + "issue:45600", + "issue:45685", + "issue:45701" + ], + "soft_pairs": [ + "issue:43322|issue:45685", + "issue:43825|issue:43994", + "issue:44821|issue:45084", + "issue:43825|issue:43827", + "issue:30064|issue:36331", + "issue:44485|issue:44509", + "issue:43577|issue:43582", + "issue:44186|issue:44442", + "issue:43606|issue:45072", + "issue:43452|issue:44991", + "issue:34634|issue:36010", + "issue:44805|issue:44936", + "issue:42175|issue:45081", + "issue:44610|issue:45072", + "issue:45081|issue:45406", + "issue:44060|issue:44368", + "issue:43650|issue:43906", + "issue:43720|issue:45072", + "issue:44671|issue:45701", + "issue:43404|issue:43782", + "issue:43582|issue:44857", + "issue:43262|issue:43819", + "issue:43526|issue:43697", + "issue:45084|issue:45538", + "issue:43644|issue:43749", + "issue:43329|issue:45600", + "issue:43653|issue:44912" + ], + "prepared_review_unit_hash": "373ad9966817fedb29ff795a6da662d73628282dc5f4045969b40a3e1843c08f", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35991, + "estimated_input_tokens": 8998, + "estimated_eval_tokens": 18252 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous: most items are unrelated bugs across different models, tokenizers, loading paths, and docs. No single duplicate cluster emerges; all soft edges should be rejected as non-equivalent underlying issues.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Llava Next segmentation fault vs MoE MPS histogram/type error; different models and failure modes." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline error-message regression vs SigLIP2 bad results with AutoModel/pipeline; not the same bug." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading issue vs template compilation TypeError; unrelated code paths." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Both touch removed pipeline tasks, but one is a runtime error message and the other is docs cleanup." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image segmentation-map processing bug vs CustomTrainer loss signature mismatch; unrelated subsystems." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM-5 RoPE implementation discussion vs v5 pipeline docs references; different changes." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Blip2 dtype propagation bug vs Apple Silicon warmup TypeError; different failures." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "LayoutLMv2 tokenizer crash vs FastSpeech2Conformer tokenizer load failure; different tokenizer bugs." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Bark CPU offload device mismatch vs SwitchTransformers/TimmWrapper bfloat16 dtype mismatch; not the same code path." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "gguf_file loading regression vs tokenizer loading failure for est-roberta; different loader paths and symptoms." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice preset behavior vs GenerationMixin import error; unrelated audio vs import issue." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask/index shape mismatch crash vs train-then-evaluate failure; no clear shared root cause." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Missing TensorFlow backend in torch install vs Mistral regex patch AttributeError; unrelated." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "OmDet input size mismatch vs dtype mismatch in other models; different bugs." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Tokenizer regex patch crash vs Gemma4Processor missing _tokenizer in serve; different processor internals." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-Next tied-weights warning vs Qwen3.5 LoRA warning; similar theme but not same concrete defect." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "Placeholder issue vs reproduction of another issue; not a duplicate bug report." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "BitNet packed-weight unpacking bug vs dtype mismatch bug; different loading logic." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT MLM prediction regression vs version-dependent tokenization changes; distinct symptoms and causes." + }, + { + "left": "issue:43404", + "right": "issue:43782", + "accept": false, + "reason": "Mistral3 tied lm_head weights vs Qwen3VL weight_only load error; unrelated model-loading problems." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon warmup TypeError vs LwDetrImageLoss AMP crash; different runtime contexts." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio processor chat-template sample-rate default vs DAC from_latents/STE mismatch; unrelated audio issues." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs RTDetrV2 output differences; different model components." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template compilation failure vs CLIPTokenizer max length constant; unrelated tokenizer/template concerns." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer junk in v5 vs FSDP CPU RAM efficient loading broken; different loading mechanisms." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Multimodal token counting video-branch bug vs auto_mappings stale config references; unrelated issues." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug vs MXFP4 quantization fallback; different tokenizer/quantization paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 15, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:34567", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:41720", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43454", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43638", + "issue:43643", + "issue:43645", + "issue:43697", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:43931", + "issue:44291", + "issue:44479", + "issue:44554", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44811", + "issue:44849", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:45042", + "issue:45356", + "issue:45357", + "issue:45488", + "issue:45701", + "issue:45759" + ], + "soft_pairs": [ + "issue:43638|issue:44936", + "issue:43746|issue:44811", + "issue:38175|issue:44610", + "issue:44589|issue:45042", + "issue:43854|issue:44977", + "issue:43454|issue:43577", + "issue:43526|issue:44554", + "issue:36010|issue:43645", + "issue:44568|issue:45488", + "issue:39692|issue:44912", + "issue:34634|issue:36331", + "issue:43257|issue:43329", + "issue:43819|issue:43927", + "issue:43720|issue:44610", + "issue:43749|issue:44291", + "issue:43550|issue:44912", + "issue:43262|issue:44811", + "issue:44568|issue:45356", + "issue:43531|issue:45042", + "issue:36010|issue:36331", + "issue:43643|issue:45759", + "issue:34567|issue:40990", + "issue:43329|issue:43450", + "issue:43329|issue:44479", + "issue:44849|issue:45701", + "issue:43257|issue:43931", + "issue:43697|issue:45357", + "issue:43452|issue:43582", + "issue:41720|issue:43540" + ], + "prepared_review_unit_hash": "efa187047fa892e688b66e665d351be5e263451715dcf1968e82788c51be2033", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36755, + "estimated_input_tokens": 9189, + "estimated_eval_tokens": 18634 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items form a loose collection of unrelated Transformers bugs. The suggested soft pairs share broad subsystems at best, but not the same concrete root cause, so none should be merged as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43749 is the strongest representative of the cluster because it is a broad, high-impact loading regression with multiple references and discussion, making it the best anchor issue if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43749 is the most central and widely impacted bug report in the set; it is the best issue to keep as the representative anchor, though it does not subsume the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Both mention trainer behavior, but one is a zero-size index error under ZeRO3 with a non-pretrained model and the other is evaluate() failing after train(); different failure modes and code paths." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Local checkpoint loading with PEFT adapters and Whisper batch_decode skip_special_tokens are unrelated features and bugs." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 zero probabilities and OmDet-Turbo processor/model size mismatch are different model-specific problems." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage lookup failure and PIL backend requiring torchvision are separate runtime dependency issues." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7 test loading failure and Qwen3.5 flash-attention generation issue do not share the same concrete defect." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision weight tying and BLIP2 dtype propagation are distinct model-loading bugs." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BEiT label reduction and an MPS attention correctness issue are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "GenerationMixin import breakage and notebook custom-model initialization failures are both v5 regressions, but not the same bug." + }, + { + "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 tokenizer.json pre-tokenizer overriding; different root causes." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Documentation/example problems for SigLIP2 and MXFP4 quantization fallback in git-oss are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice_preset and CustomTrainer.compute_loss kwarg handling are unrelated API bugs." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed and multimodal video token counting use different code paths and symptoms." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC from_latents/STE mismatch and DiaConfig save-load token ID loss are different model/serialization bugs." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading and OmDet processor output-size mismatch are not the same underlying issue." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both concern loading, but FSDP CPU RAM efficient loading and init_empty_weights/_is_hf_initialized are separate regressions." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile with SDPA on Bamba and MXFP4 fallback on git-oss are unrelated model/runtime bugs." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Audio chat-template sample-rate defaults and Whisper batch_decode token skipping are separate processor behaviors." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different parts of the tokenization pipeline." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window and PIL backend torchvision dependency are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "Importing GenerationMixin and passing num_items_in_batch to compute_loss are separate incompatibilities." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Missing fields from trust_remote_code config loading and composite Qwen config unwrapping are both config-related, but not the same concrete defect." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Trainer token accounting and high perplexity on gpt-oss-20b are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Undefined video-token helper names and batched video processor shapes are different video pipeline bugs." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "The video-token helper bug and the v5.3 video-input regression overlap only at a high level; the concrete root causes differ." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Qwen3.5 hidden-states output and version-dependent tokenization changes are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3 MoE accelerate/deepspeed weight conversion and Qwen3-VL weight-shape mismatch are different loading problems." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained key mismatch are separate regressions." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "gguf_file/from_pretrained breakage and Apple Silicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Both involve Qwen3-family video/device issues, but one is CUDA assert under auto device mapping and the other is a video-input ValueError in Qwen3OmniMoe; not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 16, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:33357", + "issue:34567", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43540", + "issue:43577", + "issue:43643", + "issue:43646", + "issue:43696", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43824", + "issue:43906", + "issue:43927", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44737", + "issue:44756", + "issue:44792", + "issue:44821", + "issue:44898", + "issue:44912", + "issue:44964", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45137", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45538", + "issue:45588" + ], + "soft_pairs": [ + "issue:42915|issue:43742", + "issue:44291|issue:45042", + "issue:33357|issue:34567", + "issue:43317|issue:45538", + "issue:44987|issue:45538", + "issue:44479|issue:45381", + "issue:43927|issue:44912", + "issue:43540|issue:44560", + "issue:42915|issue:44821", + "issue:43257|issue:43756", + "issue:43577|issue:45072", + "issue:42915|issue:45538", + "issue:43540|issue:44479", + "issue:43257|issue:43696", + "issue:45137|issue:45405", + "issue:38175|issue:44898", + "issue:44737|issue:45588", + "issue:44062|issue:44991", + "issue:43742|issue:44291", + "issue:43906|issue:45381", + "issue:43646|issue:43749", + "issue:43749|issue:44756", + "issue:36010|issue:42175", + "issue:44062|issue:45081", + "issue:34567|issue:36331", + "issue:43643|issue:45375", + "issue:43493|issue:43994", + "issue:42175|issue:43824", + "issue:43452|issue:44488", + "issue:43526|issue:45479", + "issue:44291|issue:44821", + "issue:44792|issue:44964" + ], + "prepared_review_unit_hash": "7a4afd73b2344db050c82714bcdb3496455ebeb3ea8d4f25666480d2fc2e0d36", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37440, + "estimated_input_tokens": 9360, + "estimated_eval_tokens": 18976 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and does not look like a single duplicate family. I only found two soft-edge pairs that plausibly describe the same underlying bug; the rest are different models, different subsystems, or different failure modes.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue fits: most items are unrelated bugs across different models/subsystems, with only a couple of tight duplicate-style pairs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44964 is the clearest representative user-facing loading regression, with a specific model and reproducible failure in the current transformers version.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different models and failures: Qwen3Moe FP8 config vs MobileLLM key error." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Unrelated bugs: init_empty_weights arg handling vs PIL backend torchvision dependency." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS bus error in CLIP loading vs TrainerState token-count tracking bug." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Different areas: dequantized model offload failure vs tokenizer max_length constant." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Model-loading regression for physical-intelligence/fast vs CLIPTokenizer max_length issue." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both describe the same Qwen video-input regression in transformers 5.3.0, centered on incorrect video/vision position handling." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig save/load corruption is unrelated to MXFP4 quantization fallback." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related but on different Qwen model paths and different errors." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3Moe FP8 failure is unrelated to AutoImageProcessor URL loading." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Different model families and bugs: weight conversion with accelerate/deepspeed vs RoPE-layer omission." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype mismatches, but they affect different models and code paths." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe quantization bug vs tokenizer max_length bug." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Similar domain, but different Qwen models and not clearly the same underlying bug." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MOE conversion issue is unrelated to GPT-oss OOM." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error vs PEFT version metadata problem." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision-model bugs, but they are different models and different failure modes." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU device bug is unrelated to flash-attention aux-state crash." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer-related, but one is an AddedToken TypeError and the other is a model-specific tokenizer load failure without enough evidence they are the same bug." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Different failures: MobileLLM key error vs unexpected _is_hf_initialized argument." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "Isolated reproduction of a different issue vs Qwen2.5-VL video-position regression." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage is unrelated to FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both concern loading/memory, but one is FSDP-specific and the other is mmap OOM on Strix Halo." + }, + { + "left": "issue:36010", + "right": "issue:42175", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to missing TensorFlow in the torch extra." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer AddedToken error and Mistral regex patch crash are different code paths." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState num_input_tokens_seen and custom compute_loss signature are separate trainer API regressions." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both involve config fields, but the failures are different and model-specific." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both are SigLIP2 correctness bugs on the same model; one reports JAX/HF discrepancy and the other nonsensical outputs from the same implementation." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Missing TensorFlow backend and missing Qwen2.5-VL export/import are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "gguf_file/from_pretrained breakage is not the same as a specific model failing to load." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to sequence-classification zero loss." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "init_empty_weights argument handling is unrelated to AutoImageProcessor URL loading." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Janus test failure and Phi-4-multimodal load failure are different multimodal bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. It correctly treats the cluster as mostly heterogeneous, and the two accepted soft-edge pairs are plausible same-bug families based on the issue titles and version/model overlap. I don\u2019t see a clear overstatement in the rejected pairs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 17, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:34689", + "issue:38175", + "issue:41762", + "issue:42175", + "issue:43295", + "issue:43452", + "issue:43531", + "issue:43577", + "issue:43582", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43819", + "issue:44361", + "issue:44442", + "issue:44466", + "issue:44484", + "issue:44488", + "issue:44514", + "issue:44561", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44704", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44977", + "issue:45005", + "issue:45042", + "issue:45081", + "issue:45216", + "issue:45290", + "issue:45325", + "issue:45356", + "issue:45381", + "issue:45405", + "issue:45600" + ], + "soft_pairs": [ + "issue:28282|issue:34689", + "issue:45042|issue:45081", + "issue:44484|issue:44704", + "issue:45405|issue:45600", + "issue:43756|issue:45325", + "issue:43742|issue:44589", + "issue:43697|issue:45216", + "issue:28282|issue:29127", + "issue:44514|issue:45381", + "issue:43643|issue:44561", + "issue:43531|issue:44821", + "issue:44625|issue:44877", + "issue:43582|issue:44977", + "issue:43452|issue:43577", + "issue:43720|issue:44898", + "issue:44514|issue:45290", + "issue:43452|issue:44843", + "issue:42175|issue:44488", + "issue:44466|issue:45005", + "issue:43819|issue:44811", + "issue:43295|issue:45356", + "issue:41762|issue:44936", + "issue:43653|issue:44568", + "issue:24643|issue:29127", + "issue:38175|issue:43295", + "issue:44361|issue:44442", + "issue:43653|issue:44361" + ], + "prepared_review_unit_hash": "67fe28b40af45649a84f4e03bcd7c5dccd48987266bce7857149413edca7114d", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35540, + "estimated_input_tokens": 8885, + "estimated_eval_tokens": 18026 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated model-loading, tokenizer, config, and backend regressions. I only see one plausible duplicate edge around tied-weights serialization in v5; the rest should stay separate.", + "confidence": 0.74, + "canonical_issue_reason": "issue:45005 is the broadest statement of the tied-weights regression and best captures the shared underlying problem; issue:44466 looks like a more specific manifestation of the same v5 serialization bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45005 is the best representative issue for the only likely duplicate subgroup because it describes the core tied-weights problem at a higher level.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Both are model-loading failures, but one is a missing PyTorch dependency and the other is a specific Llama 3.2 Vision regression; different causes and fixes." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "These are unrelated: one is a torchvision dependency regression in PIL image processors, the other is a Mistral regex/tokenizer attribute crash." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "One is about the default `max_shard_size` in `save_pretrained`, the other about forwarding kwargs in `AutoProcessor.from_pretrained`; not the same bug." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "Different maintenance issues: PEFT version pinning versus stale auto-mapping references to removed configs." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both involve position/rope-related behavior, but they affect different models and different code paths; not the same concrete defect." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "A key error while loading MobileLLM is unrelated to the Float8 storage lookup failure." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "Different regressions in different model families: RTDetrV2 output changes versus Qwen3.5 checkpoint saving." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "Missing PyTorch in the environment is not the same as poor error messaging for LayoutLMv3 boxes." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Both mention chat/processor pipelines, but one is a batched chat-template crash and the other is a Qwen2.5-VL video position-id bug." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "One is missing fields from `AutoConfig.from_pretrained` with `trust_remote_code`, the other is a v5 breakage from removing `is_torch_fx_available`." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "A Qwen3-MoE sliding-window bug and an AutoImageProcessor URL-loading issue are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Different config propagation problems affecting different model families." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError is unrelated to Qwen3.5 flash-attention generation behavior." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "One is a gguf/loader regression, the other is dtype propagation on BLIP-2; they do not share the same underlying bug." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "Packed-weight handling in accelerate loading is unrelated to Perceiver positional interpolation at non-default resolution." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Same general API area, but the failures are different edge cases: batched padding behavior versus assistant tool-call messages without content." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both involve loading helpers, but one is gguf loading and the other is an offline-mode regression in `_patch_mistral_regex`." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Packaging/backend selection and a specific model-load failure are not the same concrete issue." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": true, + "reason": "Both point to the same tied-weights/save_pretrained regression in v5 for translation models; one is the broad issue, the other a specific manifestation." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent conversion mismatch and Whisper batch_decode special-token handling are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Different regressions: processor/tokenizer access in custom model code versus codec and warning behavior in Kimi-K2.5 tokenization." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3 loading failure for Gemma3 is unrelated to `trainer.evaluate()` failing after training." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "BigBird special-token registration and mDeBERTa BOS/EOS insertion are different tokenizer bugs." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed `'weight' must be 2-D` is a training/runtime error, not a LayoutLMv3 error-message clarity issue." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 zero probabilities and the processor.tokenizer regression are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer-loading failures, but they affect different tokenizer classes and do not appear to share a single code path." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "A special-token registration bug in BigBird and an AttributeError in MLukeTokenizer are different issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary stays grounded in the packet and is appropriately conservative. The only accepted duplicate edge, issue:44466 \u2194 issue:45005, is plausibly the same tied-weights / v5 save_pretrained regression, while the other pair rejections avoid overstating similarity and mostly distinguish different model families or code paths." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 18, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:28282", + "issue:30064", + "issue:32090", + "issue:33666", + "issue:34567", + "issue:35141", + "issue:36010", + "issue:41720", + "issue:43122", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43825", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44479", + "issue:44610", + "issue:44743", + "issue:44821", + "issue:44843", + "issue:44849", + "issue:44913", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45084", + "issue:45325", + "issue:45356", + "issue:45357", + "issue:45440", + "issue:45588" + ], + "soft_pairs": [ + "issue:44464|issue:44743", + "issue:30064|issue:33666", + "issue:43577|issue:43697", + "issue:44843|issue:44991", + "issue:41720|issue:43906", + "issue:44479|issue:44936", + "issue:44977|issue:45356", + "issue:43688|issue:45440", + "issue:43577|issue:45588", + "issue:43531|issue:43742", + "issue:43653|issue:43927", + "issue:44464|issue:44977", + "issue:43550|issue:43927", + "issue:43550|issue:44361", + "issue:43122|issue:43906", + "issue:43504|issue:43720", + "issue:32090|issue:34567", + "issue:43504|issue:43550", + "issue:32090|issue:33666", + "issue:28282|issue:35141", + "issue:43504|issue:44610", + "issue:43452|issue:44451", + "issue:43688|issue:43749", + "issue:43329|issue:45325", + "issue:43742|issue:44821", + "issue:43756|issue:44913", + "issue:33666|issue:36010", + "issue:43525|issue:43572", + "issue:41720|issue:44464", + "issue:43493|issue:43825", + "issue:44849|issue:45357", + "issue:43262|issue:45084" + ], + "prepared_review_unit_hash": "126633ec37d95f89458e6c23d746d96ba3f643a00c520b6ec7377784d4003c45", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37415, + "estimated_input_tokens": 9354, + "estimated_eval_tokens": 18964 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated Transformer bugs/regressions across different models and subsystems; I did not find any true duplicate pairs. I picked the broadest model-loading regression as the canonical issue.", + "confidence": 0.64, + "canonical_issue_reason": "issue:43452 is the broadest, most central regression report here: it affects both AutoTokenizer.from_pretrained and AutoModelForCausalLM.from_pretrained via gguf_file handling, making it a good cluster anchor.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43452 is concrete, reproducible, and broadly scoped enough to represent the loading-path regressions in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both involve generation/runtime behavior, but they describe different failures in different code paths: compiled forward inconsistency vs cache/reset behavior in modular_qwen3_5." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Completely different problems: segmentation-map preprocessing versus Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Different models and symptoms: BLIP2 dtype propagation vs RTDetrV2 output mismatch in v5." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/loading regressions, but the titles point to different concrete failures and models; not enough to treat as the same bug." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "Different failures: Qwen3 auto device mapping CUDA assert vs an isolated reproduction of another issue." + }, + { + "left": "issue:44479", + "right": "issue:44936", + "accept": false, + "reason": "Video-input regression in VLMs versus trainer lifecycle failure; unrelated code paths." + }, + { + "left": "issue:44977", + "right": "issue:45356", + "accept": false, + "reason": "Flash-attention generation bug in Qwen3.5 versus tokenizer codec/regex regression in Kimi-K2.5." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Both are MoE-related at a high level, but they target different models and different implementation mismatches." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "BLIP2 dtype issue and flash_attention crash on s_aux=None are unrelated bugs." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to the MobileLLM loading KeyError." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Tokenizer special-token registration versus config custom-token persistence; different underlying defects." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Different generation failures with different triggers: compiled forward versus flash-attention." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "torch.compile/SDPA failure is unrelated to DiaConfig save/load token-ID loss." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Different subsystems and failures: compile-time SDPA issue versus tokenizer AttributeError on tasks." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "Tokenization-difference regression and an isolated reproduction issue are not clearly the same bug." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy-field model-loading bug versus packed-weight handling in accelerate loading; different code paths." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer broadcast TypeError and num_input_tokens_seen not updating are distinct trainer bugs." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Unrelated model-loading preset bug versus compile/SDPA failure." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer NoneType broadcast error is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "ImportError for missing PyTorch and embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Different models and failure modes: legacy field on load versus processor/model input-size mismatch." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Both are loading issues, but one is gguf_file handling for AutoTokenizer/AutoModelForCausalLM and the other is a model-specific load failure." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Different MoE/train-loading issues: auxiliary-loss normalization versus FSDP CPU RAM efficient loading." + }, + { + "left": "issue:43329", + "right": "issue:45325", + "accept": false, + "reason": "Both are multimodal token/position bugs, but they affect different branches and different concrete calculations." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "Model KeyError on load versus AutoImageProcessor-from-URL failure; unrelated." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "RoPE-layer dropping in a specific model versus a config field resetting on reload." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training bug versus missing GenerationMixin import; unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing config fields after 5.0, but they concern different models and different fields, so not the same underlying bug." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "CUDA assert in Qwen3 auto device mapping is unrelated to chunked generation with compiled forward." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and pipeline translation-message regression are unrelated." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 hidden-states bug versus incorrect visual encoder keys on save_pretrained; different issues." + }, + { + "left": "issue:43262", + "right": "issue:45084", + "accept": false, + "reason": "Audio processor chat-template sampling-rate default bug is unrelated to template compilation TypeError." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 19, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:28282", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:36331", + "issue:39692", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43577", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43716", + "issue:43720", + "issue:43756", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:44291", + "issue:44361", + "issue:44423", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44554", + "issue:44589", + "issue:44625", + "issue:44734", + "issue:44843", + "issue:44964", + "issue:44977", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45405", + "issue:45520", + "issue:45701", + "issue:45704", + "issue:45759" + ], + "soft_pairs": [ + "issue:43540|issue:43716", + "issue:43720|issue:43927", + "issue:43606|issue:43927", + "issue:43334|issue:43572", + "issue:28282|issue:32090", + "issue:28282|issue:33357", + "issue:43577|issue:44554", + "issue:43688|issue:45704", + "issue:39692|issue:43493", + "issue:33666|issue:36331", + "issue:43720|issue:44361", + "issue:43334|issue:45759", + "issue:44964|issue:45405", + "issue:44479|issue:44625", + "issue:43540|issue:44977", + "issue:44488|issue:44843", + "issue:43493|issue:43844", + "issue:43756|issue:45083", + "issue:45200|issue:45229", + "issue:43257|issue:43299", + "issue:43278|issue:43844", + "issue:43824|issue:44589", + "issue:43646|issue:44466", + "issue:44589|issue:45520", + "issue:39692|issue:43295", + "issue:43688|issue:45701", + "issue:33357|issue:33666", + "issue:43504|issue:43606", + "issue:44423|issue:44734", + "issue:43572|issue:44291", + "issue:43927|issue:44361", + "issue:43504|issue:43653", + "issue:43575|issue:45405", + "issue:44625|issue:45759" + ], + "prepared_review_unit_hash": "f6594de271c2ecde4c4f34328ada6d53608fd59986ce71910646e74a82dc2128", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 38212, + "estimated_input_tokens": 9553, + "estimated_eval_tokens": 19362 + }, + "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 spanning Qwen multimodal loading, dtype/device regressions, tokenizers, training, and docs. I do not see a single underlying bug that unifies the set, and none of the soft-edge pairs look mergeable as true duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "No strong canonical issue: the items cover many distinct code paths and model families, so one issue cannot represent the whole cluster cleanly.", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative must be chosen, issue 43299 is the closest to a recurring theme around Qwen3/Qwen3-VL MoE loading regressions, but it is still only a partial fit for the mixed cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:43716", + "accept": false, + "reason": "Different bugs: Qwen3OmniMoe video-processing failure vs Mistral-3 image-preprocessor/model dtype mismatch." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Unrelated failures: BitNet packed-weight loading vs DiaConfig token-ID persistence." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU-offload device mismatch is unrelated to DiaConfig save/load token-ID loss." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are config attribute issues, but for different models and different missing fields; not the same bug." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "ImportError for missing PyTorch is unrelated to Trainer GPU broadcast rejecting NoneType." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Different symptoms and code paths: missing PyTorch vs MacOS bus error on a CLIP model." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype propagation bug is unrelated to the MPS attention correctness issue." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization in MoE models is unrelated to T5/apex memory leak behavior." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Both touch SigLIP2, but one is a docs example problem and the other is an implementation discrepancy; not the same concrete bug." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Qwen2-VL multi-GPU training request is unrelated to the custom trainer compute_loss signature regression." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading and MLukeTokenizer task failure are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen multimodal configs, but one is missing pad_token_id and the other is from_config not unwrapping text_config; distinct bugs." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model loading failure for Phi-4 multimodal is unrelated to the PEFT version bump issue." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Video-input regression and num_labels propagation are different issues." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Different Qwen models and different failures: video processing vs flash-attention generation." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Loading a specific model failing is unrelated to the offline-mode mistral regex patch issue." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation mismatch and ZeRO-3 gradient inflation are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "Smollm3 RoPE-layer discrepancy is unrelated to the qwen3_omni_moe helper function behavior." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Defaulting mm_token_type_ids and a Gemma4 multi-GPU OOM are not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Both are Qwen3 MoE loading regressions, but they affect different paths and failure modes; too broad to treat as one duplicate." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype drift during eval is unrelated to the ZeRO-3 gradient issue." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Missing Qwen2_5_VL import and missing Float8 storage type are unrelated runtime errors." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage is unrelated to inconsistent lm_head.weight serialization." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage lookup failure and flash_attn KeyError on Python 3.13 are different compatibility issues." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Docs example errors are unrelated to the processor.tokenizer / image-to-tokenizer regression." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Aux-loss normalization is unrelated to tokenization changes." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "MacOS CLIP bus error and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy-field model loading failure and CPU-offload device mismatch are unrelated." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are serve crashes, but with different root causes and code paths; not mergeable as one PR." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and unexpected _is_hf_initialized argument are separate regression types." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig token-ID persistence and MLukeTokenizer task AttributeError are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Beit legacy-field loading and BigBirdTokenizer special-token registration are different bugs." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Tensor-parallel OOM and a release-version pin issue are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:45759", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and AutoModelForCausalLM.from_config text_config unwrapping are related only broadly, 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": 16, + "review_unit_index": 20, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:15354", + "issue:29942", + "issue:30333", + "issue:37428", + "issue:38175", + "issue:39401", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43493", + "issue:43525", + "issue:43540", + "issue:43606", + "issue:43688", + "issue:43701", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:43994", + "issue:44112", + "issue:44315", + "issue:44464", + "issue:44466", + "issue:44493", + "issue:44521", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44792", + "issue:44849", + "issue:44898", + "issue:44964", + "issue:45072", + "issue:45084", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45290", + "issue:45325", + "issue:45356", + "issue:45405", + "issue:45412", + "issue:45446", + "issue:45520", + "issue:45584", + "issue:45701" + ], + "soft_pairs": [ + "issue:44792|issue:45405", + "issue:43606|issue:44112", + "issue:44521|issue:45290", + "issue:43994|issue:44493", + "issue:29942|issue:30333", + "issue:44464|issue:45584", + "issue:45084|issue:45520", + "issue:43844|issue:44964", + "issue:44554|issue:45446", + "issue:44568|issue:45701", + "issue:43688|issue:43873", + "issue:43540|issue:45200", + "issue:15354|issue:38175", + "issue:45072|issue:45198", + "issue:43232|issue:44849", + "issue:39401|issue:44568", + "issue:43278|issue:43701", + "issue:44315|issue:44849", + "issue:44554|issue:45356", + "issue:45200|issue:45325", + "issue:43295|issue:44610", + "issue:43334|issue:43525", + "issue:44898|issue:45412", + "issue:44466|issue:45127", + "issue:43493|issue:43701", + "issue:37428|issue:43957" + ], + "prepared_review_unit_hash": "a523895b82e2194eef7029e3cfb6650db7ad33b16932b7880862f3cc31d8402c", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 35090, + "estimated_input_tokens": 8773, + "estimated_eval_tokens": 17802 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly heterogeneous; the soft links are only surface-level similarities across tokenizer/chat-template, attention, or loading regressions. I did not find any pair that clearly represents the same underlying bug or change.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 45701 is the broadest umbrella-like report in the set and the best anchor if one must be chosen, but the cluster itself is not a clean duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "45701 is open, general, and has inbound references, so it is the most suitable representative issue despite weak evidence that the other items are true duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A test failure in Janus is unrelated to a PEFT version pin issue; no shared bug or code path." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both mention device-related CI failures, but they affect different models and likely different execution paths." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both touch apply_chat_template, but one is about zero assistant masks for multimodal inputs and the other is a crash on tool-call messages." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "These are different correctness problems: one is SigLIP2 inference quality, the other is unexpected position-id keys." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention CI failures and MLFlow job-reporting issues are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Chunked generation with compiled forward and Whisper empty-transcription handling are different failures." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "A compilation error in template nodes and a Python 3.13 import_utils KeyError are not the same bug." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient inflation and a model-loading regression are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "MPS attention correctness and a PyTorch version-check bug in flex_attention are different issues." + }, + { + "left": "issue:44568", + "right": "issue:45701", + "accept": false, + "reason": "Both concern tokenization behavior, but one is a specific BOS/EOS regression and the other is a broad version-change complaint; not the same concrete bug." + }, + { + "left": "issue:43688", + "right": "issue:43873", + "accept": false, + "reason": "Aux-loss normalization and quantization/offloading behavior are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Both are multimodal/model-input issues, but one is video processing in Qwen3OmniMoe and the other is Gemma 4 token-type defaults." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp support and SigLIP2 zero probabilities are unrelated." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "These are different regressions: dtype mismatch in inference versus Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and Qwen3.5 hidden-states output are distinct generation bugs." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer issues, but offset_mapping and add_special_tokens are separate concrete behaviors." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "A dtype drift between train/eval and a resume_from_checkpoint key mismatch do not describe the same bug." + }, + { + "left": "issue:44315", + "right": "issue:44849", + "accept": false, + "reason": "Liger Kernel application and Qwen3.5 hidden-states output are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "Attention correctness on MPS and Kimi-K2.5 tokenizer codec handling are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Both involve multimodal metadata, but mm_token_type_ids defaults and RoPE position scaling are different code paths." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Processor/tokenizer regression and OmDet-Turbo image-size mismatch are not the same underlying bug." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "The errors look similar, but they affect different model configs and there is no evidence of a shared root cause beyond missing pad_token_id access." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver resolution handling and RT-DETR memory release are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Serialization of tied lm_head weights and LoRA merge collapse with extended vocab are different problems." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX discrepancy and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "An import error for flash attention helpers and meta-device model loading failures 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": 16, + "review_unit_index": 21, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:37428", + "issue:38175", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43295", + "issue:43425", + "issue:43450", + "issue:43493", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43901", + "issue:43957", + "issue:43975", + "issue:43994", + "issue:44112", + "issue:44206", + "issue:44360", + "issue:44442", + "issue:44464", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44792", + "issue:44857", + "issue:44936", + "issue:44987", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45245", + "issue:45290", + "issue:45381", + "issue:45412", + "issue:45563", + "issue:45584", + "issue:45593" + ], + "soft_pairs": [ + "issue:43572|issue:44987", + "issue:43572|issue:43957", + "issue:43873|issue:44464", + "issue:43824|issue:43975", + "issue:43295|issue:43450", + "issue:43844|issue:44936", + "issue:43295|issue:43873", + "issue:38175|issue:45412", + "issue:44514|issue:44521", + "issue:44442|issue:45198", + "issue:43278|issue:43856", + "issue:43295|issue:43994", + "issue:37428|issue:43824", + "issue:38175|issue:43493", + "issue:42915|issue:43824", + "issue:43827|issue:43901", + "issue:43653|issue:44112", + "issue:43450|issue:43493", + "issue:44360|issue:44561", + "issue:43450|issue:43575", + "issue:44792|issue:45563", + "issue:45127|issue:45245", + "issue:43819|issue:45083", + "issue:44206|issue:45584", + "issue:43819|issue:44112", + "issue:43262|issue:43450", + "issue:37428|issue:43425", + "issue:44610|issue:44857", + "issue:44857|issue:45593", + "issue:43278|issue:43825", + "issue:45290|issue:45381", + "issue:43606|issue:45083" + ], + "prepared_review_unit_hash": "083439898bcdce58b3e1b29b202f19a931da9d9c9607dda6491ad41862fa064c", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36646, + "estimated_input_tokens": 9162, + "estimated_eval_tokens": 18580 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes unrelated bugs in import compatibility, model-specific inference regressions, processor/chat-template issues, training/memory problems, and docs/test cleanups. None of the soft pairs look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.94, + "canonical_issue_reason": "No single issue is a safe canonical: the items span unrelated regressions across import paths, processors, training, and documentation, and the proposed soft pairs do not describe the same underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative is needed, issue 44521 is the closest umbrella for the chat-template/multimodal subset, but it should not be treated as a cluster-wide duplicate anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Both involve v5-related model/config loading regressions, but one is a missing StableLmConfig pad_token_idx and the other is a transformers>=5.1.0 load failure for a specific checkpoint; different bugs." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "These are separate v5 loading/config issues: missing pad_token_idx vs meta-device model loading breakage." + }, + { + "left": "issue:43873", + "right": "issue:44464", + "accept": false, + "reason": "Quantization/offload behavior and chunked generation with compiled forward are different code paths and failure modes." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "ImportError for a missing Qwen2.5-VL symbol is unrelated to DeepSeek detokenization output corruption." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor.tokenizer/image handling regression is distinct from batched video processor shape errors." + }, + { + "left": "issue:43844", + "right": "issue:44936", + "accept": false, + "reason": "ZeRO-3 gradient explosion and trainer.evaluate() failing after train() are separate training-state problems." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor API regression and quantization/offloading failure are not the same underlying bug." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 zero probabilities and RT-DETR memory not being released are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both touch apply_chat_template on multimodal inputs, but one is a batched padding=False crash while the other is assistant_mask generation returning zeros; different concrete failures." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer loading failure and Wav2Vec2 save/tokenization failure are distinct tokenizer bugs." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype drift in evaluate() and Qwen3 MoE memory inefficiency are unrelated training/runtime issues." + }, + { + "left": "issue:43295", + "right": "issue:43994", + "accept": false, + "reason": "Processor/tokenizer regression is not the same as SigLIP2 nonsensical model outputs." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols in different modules and unrelated fixes." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 zero probabilities and HF-vs-JAX discrepancy are related by model family, but they are not the same concrete bug." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and missing Qwen2.5-VL import are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs around pipeline deprecations, but they cover different task pages and different stale references." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and GraniteSpeech device-override CI failure are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43493", + "accept": false, + "reason": "Batched video shape bug and SigLIP2 implementation discrepancy do not share the same underlying code path." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "A DSA indexer activation issue and the removal of is_torch_fx_available breaking remote-code models are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video batch-shape handling and Qwen2-57B tensor-parallel OOM are different problems." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "A janus test failure and a stale paged-generate warning are not the same bug." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge collapse with tied embeddings and a 2^24 category limit runtime error are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "DAC from_latents/forward mismatch and a qwen3_omni_moe helper behavior issue are different model-specific bugs." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Unsupported center arg in LasrFeatureExtractor and Whisper empty-transcription failure after token alignment are unrelated." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent-path mismatch and GraniteSpeech CI device override issues have no common code path." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and batched video shape handling are unrelated processor bugs." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Flash-attention import breakage and Torch 2.10 incompatibility are separate compatibility issues." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "OmDet-Turbo processor size mismatch and LwDetrImageLoss AMP crash are different vision bugs." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "AMP/CUDA loss crash and D-FINE auxiliary-loss omission are unrelated model-training issues." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype regression and pipeline error-message/docs mismatch are unrelated." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template crashes on tool-call messages and qwen2.5-vl vision_position_ids errors are different multimodal bugs." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch for bark-small and a qwen3_omni_moe helper function issue are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 22, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:43335", + "issue:43388", + "issue:43404", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43720", + "issue:43819", + "issue:43931", + "issue:44112", + "issue:44292", + "issue:44351", + "issue:44448", + "issue:44462", + "issue:44493", + "issue:44561", + "issue:44568", + "issue:44743", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45200", + "issue:45229", + "issue:45310", + "issue:45372", + "issue:45459", + "issue:45478", + "issue:45491", + "issue:45520", + "issue:45563", + "issue:45588", + "issue:45593", + "issue:45712" + ], + "soft_pairs": [ + "issue:44448|issue:44743", + "issue:45200|issue:45588", + "issue:43335|issue:43550", + "issue:44462|issue:44561", + "issue:44561|issue:44779", + "issue:37428|issue:44351", + "issue:43611|issue:43931", + "issue:43388|issue:43526", + "issue:39692|issue:43526", + "issue:43819|issue:44493", + "issue:45310|issue:45478", + "issue:43335|issue:43653", + "issue:29942|issue:32090", + "issue:43404|issue:45200", + "issue:44855|issue:45083", + "issue:44292|issue:45520", + "issue:39692|issue:44493", + "issue:43335|issue:43504", + "issue:43550|issue:44112", + "issue:43335|issue:45083", + "issue:44448|issue:44779", + "issue:38175|issue:44493", + "issue:43335|issue:45072", + "issue:44977|issue:45229", + "issue:43720|issue:44112", + "issue:45459|issue:45712", + "issue:43335|issue:45593", + "issue:44568|issue:45491", + "issue:44448|issue:44977", + "issue:29127|issue:32090", + "issue:43606|issue:44857", + "issue:40444|issue:43526", + "issue:44857|issue:45072", + "issue:45372|issue:45588", + "issue:34689|issue:35141", + "issue:44977|issue:45563" + ], + "prepared_review_unit_hash": "46f1592943c14f0202b34c0f0dace142d75a82c29ab3854622a93b1c5a12e0cd", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38872, + "estimated_input_tokens": 9718, + "estimated_eval_tokens": 19692 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a mix of unrelated issues across different models and subsystems. Only one soft pair looks like a true duplicate: the repeated Qwen3.5 MoE from_pretrained error report.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 45310 is the earlier, clearer report of the same Qwen3.5 MoE from_pretrained regression as 45478, and it already has inbound reference activity.", + "canonical_pr_reason": null, + "best_issue_reason": "45310 is the best representative issue because it is the earliest duplicate in the only true duplicate pair and has slightly stronger discussion/reference signals.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Different models and different failure modes: Pegasus output drift vs Qwen3.5 recurrent-state reset." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Both mention attention-related code paths, but the bugs are unrelated: Gemma4 token-type handling vs flash_attention.py handling of s_aux=None." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "Different architectures and bugs: SwitchTransformers config creates sparse layers incorrectly, while Bamba fails under torch.compile with SDPA." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "Tokenizer file resolution and removal of is_torch_fx_available are unrelated issues." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "One is a trust_remote_code break from a removed helper; the other is DeepSeek tokenizer behavior in v5." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different code paths; not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Both are loading failures, but one concerns base_model_prefix compatibility and the other a concrete Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Mask2Former metric gathering and BEiT label reduction are different components with different defects." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "Documentation example errors in SigLIP2 are unrelated to BEiTImageProcessorFast label reduction." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent decoding mismatch and unexpected position-id keys are different model behaviors." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same Qwen3.5 MoE from_pretrained error, same version range, same underlying regression." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug is unrelated to BigBirdTokenizer special-token registration." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and a Trainer GPU broadcast NoneType error are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45200", + "accept": false, + "reason": "Mistral3 lm_head tying and Gemma4 mm_token_type_ids are different model-specific issues." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 decorator parsing failure is unrelated to qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime failure and flash_attn import lookup on Python 3.13 are different problems." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 doc example errors are unrelated to the widespread unexpected position-id key issue." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers config and BEiT preset loading fail for different reasons and in different code paths." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba compile/SDPA failure and GraniteSpeech CI device-override flakiness are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Sparse-layer config bug is unrelated to qwen3_omni_moe output-length helper behavior." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Different models and different regressions: Pegasus v4/v5 output drift vs DeepSeek tokenizer correctness in v5." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to the position-id key warning across many models." + }, + { + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "SwitchTransformers config bug is unrelated to dtype mismatches in bfloat16 inference." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation bug and Gemma4 multi-GPU OOM are different failure modes." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Packed-weight loading in BitNet and GraniteSpeech CI device override are unrelated." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Protobuf error masking in tokenizers and dummy_pt_objects cleanup are different maintenance bugs." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers sparse-layer config and D-FINE auxiliary-loss disabling are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token insertion and Gemma3 NaN embeddings are unrelated." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 vision loading breakage and embedding reinitialization after resize are different bugs." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure and a stale warning for num_return_sequences are not the same issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The selected duplicate pair (issue:45310, issue:45478) is well supported by the packet: identical titles, same model area, close timing, and asymmetric inbound reference activity. The rejected soft pairs are phrased conservatively and do not overclaim duplicate status. No PR-pair mergeability issue applies here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 23, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:25251", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:35141", + "issue:36010", + "issue:37428", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43381", + "issue:43412", + "issue:43421", + "issue:43550", + "issue:43653", + "issue:43701", + "issue:43873", + "issue:43927", + "issue:43976", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44448", + "issue:44451", + "issue:44462", + "issue:44466", + "issue:44479", + "issue:44493", + "issue:44743", + "issue:44857", + "issue:44871", + "issue:44977", + "issue:45083", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45520", + "issue:45563", + "issue:45588", + "issue:45698" + ], + "soft_pairs": [ + "issue:43701|issue:45083", + "issue:43927|issue:45698", + "issue:43550|issue:45083", + "issue:43066|issue:44462", + "issue:43412|issue:45588", + "issue:45245|issue:45563", + "issue:43873|issue:44493", + "issue:29942|issue:35141", + "issue:45372|issue:45459", + "issue:36010|issue:37428", + "issue:44448|issue:44466", + "issue:43065|issue:45412", + "issue:25251|issue:32090", + "issue:43278|issue:43381", + "issue:44857|issue:45588", + "issue:44451|issue:45520", + "issue:43653|issue:44743", + "issue:44186|issue:45198", + "issue:43976|issue:45440", + "issue:43994|issue:45412", + "issue:44265|issue:45198", + "issue:44361|issue:45198", + "issue:43421|issue:45491", + "issue:42915|issue:42994", + "issue:44871|issue:44977", + "issue:43065|issue:43994", + "issue:29942|issue:30064", + "issue:44206|issue:44479" + ], + "prepared_review_unit_hash": "ee8e090beb1c57afed43952a9641959346ea7ee2ef41f76bd84d28c11a9b868d", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36055, + "estimated_input_tokens": 9014, + "estimated_eval_tokens": 18284 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a false-positive cluster: the issues span unrelated tokenizer, export, quantization, Flash Attention, and model-specific regressions. None of the soft-linked pairs look like true duplicates or the same underlying fix.", + "confidence": 0.28, + "canonical_issue_reason": "Issue 45083 is the weakest-but-most-central anchor in the soft-similarity graph, but the surrounding issues are not actually duplicates; this cluster is heterogeneous rather than a single bug family.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45083 is the best available representative only because it has repeated soft links; however, it should not be treated as a true canonical for deduping.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Different failures: checkpoint resume key mismatch vs qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load, but one loses custom token IDs while the other loads the wrong custom module; not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA model regression is unrelated to a qwen helper function output-length issue." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer decoder type mismatch and ignoring tokenizer.json are different load-path bugs." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "Executable export failure and flash_attention AttributeError on s_aux=None are unrelated code paths." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-cardinality runtime error is unrelated to a stale warning for num_return_sequences." + }, + { + "left": "issue:43873", + "right": "issue:44493", + "accept": false, + "reason": "Quantization/offloading bug and unexpected position-id key are different issues." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures do not match a post_init embedding reinitialization bug." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "One is a missing dependency import error; the other is error-masking in tokenizer exception handling." + }, + { + "left": "issue:36010", + "right": "issue:37428", + "accept": false, + "reason": "Both are import errors, but they involve different symbols and different fixes." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Model output drift and lm_head serialization inconsistency are related only at a high level, not the same concrete bug." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder is unrelated to an RT-DETR memory leak." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting and trainer _gpu_broadcast_one NoneType errors are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Eval-mode dtype change and gradient checkpointing in eval are separate training/eval regressions." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "Float16 AMP CUDA crash in loss code is unrelated to flash_attention crashing on s_aux=None." + }, + { + "left": "issue:44451", + "right": "issue:45520", + "accept": false, + "reason": "Model loading failure for one repo and Python 3.13 flash_attn import lookup failure are different problems." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Tokenizer special-token registration and recurrent cache-state reset are not the same issue." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer/saving failures affecting different model families and paths." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility and DeepSeekV3 implementation divergence are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 inference regression and RT-DETR memory retention are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export failure with torch_compilable_check is unrelated to Wav2Vec2 save/tokenization failure." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer AttributeError and Wav2Vec2 save/tokenization failure are different model-specific bugs." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime post-processor updates and Gemma3 NaN embeddings are different subsystems." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Quantization config failure and quantized model saving failure are both quantization-related but not the same underlying bug." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Inconsistent eos_token_id config and flash-attention generation regression are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and SigLIP2 bad outputs are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation map processing failure are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported center arg in a feature extractor and Qwen video-input regression are different regressions." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 24, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34567", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43329", + "issue:43334", + "issue:43381", + "issue:43441", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43653", + "issue:43701", + "issue:43723", + "issue:43756", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:44186", + "issue:44206", + "issue:44279", + "issue:44442", + "issue:44464", + "issue:44554", + "issue:44610", + "issue:44734", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45103", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45491", + "issue:45588", + "issue:45593" + ], + "soft_pairs": [ + "issue:44734|issue:45406", + "issue:33357|issue:39692", + "issue:44610|issue:45412", + "issue:29127|issue:34567", + "issue:45103|issue:45372", + "issue:43873|issue:45229", + "issue:43756|issue:45440", + "issue:45372|issue:45406", + "issue:43723|issue:44554", + "issue:43278|issue:43575", + "issue:43278|issue:43329", + "issue:43381|issue:43701", + "issue:43653|issue:44442", + "issue:41720|issue:45229", + "issue:45440|issue:45593", + "issue:29942|issue:36010", + "issue:43824|issue:44279", + "issue:32090|issue:33357", + "issue:43334|issue:43531", + "issue:43526|issue:44186", + "issue:44977|issue:45245", + "issue:43526|issue:44857", + "issue:42915|issue:43931", + "issue:43441|issue:45588", + "issue:44464|issue:45491", + "issue:43262|issue:44206", + "issue:44743|issue:44811", + "issue:43526|issue:44610", + "issue:44442|issue:45072" + ], + "prepared_review_unit_hash": "dd8bf60ae46b839da652151f4049d4f56f0205e93fa3911e49404b61079e531f", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36482, + "estimated_input_tokens": 9121, + "estimated_eval_tokens": 18498 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster does not contain any strong duplicate pairs: the issues span unrelated models, processors, attention paths, tokenizer/import problems, and memory/loading regressions. All soft edges were rejected. There are no PRs in the set.", + "confidence": 0.97, + "canonical_issue_reason": "No real duplicate canonical stands out because the issues are unrelated; if one issue must be chosen as the anchor, issue #43873 is the broadest and most active item, but it is not actually representative of the others as a duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43873 is the best single representative only because it is open, discussion-heavy, and broadly framed; however, it is not a true cluster canonical since the rest of the items do not describe the same bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Different subsystems and failures: KV-cache continuation indexing in serve vs Gemma4 processor initialization missing _tokenizer." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "Both are CLIP/SigLIP-adjacent only at a high level; one is a Mac bus error, the other is a doc example/model-processor mismatch and quantization failure." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Processor output size mismatch versus a model memory leak are unrelated bugs." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 box-content error messaging and TrainerState token counting are unrelated issues." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "Auto-docstring future-annotations crash is unrelated to Gemma4 processor loading/import failure." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Both mention memory/placement, but one is quantization offloading behavior and the other is multi-GPU OOM for a specific model; not the same bug." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Different models and different correctness problems: RoPE layer selection versus DeepSeekV3 implementation divergence." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both involve Gemma4, but one is a mistral_common import dependency issue and the other is a serve-time processor attribute error." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "Tokenizer loading regression versus an MPS attention correctness issue; no shared code-path." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Embedding dtype drift in eval mode is unrelated to tensor-parallel OOM on Qwen2-57B." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Different bugs: dtype change in evaluate versus undefined video-token helper/merge_size in multimodal token counting." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Both are tokenizer-related, but one is a BigBird special-token registration issue and the other is AutoTokenizer failing for a specific tokenizer class." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Different model families and symptoms: Qwen3 auto device mapping asserts on A800, while Gemma4 hits multi-GPU OOM." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3 implementation divergence is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "FlashAttention test failures and GenerationMixin import errors are unrelated regressions." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Specific missing symbol import versus a vague dependency issue; not enough evidence of the same underlying bug." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer NoneType broadcast error and MacOS CLIP bus error are unrelated failures." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL pad_token_id attribute error and Qwen3-MoE sliding_window behavior are different code paths." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BEiT label reduction bug and LayoutLMv2 NER padding/truncation crash are different processor/tokenizer issues." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Flash-attention generation bug and category-count runtime limit are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "BEiT label handling and LwDetrImageLoss AMP/CUDA crash are not the same defect." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen3-VL weight-shape mismatch are different loading/configuration problems." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both touch flash attention, but they describe different failures, models, and triggers; too broad to merge as one bug." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is unrelated to Gemma3 sliding-window NaN embeddings." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sample-rate default and a feature extractor unsupported argument are different audio-processing bugs." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3.5 recurrent-state reset bug and Whisper batch_decode skip_special_tokens bug are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:44610", + "accept": false, + "reason": "Different image-processing/model-loading bugs; no shared underlying defect." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "AutoTokenizer loading failure for one tokenizer class is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel inference." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 25, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:29127", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:42907", + "issue:43295", + "issue:43316", + "issue:43381", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43575", + "issue:43611", + "issue:43646", + "issue:43701", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44206", + "issue:44387", + "issue:44442", + "issue:44479", + "issue:44568", + "issue:44743", + "issue:44898", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45216", + "issue:45229", + "issue:45290", + "issue:45440", + "issue:45479", + "issue:45491", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45698" + ], + "soft_pairs": [ + "issue:43452|issue:45588", + "issue:43575|issue:43701", + "issue:29127|issue:35141", + "issue:43646|issue:44077", + "issue:45072|issue:45229", + "issue:43575|issue:44387", + "issue:44977|issue:45584", + "issue:45588|issue:45600", + "issue:33357|issue:38175", + "issue:43316|issue:43525", + "issue:44479|issue:45290", + "issue:44964|issue:45440", + "issue:43761|issue:44079", + "issue:43931|issue:45216", + "issue:42907|issue:45698", + "issue:39692|issue:45491", + "issue:33290|issue:34567", + "issue:34689|issue:43611", + "issue:44442|issue:44898", + "issue:43761|issue:44188", + "issue:43493|issue:43827", + "issue:43381|issue:43873", + "issue:44568|issue:45479", + "issue:43550|issue:44743", + "issue:43295|issue:45584", + "issue:43994|issue:44206" + ], + "prepared_review_unit_hash": "b511ce5408a86b15c38fcb41f3f09ae15e8100554fb9f86b962b2f472e8903d0", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35627, + "estimated_input_tokens": 8907, + "estimated_eval_tokens": 18070 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most items are unrelated model-loading, tokenizer, regression, or memory issues. None of the soft edges look like true duplicates or mergeable PR-equivalents, so all soft links should be rejected.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43873 is the closest thing to a hub because it has the most inbound references and is the broadest memory/quantization/offloading report; still, it is only a weak canonical since the cluster is mostly unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best single representative by breadth and reference count, but only narrowly so because the surrounding issues span many different subsystems and bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43452", + "right": "issue:45588", + "accept": false, + "reason": "Different bugs: gguf/from_pretrained tokenizer loading vs flash-attention crashing on sink-less models." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "One is tensor-parallel OOM on model load; the other is a resume_from_checkpoint key mismatch. Different code paths." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "LayoutLMv3 error messaging on bad boxes is unrelated to token embedding resize reinitialization in post_init." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Both mention init/post_init, but one is a broad custom model init regression and the other is a patchtsmixer-specific post_init API constraint. Not the same bug." + }, + { + "left": "issue:45072", + "right": "issue:45229", + "accept": false, + "reason": "dtype mismatch in bfloat16 inference and multi-GPU CUDA OOM are different failure modes and likely different fixes." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both involve OOM, but one is TP load OOM for Qwen2 and the other is increased reserved memory under int4 quantization. Too broad to be duplicates." + }, + { + "left": "issue:44977", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 flash-attention generation issue and Whisper empty-transcription failure are unrelated model-specific bugs." + }, + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "flash_attention.py sink-less-model crash is unrelated to auto_mappings referencing removed Sam3LiteText configs." + }, + { + "left": "issue:33357", + "right": "issue:38175", + "accept": false, + "reason": "Both are SigLIP/CLIP-family, but bus error on macOS and zero probabilities are distinct symptoms and code paths." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and missing pad_token_id on Llama4Config are different config-level regressions." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video-input regression for Qwen variants is unrelated to apply_chat_template crashing on tool-call assistant messages with no content." + }, + { + "left": "issue:44964", + "right": "issue:45440", + "accept": false, + "reason": "Phi-4 multimodal load failure and DeepSeekV3MoE implementation divergence are different model families and different bugs." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "Hidden_states not returned in CLIPVisionModel.forward and ModelOutput key assignment semantics are different layers of the stack." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Weight-shape mismatch on model load and save_pretrained producing incorrect Qwen3.5 checkpoints are related only broadly to loading/saving, not the same defect." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Saving dequantized models and loading the wrong custom module after save_pretrained are separate persistence bugs." + }, + { + "left": "issue:39692", + "right": "issue:45491", + "accept": false, + "reason": "Docs/example errors for SigLIP2 and Gemma3 NaN embeddings are unrelated issues." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "Adafactor+DeepSpeed OOM and TrainerState.num_input_tokens_seen not updating are unrelated." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both are loading regressions, but one is a specific Llama3.2 vision model issue and the other is a generic base_model_prefix handling change." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "FastSpeech2ConformerTokenizer loading and Perceiver non-default-resolution inference are unrelated model/tokenizer bugs." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression is unrelated to attention-kernel divergence under torch.compile." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 implementation mismatch vs docs still referencing pipeline() are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and quantization/offloading memory behavior are different concerns." + }, + { + "left": "issue:44568", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer special-token insertion bug and zero-loss classification behavior are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44743", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba and recurrent-state reset in Qwen3.5 modular code are different bugs." + }, + { + "left": "issue:43295", + "right": "issue:45584", + "accept": false, + "reason": "Custom processor/tokenizer regression and Whisper empty-transcription failure are not the same underlying issue." + }, + { + "left": "issue:43994", + "right": "issue:44206", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and LasrFeatureExtractor unsupported center arg crash are different failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 26, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:25251", + "issue:28282", + "issue:29127", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:36010", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43381", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43475", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43643", + "issue:43701", + "issue:43720", + "issue:43742", + "issue:43825", + "issue:43856", + "issue:43873", + "issue:44077", + "issue:44162", + "issue:44190", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45127", + "issue:45137", + "issue:45200", + "issue:45372", + "issue:45584", + "issue:45656", + "issue:45759" + ], + "soft_pairs": [ + "issue:43316|issue:45759", + "issue:41628|issue:45372", + "issue:43720|issue:44442", + "issue:43643|issue:44913", + "issue:32090|issue:33290", + "issue:44190|issue:44496", + "issue:43873|issue:44871", + "issue:34689|issue:36010", + "issue:43381|issue:43856", + "issue:44077|issue:44479", + "issue:44855|issue:45137", + "issue:33290|issue:45656", + "issue:43540|issue:44514", + "issue:43316|issue:44877", + "issue:29127|issue:33357", + "issue:43381|issue:43742", + "issue:42175|issue:43316", + "issue:43404|issue:43441", + "issue:33290|issue:34689", + "issue:44162|issue:44792", + "issue:25251|issue:28282", + "issue:41950|issue:43475", + "issue:43232|issue:43388", + "issue:43295|issue:43825", + "issue:44871|issue:45584", + "issue:45127|issue:45200", + "issue:43550|issue:43701", + "issue:43606|issue:43701", + "issue:43295|issue:44871" + ], + "prepared_review_unit_hash": "5f37eb78e498b445b52d0d1600773fa0ed878f7d7bf8c4d3a8181fde4ab45350", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36559, + "estimated_input_tokens": 9140, + "estimated_eval_tokens": 18536 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: it mixes unrelated regressions in config loading, multimodal processors, generation, and distributed training. None of the soft edges look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.92, + "canonical_issue_reason": "If one issue must anchor the cluster, issue 43316 is the best fit because it is a concrete config/API mismatch and is the most central item among the few config-loading similarities in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43316 is the strongest representative of the repeated config/model-loading theme and appears in multiple soft similarities, even though the overall cluster is not a true duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Related to multimodal config handling, but one is a Gemma3TextConfig API discrepancy and the other is a Qwen composite-config unwrap issue; different models and failure modes." + }, + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "Both are import-related, but AutoImageProcessor import failure and missing ReasoningEffort in Gemma 4 processor loading are separate dependency/path problems." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Packed-weight loading in accelerate versus AutoTokenizer failing to load a specific tokenizer are unrelated code paths." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Both concern config objects, but missing fields with trust_remote_code and rotary_pct resetting on reload are different bugs." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "NoneType GPU broadcast in Trainer and OOM with Adafactor/DeepSpeed are distinct training failures." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "A local dataset loading script issue and an unrecognized model/config.json issue are not the same underlying bug." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma eos_token_id config inconsistency are unrelated." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "One is a Llama vision model-loading regression; the other is a GenerationMixin import error. Same library area, different problem." + }, + { + "left": "issue:43381", + "right": "issue:43856", + "accept": false, + "reason": "Gradient checkpointing in eval mode and Qwen3 MoE memory inefficiency are different training/runtime issues." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "patchtsmixer post_init restrictions and Qwen video-input regression are unrelated." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 torch.jit parsing failure and DeepSpeed ZeRO3 deque pop error are separate defects." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both involve DeepSpeed/optimizers, but OOM with Adafactor and optimizer.step being called twice are different bugs." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both hit multimodal/video processing, but Qwen3OmniMoe video-input ValueError and Qwen2_5_VL batched chat-template crash are different code paths." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-loading issues, but Gemma3TextConfig API mismatch and strict loading of granite_speech config are not the same bug." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 box-content error messaging and a MacOS CLIP bus error are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:43742", + "accept": false, + "reason": "Gradient checkpointing eval-mode behavior and MobileLLM loading key error are separate issues." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Pip extras/backend packaging for TensorFlow versus Gemma3TextConfig API discrepancy are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Both are Mistral-family, but weight tying in Mistral3ForConditionalGeneration and FlashAttention failure in Ministral-3 are different concrete problems." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "DeepSpeed OOM with Adafactor and Llama 3.2 Vision model loading regression are unrelated." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and janus test failure for image generation do not share the same underlying bug." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k nesting bug and AutoModel missing PyTorch import are completely unrelated." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Both concern video/image processor behavior, but video-classification using image processors and missing fpn_position_embeddings in SAM3Video are different defects." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "update_model_kwargs_for_generation after sync_gpus and gather_for_metrics dropping labels are separate distributed-training bugs." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor.tokenizer/images regression and pipeline translation-task error messaging are unrelated." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos_token_id inconsistency and Whisper empty-transcription failure after align_special_tokens are different tokenization/generation issues." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge collapse with extended vocab and missing mm_token_type_ids default zeros are different multimodal/model-update bugs." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile SDPA failure in Bamba and resume_from_checkpoint key mismatch are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch and resume_from_checkpoint key mismatch are different issues." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "A processor/tokenizer regression and a Gemma eos_token_id config inconsistency do not describe the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 27, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:33290", + "issue:35141", + "issue:36331", + "issue:41720", + "issue:42617", + "issue:43065", + "issue:43335", + "issue:43452", + 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"issue:43761|issue:44242", + "issue:43575|issue:43873", + "issue:44077|issue:44534", + "issue:43931|issue:44060", + "issue:44464|issue:44871", + "issue:44479|issue:44734", + "issue:44617|issue:45584", + "issue:43065|issue:44610", + "issue:43827|issue:43994", + "issue:43906|issue:45290", + "issue:44792|issue:44977", + "issue:44534|issue:44913", + "issue:41720|issue:45245", + "issue:44190|issue:44964", + "issue:44792|issue:45600", + "issue:44855|issue:45588", + "issue:44521|issue:45381", + "issue:45127|issue:45357", + "issue:43335|issue:44855" + ], + "prepared_review_unit_hash": "a4f1e2ac804a00a5d2fcc38305b8c908f2315909b33f88f44ccb93d579ac988f", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35846, + "estimated_input_tokens": 8962, + "estimated_eval_tokens": 18180 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the items cover unrelated model-loading, generation, trainer, multimodal, and docs regressions. None of the soft-pair candidates look like true duplicates, and there are no PRs in the set.", + "confidence": 0.88, + "canonical_issue_reason": "issue:43646 is the broadest, most general regression title in the set and is the closest representative umbrella, but the other issues still describe distinct bugs rather than one duplicate family.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the best single representative for the cluster because it is a general v5 initialization regression, but it does not actually subsume the rest of the issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Different code paths: missing cache in GenerationMixin during chunked prefill vs recurrent state reset in modular_qwen3_5." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVision hidden_states regression is unrelated to the Qwen 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{ + "left": "issue:44936", + "right": "issue:45698", + "accept": false, + "reason": "trainer.evaluate() after train() is a trainer-state bug; wrong custom module loaded after save_pretrained is a serialization/import bug." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Broad v5 custom-init breakage is not the same as GPTNeoXConfig rotary_pct resetting on reload." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py execution failure and Qwen tp OOM are different issues with no shared code path shown." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIPVision hidden_states bug is unrelated to load balancing loss not being added in MoE routing." + }, + { + "left": "issue:43575", + "right": "issue:43873", + "accept": false, + "reason": "Large-model tp OOM and quantization offloading behavior are distinct memory-management problems." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init enforcement for patchtsmixer and non-persistent buffer junk in v5 are separate regressions." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is unrelated to the Qwen3-Next tied-weights warning involving dt_bias." + }, + { + "left": "issue:44464", + "right": "issue:44871", + "accept": false, + "reason": "Compiled-forward chunked-generation inconsistency and Gemma eos_token_id config mismatch are different bugs." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression in Qwen models and serve KV-cache continuation indexing are separate code paths." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "Sam3Video CUDA OOM is unrelated to Whisper empty-transcription failure after align_special_tokens." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same as OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Docs still referencing pipeline() and Siglip2 nonsensical outputs are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:45290", + "accept": false, + "reason": "Isolated reproduction of another issue and chat-template tool-call crash are not the same bug." + }, + { + "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 regressions." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Junk-filled non-persistent buffers and GPTNeoX rotary_pct reload behavior do not share the same failure mechanism." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 auto-device-map cudaErrorAssert and category-count overflow are unrelated runtime errors." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in an example script and Phi-4 multimodal model loading are separate problems." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "Janus image-generation test failure and stale auto_mappings references are unrelated CI/model-loading issues." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 JIT parsing/IndentationError and flash_attention s_aux=None crash are different bugs." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "All-zero assistant masks in multimodal chat templates are unrelated to wrong vision_position_ids in Qwen2.5-VL video input." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge collapse with extended vocab/tied embeddings and incorrect visual encoder keys on save_pretrained are distinct save/merge regressions." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and the DebertaV2 Python 3.13 import/parsing error are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 28, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:36246", + "issue:38175", + "issue:38617", + "issue:41628", + "issue:43065", + "issue:43116", + "issue:43295", + "issue:43335", + "issue:43404", + "issue:43479", + "issue:43540", + "issue:43550", + "issue:43643", + "issue:43644", + "issue:43650", + "issue:43761", + "issue:43976", + "issue:44077", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44220", + "issue:44246", + "issue:44464", + "issue:44466", + "issue:44496", + "issue:44561", + "issue:44683", + "issue:44734", + "issue:44743", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44933", + "issue:44938", + "issue:45003", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45362", + "issue:45375", + "issue:45406", + "issue:45446", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45600", + "issue:45632" + ], + "soft_pairs": [ + "issue:44938|issue:45542", + "issue:44077|issue:44877", + "issue:43976|issue:44855", + "issue:43644|issue:44913", + "issue:43550|issue:44190", + "issue:43761|issue:44743", + "issue:43540|issue:44734", + "issue:43650|issue:44220", + "issue:45276|issue:45584", + "issue:44112|issue:45600", + "issue:43116|issue:44190", + "issue:43295|issue:45276", + "issue:43335|issue:44190", + "issue:45245|issue:45584", + "issue:36246|issue:41628", + "issue:43404|issue:45216", + "issue:43479|issue:45375", + "issue:44933|issue:45362", + "issue:44734|issue:45632", + "issue:44464|issue:45563", + "issue:44186|issue:44734", + "issue:38175|issue:43065", + "issue:44561|issue:45632", + "issue:44683|issue:45446", + "issue:44466|issue:44913", + "issue:44246|issue:45003", + "issue:36246|issue:38617", + "issue:45406|issue:45632", + "issue:43643|issue:44496", + "issue:45563|issue:45584" + ], + "prepared_review_unit_hash": "4b81ed433996f093d0290cebef2c8ccb23432f38ee5e3f3aff4d943e1d00a266", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36765, + "estimated_input_tokens": 9192, + "estimated_eval_tokens": 18640 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most items are unrelated bugs/regressions across different models, configs, and runtime paths. None of the soft-similarity pairs are strong enough to be treated as duplicates, so all should be kept separate.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out; the items span unrelated import errors, config regressions, generation bugs, CI failures, and model-specific issues, so any choice would be arbitrary.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a good global duplicate target for the cluster because there is no shared underlying bug/change across the items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Different failures in different areas: Python 3.14 import/load issue vs tensorboard-without-TensorFlow backend error." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "One is about disallowing optional post_init in PatchTSMixer; the other is a strict-config loading problem for granite_speech." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Unrelated runtime incompatibilities: version support regression vs a Python 3.13 IndentationError in DebertaV2Model import." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Different state-persistence bugs: non-persistent buffers in v5 vs GPTNeoXConfig rotary_pct not round-tripping." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "Bamba SDPA/torch.compile failure is unrelated to local-dataset loading in the image-classification example script." + }, + { + "left": "issue:43761", + "right": "issue:44743", + "accept": false, + "reason": "Different model paths and symptoms: CLIPVision hidden_states regression vs Qwen3.5 recurrent-state reset with cache." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Both involve multimodal/serve code, but the concrete bugs differ: Qwen3OmniMoe video processing vs KV-cache tensor indexing in serve." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "Vague data-related complaint vs a specific _torch_extract_fbank_features() bug; no shared underlying defect." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Resize-token-embeddings tying issue is not the same as Whisper failing on empty transcription after align_special_tokens." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Different CI/runtime issues: stale GraniteSpeech device override test vs broken auto_mappings references to removed Sam3LiteText configs." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Classification example bug and local dataset loading bug are separate example-script failures with different code paths." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to Gemma4 token embedding resize propagation." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "SwitchTransformers sparse-layer initialization bug is unrelated to the image-classification local dataset loader issue." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-cardinality runtime error and Whisper empty-transcription failure are unrelated generation/input-processing bugs." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and modules; no shared code-path is evident." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Weight-tying in Mistral3ForConditionalGeneration is unrelated to Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Phi4Multimodal default-config initialization is a different bug from Qwen3_5MoeVisionConfig losing a field under @strict." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing image_utils import and Qwen3.5 chat crash are unrelated, despite both touching model-loading paths." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "Serve KV-cache indexing crash is unrelated to trust_remote_code cache-path collisions." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is not the same as a stale num_return_sequences warning in paged generate()." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Tokenizer padding/truncation crash and serve KV-cache indexing bug affect different components and failure modes." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "Siglip2 zero probabilities and Sam3PixelDecoder dummy Conv2d are unrelated model-specific issues." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Removal of is_torch_fx_available breaking trust_remote_code models is unrelated to local-model cache-path collisions." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both mention flex_attention, but one is a torch>=2.9 compile failure and the other is an incorrect version check for AuxRequest import; different bugs." + }, + { + "left": "issue:44466", + "right": "issue:44913", + "accept": false, + "reason": "Different serialization behaviors: tied lm_head.weight inconsistency vs GPTNeoXConfig rotary_pct not persisting." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import performance issue is not the same as unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Two import errors, but they involve different missing exports in different modules and do not indicate the same root cause." + }, + { + "left": "issue:45406", + "right": "issue:45632", + "accept": false, + "reason": "Gemma4Processor missing _tokenizer in serve is unrelated to trust_remote_code cache-path collisions." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Missing fields with trust_remote_code in AutoConfig is a different issue from an unrecognized model/config.json model_type error." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "A stale warning in paged generate() is not the same as Whisper failing on empty transcription after token alignment." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 29, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:41950", + "issue:42175", + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43388", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43688", + "issue:43824", + "issue:43827", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44112", + "issue:44220", + "issue:44242", + "issue:44279", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44496", + "issue:44683", + "issue:44933", + "issue:44964", + "issue:45020", + "issue:45042", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45542", + "issue:45584", + "issue:45593", + "issue:45600", + "issue:45759" + ], + "soft_pairs": [ + "issue:41950|issue:44016", + "issue:44964|issue:45600", + "issue:42907|issue:43441", + "issue:43388|issue:43688", + "issue:43295|issue:45335", + "issue:44112|issue:44964", + "issue:44496|issue:45042", + "issue:43854|issue:44964", + "issue:44016|issue:44220", + "issue:43673|issue:44336", + "issue:43299|issue:45216", + "issue:43531|issue:45600", + "issue:42175|issue:44279", + "issue:43526|issue:43901", + "issue:45335|issue:45584", + "issue:44075|issue:44368", + "issue:43381|issue:45593", + "issue:43299|issue:45357", + "issue:44496|issue:45759", + "issue:41950|issue:45020", + "issue:43901|issue:44496", + "issue:44016|issue:44062", + "issue:44242|issue:45200", + "issue:43577|issue:45216", + "issue:43976|issue:45405", + "issue:44351|issue:45278", + "issue:43824|issue:44933", + "issue:43388|issue:43827", + "issue:43479|issue:43525", + "issue:44683|issue:45542" + ], + "prepared_review_unit_hash": "bbf5891558fe2f0cb875d59460942d80c0b8712b3cf0fe873fdfa799328dcf79", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36067, + "estimated_input_tokens": 9017, + "estimated_eval_tokens": 18290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated Transformers regression reports that only share broad subsystem or model-family similarity. I found no soft-edge pair that clearly represents the same concrete bug or change, so I would not merge any of the candidates as duplicates.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 45020 is the best umbrella candidate: it is open, broad, and captures the recurring theme of recent-version regressions affecting model loading and remote-code paths better than the narrower one-off reports.", + "canonical_pr_reason": null, + "best_issue_reason": "45020 is the most representative issue for the cluster, but it is still too broad to serve as a true duplicate target for many of the more specific model/config regressions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Different bugs: one is a pipeline processor lookup problem, the other is a notebook syntax error." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Unrelated model-load failure vs stale auto-mappings reference; same repo area, different concrete issue." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Both involve Ministral, but one is save/export of dequantized models and the other is FlashAttention loading; not the same bug." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Distinct training/evaluation issues affecting different code paths and model families." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Both are regressions, but one is a processor/tokenizer API break and the other is a resize_token_embeddings bug in t5gemma." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI device-override test failure is not the same as a Phi-4 multimodal loading regression." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Different failures: generic model-type resolution vs PIL image processor torchvision dependency regression." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Both are model-loading issues, but they involve different models and different failure modes." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and fbank feature extraction bug are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache regression and ANSI output formatting are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Both touch Qwen models, but one is MoE loading and the other is save_pretrained serialization." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to stale auto_mappings references." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Package/backend dependency complaints, but not the same dependency or code path." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "Label reduction in BeitImageProcessorFast is unrelated to a pipeline doc mismatch." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Token embedding resize bug and Whisper empty-transcription generation failure are different code paths." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer argument handling and a config warning about tied embeddings are not the same defect." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing eval-mode behavior and D-FINE auxiliary-loss handling are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Same model family, but the first is a load regression and the second is a save_pretrained key serialization bug; not clearly the same fix." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Both involve model/config resolution, but one is an unrecognized model error and the other is unwrapping text_config for multimodal configs." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Broad Transformers regressions, but one is a specific pipeline processor lookup bug and the other is a generic remote_code complaint." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Pipeline docs mismatch and model type recognition failure are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken keyword conflict are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Different model/training features: router-logit load-balancing loss vs Gemma 4 multimodal token type IDs." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "BLIP-2 dtype propagation and Qwen3.5 save_pretrained serialization are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version compatibility and an unreleased dependency pin are different release-management problems." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "HybridCache missing import is a specific symbol regression; 45278 is a broad import-errors report, not the same concrete bug." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Specific Qwen2.5-VL import failure vs a different missing image_utils import; too different to merge." + }, + { + "left": "issue:43388", + "right": "issue:43827", + "accept": false, + "reason": "Metric gathering logic bug and docs referencing removed pipeline APIs are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Phi-4 multimodal config defaulting and Llama4 missing pad_token_id are different config bugs." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on torch 2.9 and TensorBoard/TensorFlow backend packaging are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 30, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:32090", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:41950", + "issue:42994", + "issue:43065", + "issue:43122", + "issue:43295", + "issue:43299", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43650", + "issue:43653", + "issue:43723", + "issue:43784", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44162", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44297", + "issue:44361", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44617", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44898", + "issue:44987", + "issue:45081", + "issue:45276", + "issue:45290", + "issue:45325", + "issue:45397", + "issue:45405", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45712" + ], + "soft_pairs": [ + "issue:44462|issue:45081", + "issue:44279|issue:45405", + "issue:43299|issue:43854", + "issue:39692|issue:43901", + "issue:41950|issue:43650", + "issue:32090|issue:35141", + "issue:44297|issue:44462", + "issue:43295|issue:44779", + "issue:38175|issue:44617", + "issue:43976|issue:44279", + "issue:44462|issue:44779", + "issue:44521|issue:45325", + "issue:43976|issue:44987", + "issue:45600|issue:45712", + "issue:43450|issue:44279", + "issue:43065|issue:44898", + "issue:42994|issue:43317", + "issue:44466|issue:45276", + "issue:44261|issue:44263", + "issue:43441|issue:44683", + "issue:43650|issue:45290", + "issue:43723|issue:44162", + "issue:44623|issue:45397", + "issue:43784|issue:45542", + "issue:44623|issue:44749", + "issue:44671|issue:44779", + "issue:43653|issue:45593", + "issue:44987|issue:45542", + "issue:43901|issue:43994", + "issue:43122|issue:43650", + "issue:44361|issue:45593" + ], + "prepared_review_unit_hash": "666c747a61bcd5f39d86eca2a3a8df835a3456f370841a6c42012f690001f4be", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36959, + "estimated_input_tokens": 9240, + "estimated_eval_tokens": 18736 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: the soft pairs span unrelated tokenizer, processor, model-loading, attention, quantization, dependency, and CI/docs problems. No pair looks like a true duplicate that should be merged.", + "confidence": 0.91, + "canonical_issue_reason": "No safe canonical issue: the set mixes multiple unrelated regressions, so collapsing them into one issue would be misleading.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44521 is the strongest standalone report in the set: it is active, well-discussed, and has a concrete multimodal assistant_masks reproduction.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer loading bug vs regex-patch crash; different code paths and failure modes." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic dependency issue vs PEFT version bump; unrelated problems." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different models and failures: Qwen3VL load regression vs GLM-4.7-Flash unit-test loading issue." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both mention docs, but they cover different pipelines and different mistakes." + }, + { + "left": "issue:41950", + "right": "issue:43650", + "accept": false, + "reason": "Video-classification processor bug vs a nonspecific placeholder issue; not the same bug." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error vs embedding reinitialization after resize; unrelated code paths." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer save metadata mismatch vs AutoTokenizer ignoring tokenizer.json; separate save/load bugs." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Processor.tokenizer regression vs Deepseek tokenization change; different concrete failures." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "SigLIP2 zero-probabilities bug vs Sam3Video CUDA OOM; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Python-version support regression vs dependency issue; not the same problem." + }, + { + "left": "issue:44462", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer-related, but one is tokenizer.json loading and the other is Deepseek tokenization behavior." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "assistant_masks all-zero bug vs Qwen2.5-VL rope-index scaling; distinct multimodal paths." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python 3.9/3.10 compatibility bug vs loading physical-intelligence/fast; unrelated." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "auto_mappings cleanup failure vs leftover dummy classes; different CI/code-hygiene issues." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video processor shape bug vs generic dependency issue; unrelated." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder vs Perceiver non-default-res interpolation failure; different models." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized save failure vs dequantized offload load failure; same broad area but different concrete paths." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "lm_head serialization inconsistency vs resize_token_embeddings not updating outputs; different weight-handling bugs." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Different GLM-related issues: missing rms_norm_eps precision drift vs torch.split return handling." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Different attention backend regressions: FlashAttention on Ministral-3 vs compiled flex_attention on torch>=2.9." + }, + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "Nonspecific placeholder issue vs chat-template crash on tool-call messages; unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading bug vs ESM2 model breakage; not the same issue." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "processor.save_pretrained missing files vs gemma-4 zero3 from_pretrained; different save/load failures." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Import-time NameError in sentence-transformers vs tensorboard/TensorFlow backend error; unrelated dependency issues." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor save regression vs filtering slowdown after upgrade; not the same bug." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked-LM prediction bug vs Deepseek tokenizer output regression; model bug vs tokenizer bug." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token bug vs D-FINE auxiliary-loss behavior; unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Model-load regression vs tensorboard/TensorFlow backend error; unrelated." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Docs mismatch in TextClassificationPipeline vs a real SigLIP2 model/pipeline output bug; different issues." + }, + { + "left": "issue:43122", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer behavior change vs placeholder issue; unrelated." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer AttributeError vs D-FINE denoising-loss behavior; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 31, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:43262", + "issue:43295", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43525", + "issue:43673", + "issue:43761", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44291", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44351", + "issue:44373", + "issue:44462", + "issue:44485", + "issue:44496", + "issue:44521", + "issue:44561", + "issue:44589", + "issue:44617", + "issue:44661", + "issue:44857", + "issue:44871", + "issue:44964", + "issue:45250", + "issue:45356", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45593", + "issue:45759" + ], + "soft_pairs": [ + "issue:44016|issue:44291", + "issue:43262|issue:44521", + "issue:43475|issue:44016", + "issue:44297|issue:45397", + "issue:43673|issue:43761", + "issue:43525|issue:45759", + "issue:44188|issue:44336", + "issue:43525|issue:43881", + "issue:44589|issue:45362", + "issue:43295|issue:44617", + "issue:42491|issue:43299", + "issue:41628|issue:43976", + "issue:43901|issue:44246", + "issue:43352|issue:45250", + "issue:44336|issue:44373", + "issue:16998|issue:22355", + "issue:44242|issue:45593", + "issue:44295|issue:45397", + "issue:44661|issue:45542", + "issue:41950|issue:44220", + "issue:44246|issue:44496", + "issue:44462|issue:45356", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:44336|issue:44485", + "issue:43673|issue:44561", + "issue:43824|issue:43976", + "issue:43976|issue:44964", + "issue:44246|issue:44871", + "issue:44242|issue:44857" + ], + "prepared_review_unit_hash": "d34538227e459fff30a4ed761785172771e73a3eef476d347531b181f372a528", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36530, + "estimated_input_tokens": 9133, + "estimated_eval_tokens": 18522 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues were grouped together; the only real commonality is broad transformer import/loading regressions. No soft pair looks like the same underlying bug/change, so all soft edges are rejected.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 43824 is the strongest representative: it has the highest discussion/reference activity and is a concrete, user-facing import regression.", + "canonical_pr_reason": null, + "best_issue_reason": "43824 is the most actionable and widely-reported issue in an otherwise heterogeneous set, so it is the best single issue representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated failures." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both involve apply_chat_template, but one is an audio sampling-rate default and the other is multimodal assistant masks; different bugs." + }, + { + "left": "issue:43475", + "right": "issue:44016", + "accept": false, + "reason": "SAM 3 video attribute error is unrelated to a notebook syntax error." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save metadata mismatch and gemma-4 Zero3 from_pretrained failure are different problems." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache missing and CLIPVision hidden_states regression affect different code paths." + }, + { + "left": "issue:43525", + "right": "issue:45759", + "accept": false, + "reason": "Both touch model configs, but one is missing pad_token_id and the other is about unwrapping text_config; not the same bug." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel divergence and ANSI codes in loading_report are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Different model-loading failures with different missing attributes/models." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage lookup failure and Qwen3.5 chat crash are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:44617", + "accept": false, + "reason": "Processor/tokenizer regression and SAM3Video OOM are not the same issue." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both mention Qwen3/MoE, but they describe different regressions in different model variants." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "ImportError for AutoImageProcessor and Python-version incompatibility are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch for return_all_scores and slow import are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Generic flash-attention topic and a specific unsupported-model error are not the same concrete bug." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Terminal ANSI output and a wrong docstring are different issues." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "model_max_length question and missing transformers.onnx module are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Both concern missing loss terms, but they are for different models and different gating flags." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Position_ids buffer access error and gemma-4 Zero3 loading failure are unrelated." + }, + { + "left": "issue:44661", + "right": "issue:45542", + "accept": false, + "reason": "Tokenizer mapping/new-model helper bug and undefined tf backend error are unrelated." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification image-processor lookup and fbank feature extraction are different pipelines." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import latency and unrecognized model config are unrelated." + }, + { + "left": "issue:44462", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer file selection and Kimi-K2.5 codec/regex regression are not the same bug." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Different import errors from different packages and symbols." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing exports and different modules." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "Loading-report ANSI output and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Missing cache in generation and removed is_torch_fx_available are separate v5 regressions." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Top-level import error and Python-version support issue are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44964", + "accept": false, + "reason": "Python version incompatibility and Phi-4 multimodal load failure are different problems." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import slowness and eos_token_id config mismatch are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Missing load-balancing loss and LwDetrImageLoss AMP crash are different failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 32, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42886", + "issue:43065", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43408", + "issue:43441", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43596", + "issue:43653", + "issue:43673", + "issue:43901", + "issue:44162", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44368", + "issue:44466", + "issue:44496", + "issue:44734", + "issue:44749", + "issue:44779", + "issue:44877", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45375", + "issue:45397", + "issue:45459", + "issue:45561", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45656", + "issue:45701", + "issue:45759" + ], + "soft_pairs": [ + "issue:45362|issue:45375", + "issue:44162|issue:45200", + "issue:43441|issue:43540", + "issue:44295|issue:44749", + "issue:44779|issue:45292", + "issue:45292|issue:45584", + "issue:44877|issue:45375", + "issue:36246|issue:43596", + "issue:44987|issue:45459", + "issue:45292|issue:45701", + "issue:41628|issue:41950", + "issue:45561|issue:45563", + "issue:44779|issue:45701", + "issue:43901|issue:45003", + "issue:45375|issue:45759", + "issue:43065|issue:43408", + "issue:43232|issue:44336", + "issue:43257|issue:45137", + "issue:43526|issue:45003", + "issue:44995|issue:45200", + "issue:44496|issue:45003", + "issue:43262|issue:44246", + "issue:42886|issue:45229", + "issue:43475|issue:43540", + "issue:44466|issue:45335", + "issue:44995|issue:45588", + "issue:43653|issue:44162", + "issue:44368|issue:45563", + "issue:44368|issue:44977", + "issue:45397|issue:45656", + "issue:43673|issue:44734" + ], + "prepared_review_unit_hash": "4f8ed742d48140099d78ad85814e303c769c92d1e8b0650783f300d79cd1d603", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37082, + "estimated_input_tokens": 9271, + "estimated_eval_tokens": 18798 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is heterogeneous: most items are distinct regressions across unrelated models, tokenizers, configs, generation paths, and deepspeed/flash-attention code. None of the soft-edge pairs look like the same underlying bug, so I would reject all of them. If a single issue must anchor the cluster, issue 45003 is the broadest open infra bug, but it is not a true duplicate of the others.", + "confidence": 0.73, + "canonical_issue_reason": "Issue 45003 is the broadest open infrastructure bug in the set and has enough discussion to serve as a loose anchor, but the overall cluster is not a duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45003 is the best representative only in the sense that it is broad and active; it is still not a duplicate of the other issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45362", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is a runtime chat crash and the other is a missing config field; different failures." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are unrelated model-specific bugs." + }, + { + "left": "issue:43441", + "right": "issue:43540", + "accept": false, + "reason": "Ministral FlashAttention failure and Qwen3OmniMoe video-input ValueError affect different code paths." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Position_ids buffer handling and tokenization slowdown are different problems." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Deepseek tokenization regression is unrelated to resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Resize-token-embeddings bug and Whisper empty-transcription failure are different model paths." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both mention config loading, but the models and concrete missing fields are different." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Qwen2.5-VL processor import error and BertModel ZeRO3 index error are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model-loading failure for physical-intelligence/fast and protobuf-tokenizer error masking are different issues." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "Resize-token-embeddings mismatch is not the same as version-dependent tokenization changes." + }, + { + "left": "issue:41628", + "right": "issue:41950", + "accept": false, + "reason": "AutoImageProcessor import failure and video-classification pipeline misselection are related only at a broad processor level." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "pytest-xdist file race and stale generate() warning are unrelated." + }, + { + "left": "issue:44779", + "right": "issue:45701", + "accept": false, + "reason": "Both concern tokenization regressions, but they affect different models and likely different root causes." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Pipeline docs mismatch and unsafe sys.modules access are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Missing config field in one composite config and text_config unwrapping in another are distinct configuration bugs." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "SAM3 dummy Conv2d and sam3_video vs sam3_tracker warning are different SAM3 issues." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs after sync_gpus and ANSI codes in loading_report have no concrete overlap." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MOE conversion under accelerate+deepspeed and ZeRO3 deque underflow are different deepspeed failures." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to modeling_utils sys.modules access." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "GlmMoeDsa stale indexer cache and Gemma 4 token-id defaults are unrelated." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config parsing and unsafe sys.modules lookup are different code paths." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate default and slow import are unrelated." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are different failure modes." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "SAM3 missing attribute and Qwen3OmniMoe video-input error are distinct multimodal bugs." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Serialization inconsistency for tied weights and t5gemma resize_token_embeddings behavior are different issues." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "GlmMoeDsa stale cache and flash_attention s_aux=None crash are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are not the same bug." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "Tie_word_embeddings warning and stale num_return_sequences warning are different warnings." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3.5 FlashAttention generation failure is unrelated to the tied-weights warning." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "Gemma-4 ZeRO3 from_pretrained failure and double optimizer step under deepspeed are different bugs." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Generation cache missing in chunked_prefill and serve KV-cache tensor indexing are different generation bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 33, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42994", + "issue:43232", + "issue:43452", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43704", + "issue:43827", + "issue:43931", + "issue:44038", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44297", + "issue:44361", + "issue:44368", + "issue:44623", + "issue:44661", + "issue:44749", + "issue:44869", + "issue:44933", + "issue:45003", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45200", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45459", + "issue:45478", + "issue:45561", + "issue:45600", + "issue:45656" + ], + "soft_pairs": [ + "issue:44060|issue:44077", + "issue:45003|issue:45561", + "issue:45137|issue:45600", + "issue:43931|issue:44368", + "issue:44933|issue:45459", + "issue:44869|issue:45356", + "issue:44297|issue:44623", + "issue:43646|issue:44162", + "issue:44361|issue:44749", + "issue:43232|issue:43673", + "issue:28282|issue:30990", + "issue:44623|issue:45656", + "issue:43673|issue:43827", + "issue:43452|issue:45003", + "issue:42994|issue:43482", + "issue:44749|issue:45310", + "issue:43475|issue:43643", + "issue:44749|issue:45656", + "issue:45230|issue:45397", + "issue:42371|issue:45092", + "issue:44038|issue:44623", + "issue:43475|issue:45381", + "issue:45081|issue:45103", + "issue:41628|issue:44933", + "issue:45375|issue:45478", + "issue:43475|issue:44661", + "issue:42673|issue:43704", + "issue:42994|issue:43525", + "issue:45310|issue:45375", + "issue:42222|issue:45200" + ], + "prepared_review_unit_hash": "ac506b01d68824f56dc2ce9121211639aa61bdfebd76c0e7493f8b7665b22b33", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36048, + "estimated_input_tokens": 9012, + "estimated_eval_tokens": 18280 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a grab bag of unrelated Transformers regressions and model-specific bugs. Only one soft edge is a clear duplicate: the Qwen3ForCausalLM VRAM leak report.", + "confidence": 0.88, + "canonical_issue_reason": "issue:42673 is the earlier, fuller report of the same Qwen3ForCausalLM multi-dataloader VRAM leak as issue:43704.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the best representative because it predates the duplicate and has the richer discussion/reproduction context.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Different problems: a misleading tied-weights warning in Qwen3-Next vs a PatchTSMixer post_init API constraint." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "Unrelated bugs: unsafe sys.modules access in modeling_utils vs a pytest-xdist race on captured_info.txt." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "Different failures in different code paths: DeepSpeed ZeRO3 deque pop error vs stale auto_mappings references." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Different model families and symptoms: Qwen3-VL weight mismatch vs a Qwen3.5 LoRA tie_word_embeddings warning." + }, + { + "left": "issue:44933", + "right": "issue:45459", + "accept": false, + "reason": "Import error from image_utils vs tokenizer error masking when protobuf is absent; not the same bug." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper timestamp decoding crash and Kimi-K2.5 tokenizer regression are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both involve save_pretrained, but one is tokenizer_class metadata mismatch and the other is processor file omission." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "One is a broad custom-model init regression in v5; the other is an ESM2-specific breakage." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer task AttributeError and a post-upgrade slowdown are different issues." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Generation kwargs update after sync_gpus vs missing GenerationMixin cache in chunked_prefill are distinct failures." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch import error and SentenceTransformers loading hang are not the same underlying bug." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained file loss vs optimizer step being called twice under deepspeed are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:43827", + "accept": false, + "reason": "Generation cache issue vs docs still referencing removed pipeline() APIs; different artifact types and bugs." + }, + { + "left": "issue:43452", + "right": "issue:45003", + "accept": false, + "reason": "gguf_file loading breakage and unsafe sys.modules access are separate code-path problems." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure vs Qwen2.5-GGUF loading failure are different operations." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "Performance regression after upgrading vs a Qwen3.5 Moe from_pretrained error; not the same bug." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM 3 Video output attribute error and missing fields under trust_remote_code are unrelated." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "Slow filtering after upgrade vs duplicate optimizer stepping under deepspeed are different symptoms." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report vs gemma-4 zero3 from_pretrained failure; no shared underlying defect." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 settings migration issue and InternVL2 meta-init incompatibility are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe model bug and processor.save_pretrained missing files do not match." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Different multimodal models and different failure modes: SAM3 Video vs qwen2.5-vl position IDs." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex patch crash and auto_docstring annotations crash are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Missing AutoImageProcessor import and nonexistent image_utils import are both import-related but not the same bug." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Related Qwen3.5/Moe area, but one is a missing config field in vision config and the other is a from_pretrained error." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "SAM3 Video output issue vs add-new-model-like handling of TOKENIZER_MAPPING_NAMES are different code paths." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same Qwen3ForCausalLM VRAM-leak report; 42673 is the fuller earlier ticket and 43704 is a duplicate." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure and Llama4Config missing pad_token_id are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Qwen3.5 Moe from_pretrained error vs missing deepstack_visual_indexes in a vision config; similar family, different bug." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Vitpose model breakage and Gemma 4 mm_token_type_ids defaulting are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet and stays conservative. The only accepted soft edge, issue:42673 vs issue:43704, is strongly supported by identical titles and the earlier ticket being the fuller report. The remaining rejections are phrased cautiously and do not overclaim duplication or mergeability." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 34, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43479", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43901", + "issue:44038", + "issue:44060", + "issue:44079", + "issue:44164", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44295", + "issue:44351", + "issue:44373", + "issue:44448", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44792", + "issue:44964", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45137", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45561", + "issue:45600", + "issue:45656", + "issue:45712" + ], + "soft_pairs": [ + "issue:42831|issue:44222", + "issue:41628|issue:44351", + "issue:44222|issue:45310", + "issue:42994|issue:44164", + "issue:42175|issue:45712", + "issue:43377|issue:44242", + "issue:36010|issue:41628", + "issue:44038|issue:45310", + "issue:44496|issue:45561", + "issue:45561|issue:45600", + "issue:44964|issue:45137", + "issue:42898|issue:44568", + "issue:30990|issue:35141", + "issue:43901|issue:45561", + "issue:43232|issue:44792", + "issue:43232|issue:44188", + "issue:43784|issue:43824", + "issue:43278|issue:45137", + "issue:44188|issue:44373", + "issue:44623|issue:45310", + "issue:44734|issue:45103", + "issue:30333|issue:33290", + "issue:42898|issue:45356", + "issue:43723|issue:44568", + "issue:44060|issue:45125", + "issue:45405|issue:45712", + "issue:42898|issue:44779", + "issue:43874|issue:45092", + "issue:42898|issue:44448", + "issue:43479|issue:44079", + "issue:44188|issue:44964", + "issue:44295|issue:45656" + ], + "prepared_review_unit_hash": "f1eafe935c77f67c730dad1c977ccbc01fa5dc81718b23986af672b47ec1fc94", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37273, + "estimated_input_tokens": 9319, + "estimated_eval_tokens": 18894 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are separate Transformers regressions around imports, tokenizers, serialization, multimodal models, or DeepSpeed/FP8 behavior. I do not see a single underlying duplicate bug/change tying them together.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue: the items span unrelated failure modes (imports, tokenizer behavior, save/load, model-specific regressions, and training/runtime issues) rather than one duplicate thread.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global representative. If forced, issue 42898 is the broadest v5 tokenizer regression, but it still does not explain the rest of the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "Both mention FP8, but one is an accuracy regression and the other is a save_pretrained failure for MoE; different bugs and code paths." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols (AutoImageProcessor vs HybridCache) with no clear shared root cause." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "Both involve Qwen/MoE-ish loading or saving problems, but one is FP8 save_pretrained and the other is a from_pretrained error for a different model/version path." + }, + { + "left": "issue:42994", + "right": "issue:44164", + "accept": false, + "reason": "Both are save/load issues, but 42994 is about quantized model saving while 44164 is about extra_state handling; too different to merge." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Both touch packaging/backend availability, but one is torch extra installation missing TensorFlow backend and the other is dummy_pt_objects cleanup; different underlying problems." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "One is a batching/padding-mask correctness bug in MIMI Encoder; the other is an MoE load-balancing-loss condition. Not the same change." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Different missing imports for different classes; these are separate export/regression issues." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Both concern Qwen models on v5, but one is a Qwen3-VL-Moe bug and the other is a Qwen3.5 MoE from_pretrained error; not the same concrete defect." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "An unrecognized model/config issue is unrelated to a pytest-xdist race on a captured_info.txt test artifact." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "One is a parallel test-file race; the other is stale auto_mappings references breaking CI. Different failures." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Model loading failure for Phi-4 multimodal is unrelated to the DeepSpeed ZeRO3 deque IndexError." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer behavior regressions in v5, but they concern different APIs and symptoms: cleanup spaces vs add_special_tokens/BOS-EOS." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence-Transformers loading hangs and token embedding reinitialization are unrelated bugs." + }, + { + "left": "issue:43901", + "right": "issue:45561", + "accept": false, + "reason": "Pipeline doc mismatch is unrelated to the xdist captured_info.txt race." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation kwargs update after sync_gpus and a janus image-generation test failure are not the same bug." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Different generation/attention code paths: sync_gpus kwargs handling vs torch.compile branching in attention kernels." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors from latest transformers, but they break different downstream symbols and do not share a specific fix path." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype drift in eval is unrelated to the ZeRO3 deque IndexError." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "A kernel divergence bug and a docstring issue are not the same underlying problem." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Missing files in processor.save_pretrained is unrelated to Qwen3.5 MoE from_pretrained failures." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serving KV-cache indexing crash and an auto_docstring annotations crash are completely different subsystems." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow reporting on failed jobs and DeepSpeed OOM with Adafactor are unrelated training issues." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but one is about cleanup_spaces behavior while the other is codec handling and a warning mismatch for Kimi-K2.5." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading in v5 and add_special_tokens BOS/EOS behavior are separate problems." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning and missing _tp_plan for tensor parallelism are different Qwen3.5 MoE issues." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "A dependency version pin issue is unrelated to leftover dummy classes and dir(transformers) leakage." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and behavior changes; no single shared bug is evident." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing get_number_of_image_patches in GLM46V and InternVL2 meta-initialization incompatibility are distinct multimodal loading issues." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Tokenizer cleanup behavior and Pegasus output differences across v4/v5 are related only at a broad version level, not the same concrete bug." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Phi4 multimodal config initialization and ModelOutput key assignment are unrelated object-construction bugs." + }, + { + "left": "issue:44188", + "right": "issue:44964", + "accept": false, + "reason": "Attention kernel divergence under torch.compile is unrelated to a Phi-4 multimodal model loading failure." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "A position_ids buffer read error and an optimizer step being called twice under DeepSpeed are different training/runtime issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 35, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:30990", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:38175", + "issue:41628", + "issue:42175", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42898", + "issue:42994", + "issue:43295", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43824", + "issue:43873", + "issue:43976", + "issue:44206", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44623", + "issue:44869", + "issue:44871", + "issue:44913", + "issue:44933", + "issue:44945", + "issue:44977", + "issue:45092", + "issue:45103", + "issue:45310", + "issue:45357", + "issue:45406", + "issue:45459", + "issue:45656", + "issue:45712" + ], + "soft_pairs": [ + "issue:42898|issue:43295", + "issue:44933|issue:45712", + "issue:42175|issue:44933", + "issue:41628|issue:45459", + "issue:43976|issue:44933", + "issue:44222|issue:44297", + "issue:44297|issue:45656", + "issue:43479|issue:44869", + "issue:44206|issue:45103", + "issue:42831|issue:44623", + "issue:44222|issue:44623", + "issue:30333|issue:36331", + "issue:41628|issue:42757", + "issue:43723|issue:44977", + "issue:30333|issue:34689", + "issue:44297|issue:45310", + "issue:28282|issue:30333", + "issue:30333|issue:35141", + "issue:44483|issue:45406", + "issue:43873|issue:44945", + "issue:44222|issue:44484", + "issue:44263|issue:44360", + "issue:44263|issue:45092", + "issue:44514|issue:45103", + "issue:43479|issue:43644", + "issue:44373|issue:44485", + "issue:44295|issue:44623", + "issue:43723|issue:44871", + "issue:45092|issue:45357", + "issue:44261|issue:45092", + "issue:43479|issue:44913", + "issue:30990|issue:38175", + "issue:41628|issue:43824", + "issue:42886|issue:42994" + ], + "prepared_review_unit_hash": "5847d2c109db3ca3054bd3286af6c1c13fe9de85224d0d4b359d5b72a275dd03", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37707, + "estimated_input_tokens": 9427, + "estimated_eval_tokens": 19110 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: it contains many unrelated import, loading, saving, config, and runtime regression reports. The soft similarities are mostly broad subsystem overlap, not the same underlying bug or change, so no soft pair should be merged.", + "confidence": 0.86, + "canonical_issue_reason": "No true canonical issue: the cluster is too mixed. If a representative is needed, issue 43723 is the broadest load/regression report in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43723 is the best single representative because it is a generic loader regression, but it should not be treated as an umbrella duplicate for the other issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Different bugs: tokenization cleanup behavior vs processor/tokenizer image-passing regression." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Both touch import exposure, but one is an image_utils import problem and the other is dummy_pt_objects leakage; not the same issue." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "PyTorch backend install coverage vs image_utils import exposure; unrelated root causes." + }, + { + "left": "issue:41628", + "right": "issue:45459", + "accept": false, + "reason": "AutoImageProcessor import failure vs protobuf-dependent tokenizer error masking; different code paths." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility regression vs missing import from image_utils; unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 save_pretrained failure vs tokenizer_class metadata mismatch; different functionality." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save metadata bug vs deepspeed optimizer-step behavior; unrelated." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Multimodal config initialization bug vs Whisper decode crash; not the same bug." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Unsupported feature-extractor arg crash vs auto-docstring annotations crash; different subsystems." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue vs processor.save_pretrained missing files; unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 MOE save bug vs processor serialization bug; different concrete failures." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow reporting on failed jobs vs CustomTrainer.compute_loss signature mismatch; unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they affect different modules and dependency layers; not the same bug." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading regression vs flash-attention generation failure; different code paths." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Failed-training MLflow reporting vs model loading import regression; unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer config mismatch vs Qwen3.5 MoE from_pretrained error; not the same failure." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "PyTorch-missing import error vs MLflow reporting bug; unrelated." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "Training-job reporting bug vs embedding resize/post_init reinitialization; different issues." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "OpenAI chat endpoint rejection vs Gemma4Processor missing _tokenizer attribute; different server-side problems." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization/offloading issue vs pipeline-parallelism output issue; unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 save_pretrained bug vs max_shard_size question; not the same issue." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both involve DSA/GLM-MoE naming, but one is torch.split return handling and the other is a missing ReLU; distinct bugs." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "GLM-MoE indexer bug vs remote-code checkpoint/meta-init incompatibility; unrelated." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Processor batching crash vs auto-docstring AttributeError; different features." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Config defaulting bug vs non-persistent buffer junk-fill regression; unrelated." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring mismatch for position_ids vs RoPE implementation discussion; not the same underlying bug." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "position_ids buffer read error vs missing processor save_pretrained files; different code paths." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading regression vs eos_token_id configuration inconsistency; unrelated." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both concern Qwen/remote-code vision models, but one is v5 meta-init incompatibility and the other is incorrect save_pretrained keys; not mergeable as one fix." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "RMS norm epsilon precision bug vs remote-code checkpoint meta-init incompatibility; different failures." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Loading hang in Sentence Transformers vs zero-probability output issue in SigLIP2; unrelated." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Import errors for different classes and causes; not the same underlying bug." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline cache tokenizer load failure vs quantized model saving failure; unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 36, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30990", + "issue:33357", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43576", + "issue:43723", + "issue:43756", + "issue:43784", + "issue:43937", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44442", + "issue:44485", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44743", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:45200", + "issue:45245", + "issue:45278", + "issue:45290", + "issue:45310", + "issue:45593", + "issue:45600", + "issue:45753" + ], + "soft_pairs": [ + "issue:22355|issue:28282", + "issue:42831|issue:45310", + "issue:44945|issue:45753", + "issue:44263|issue:44373", + "issue:42831|issue:44038", + "issue:42757|issue:45278", + "issue:43576|issue:43784", + "issue:42886|issue:43066", + "issue:43232|issue:45593", + "issue:44117|issue:44704", + "issue:30990|issue:33357", + "issue:42371|issue:44263", + "issue:44704|issue:45290", + "issue:43756|issue:44060", + "issue:42907|issue:44945", + "issue:43122|issue:44514", + "issue:44295|issue:44297", + "issue:43232|issue:45245", + "issue:43723|issue:44779", + "issue:43408|issue:43475", + "issue:43723|issue:44442", + "issue:43122|issue:44521", + "issue:43784|issue:45600", + "issue:42907|issue:43937", + "issue:41628|issue:45278", + "issue:44360|issue:44485", + "issue:44261|issue:44373", + "issue:43232|issue:44743", + "issue:43116|issue:45200", + "issue:44625|issue:44829" + ], + "prepared_review_unit_hash": "9e1f738dcda9eefb185df1a4d094435a62597900fe7d49c8cb770d5973335eae", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36295, + "estimated_input_tokens": 9074, + "estimated_eval_tokens": 18404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a loose collection of distinct transformers regressions; the soft-similarity pairs are not strong enough to collapse, so I would keep them separate. The best anchor issue is the broad v5 import-regression report.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45278 is the broadest umbrella item in this set, covering multiple import failures after the 4.57.0 -> 5.5.0 upgrade.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best triage anchor because it most naturally represents the shared import/error regression theme across several nearby reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Both are import errors, but one is about `transformers.onnx` and the other is missing PyTorch; different missing dependency paths." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "Different model-specific bugs: FineGrainedFP8 accuracy vs Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallel output corruption and a Qwen3_5 image-specific infinite loop are unrelated symptoms." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "One is a runtime tensor-splitting issue; the other is a docstring typo." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Separate Qwen/FP8 issues with different failure modes; not the same code-path bug." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "`is_offline_mode` removal is one specific import breakage; 45278 is a broad report with no proof it is the same root cause." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "CLI/env-command breakage and an import NameError in sentence-transformers are different problems." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading failure and wrong tokenizer decoder type are distinct tokenizer bugs." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs/state handling and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "Tokenizer mapping lookup vs AutoProcessor kwargs forwarding are different call sites and failures." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Both involve loading, but one is a hang and the other is a macOS bus error with a specific CLIP model." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 API guidance and a DSA indexer tensor bug are unrelated." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "AutoProcessor cache-file kwargs and chat-template tool-call crashes are separate code paths." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE layer count and Qwen3-Next tied-weights warning are different model implementation issues." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral models and pipeline-parallel output errors do not share a concrete root cause." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Tokenizer output drift across versions and chat-template batching crashes are different behaviors." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading a bufferized `position_ids` tensor and mismatched tokenizer_class metadata are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:45245", + "accept": false, + "reason": "Generation sync-gpu state handling and a 2^24 category-limit runtime error are not the same bug." + }, + { + "left": "issue:43723", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer problems in v5, but one is a generic load failure and the other is Deepseek tokenization correctness; no shared concrete fix is evident." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Model-type warning and missing `fpn_position_embeddings` are different SAM3 issues." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "Generic AutoTokenizer load regression and a FastSpeech2ConformerTokenizer-specific failure are not the same underlying bug." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenizer behavior drift and multimodal assistant-mask generation are separate problems." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Import NameError from latest transformers and stale auto_mappings references are different breakages." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Model save/dequantization failure and invalid GenerationConfig for GLM-5 are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Missing `AutoImageProcessor` is one import regression, but 45278 is too broad to prove the same root cause." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "A missing ReLU in the DSA indexer and GLM-5 RoPE implementation are different code paths." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "Precision/eps config bug in MLA q_a_layernorm vs a wrong docstring are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:44743", + "accept": false, + "reason": "Both touch generation/cache behavior, but one is sync_gpus bookkeeping and the other is recurrent-state reset in Qwen3.5 modular code." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Example script multi-label output bug and Gemma 4 mm_token_type_ids defaulting are different issues." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Qwen3.5 label-propagation and flash-attention-3 training degeneration are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 37, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:29127", + "issue:30990", + "issue:33453", + "issue:36296", + "issue:39401", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42907", + "issue:43064", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43441", + "issue:43452", + "issue:43493", + "issue:43673", + "issue:43784", + "issue:43824", + "issue:43825", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44938", + "issue:44964", + "issue:44977", + "issue:45083", + "issue:45216", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45753" + ], + "soft_pairs": [ + "issue:29127|issue:30990", + "issue:43122|issue:44779", + "issue:42907|issue:44964", + "issue:44038|issue:44297", + "issue:42907|issue:43452", + "issue:44038|issue:44295", + "issue:39401|issue:44488", + "issue:36296|issue:43116", + "issue:43824|issue:44351", + "issue:44038|issue:44222", + "issue:43066|issue:44779", + "issue:39401|issue:44521", + "issue:45216|issue:45478", + "issue:42757|issue:44351", + "issue:43122|issue:44977", + "issue:43992|issue:44704", + "issue:42907|issue:44222", + "issue:43784|issue:45446", + "issue:43937|issue:44485", + "issue:42222|issue:43441", + "issue:42371|issue:43874", + "issue:43976|issue:45446", + "issue:43493|issue:45753", + "issue:42831|issue:45753", + "issue:44075|issue:44936", + "issue:43116|issue:43825", + "issue:44222|issue:45478", + "issue:44038|issue:45478", + "issue:43116|issue:43493", + "issue:43064|issue:43673", + "issue:45083|issue:45446", + "issue:42175|issue:44938", + "issue:43937|issue:45563", + "issue:33453|issue:39401", + "issue:39401|issue:44779" + ], + "prepared_review_unit_hash": "c38befd95bf576cf8e5c04597bd299788e49aaf4eddbda6364bcbad82ce5f79c", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 35, + "serialized_chars": 37060, + "estimated_input_tokens": 9265, + "estimated_eval_tokens": 18786 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: tokenizer regressions, model import/load failures, training issues, save_pretrained regressions, and a few model-specific bugs. I don\u2019t see any pair that clearly describes the same concrete underlying bug/change.", + "confidence": 0.41, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43122 is the broadest representative here, covering a version-wide tokenization regression rather than a narrow model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29127", + "right": "issue:30990", + "accept": false, + "reason": "Unrelated: LayoutLMv3 box/error messaging vs Sentence Transformers loading hang." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but the reports are too generic/species-specific to confirm the same concrete code-path bug." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Different areas: dequantized model saving vs loading Phi-4 multimodal." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe load issue vs tokenizer save_pretrained class metadata mismatch; different failure modes." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Save/dequantization failure vs gguf_file loading path break; not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Model loading/regression vs position_ids buffer read error; separate code paths." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer/model topics: Qwen3 offset mapping vs loading a specific BERT model." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training bug vs example script multi-label output issue; unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Different missing exports/imports: Qwen2.5-VL class vs HybridCache." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Different model families and symptoms: Qwen3-VL-Moe load issue vs vitpose breakage." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Tokenizer decoder-type mismatch in v5 vs Deepseek tokenization regression; not enough evidence of one root cause." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Offset mapping bug vs multimodal assistant_mask bug; distinct tokenizer/template behavior." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 and v5.4.0, but one is save_pretrained checkpoint corruption and the other is from_pretrained load failure." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Different import errors from different packages/symbols." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "Both mention v5 tokenization changes, but one is general regression and the other is Deepseek-specific generation/tokenization behavior." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "UMT5 weight loading bug vs AutoProcessor cached_file kwargs forwarding; unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44222", + "accept": false, + "reason": "Both are save-related, but quantization format/model differ; no shared concrete bug shown." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Sentence-transformers import NameError vs flex_attention PyTorch version check; unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GLM-5 generation config validation vs GLM-5 RoPE implementation; different defects." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Vitpose model loading breakage vs Ministral flash-attention failure; different models and paths." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 settings warning vs missing image-patch helper AttributeError; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version compatibility issue vs flex_attention import guard; different scope." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 implementation discrepancy vs Qwen3.5 infinite loop on one image; unrelated symptoms." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "FP8 accuracy regression vs Qwen3.5 image-specific infinite loop; different bugs." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer arguments ignored vs trainer.evaluate() failure after train(); not the same underlying issue." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example-script empty multi-label outputs vs pipeline translation-task error message; different features." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Different model families and code paths despite both involving MoE/loading." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL-Moe vs Qwen3.5-Moe; too different to merge as one bug." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example classification output bug vs SigLIP2 model discrepancy; unrelated." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state bug vs GenerationMixin cache missing in chunked prefill; different training vs generation paths." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "Helper length behavior in qwen3_omni_moe vs flex_attention import version check; unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Dependency/backend packaging issue vs Python 3.14 load failure; different compatibility problems." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GLM-5 generation config validation vs stale warning for num_return_sequences; different generation issues." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer loading regression vs offset_mapping bug; both tokenizer-related but not the same failure." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but one is offset_mapping and the other is output correctness for Deepseek; insufficient evidence of one root cause." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 38, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:43012", + "issue:43066", + "issue:43122", + "issue:43381", + "issue:43408", + "issue:43421", + "issue:43450", + "issue:43577", + "issue:43742", + "issue:43827", + "issue:43937", + "issue:43986", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44291", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44496", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45072", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45405", + "issue:45446", + "issue:45459", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45588", + "issue:45656" + ], + "soft_pairs": [ + "issue:38617|issue:45278", + "issue:44117|issue:45588", + "issue:22355|issue:29127", + "issue:43827|issue:45446", + "issue:43381|issue:44945", + "issue:43937|issue:44977", + "issue:43450|issue:43986", + "issue:45405|issue:45446", + "issue:39401|issue:43421", + "issue:44117|issue:45081", + "issue:42673|issue:45072", + "issue:38617|issue:41628", + "issue:44829|issue:45216", + "issue:43408|issue:43742", + "issue:44410|issue:45310", + "issue:42222|issue:45542", + "issue:44291|issue:45071", + "issue:42175|issue:42222", + "issue:44484|issue:45310", + "issue:43937|issue:44496", + "issue:44483|issue:45464", + "issue:44075|issue:45656", + "issue:43066|issue:43122", + "issue:44964|issue:45278", + "issue:43012|issue:43577", + "issue:38617|issue:44220", + "issue:42371|issue:44261", + "issue:42222|issue:45459", + "issue:44484|issue:45478", + "issue:44410|issue:45478" + ], + "prepared_review_unit_hash": "5ae0cea70dad86aec872ebd98684d316e72b0abf3fd734ce2c14a4effb11985f", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36622, + "estimated_input_tokens": 9156, + "estimated_eval_tokens": 18568 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated Transformers issues; the only plausible duplicate pair is the tokenizer regression pair (43066/43122). No PRs are present.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45278 is the broadest open issue in the set and best matches the cluster's recurring v5 import-breakage theme.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best single representative because it covers the widest user-facing regression class in this mixed cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-related, but one is a specific missing symbol and the other is a broad umbrella for many import failures; not the same bug." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping None handling and flash-attention sink handling are different code paths and symptoms." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "A missing module import and a LayoutLMv3 error-message clarity issue are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs referencing removed pipeline APIs and a flex_attention version-check bug are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:44945", + "accept": false, + "reason": "Gradient checkpointing in eval mode and pipeline-parallelism output corruption are different bugs." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "GenerationConfig validation and flash-attention generation failure are distinct problems." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Incorrect batched video processor shapes and missing-torchvision crash are different failure modes." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "A released-version dependency bump and a PyTorch version guard bug do not describe the same issue." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Wrong offset mapping and runtime post-processor updates are different tokenizer bugs." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None handling and Mistral regex patching are separate tokenizer failures." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in multi-threaded generation and bf16 dtype mismatch are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and likely different removals." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Degenerate training with flash_attention_3 and a save_pretrained regression are different concrete bugs." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "A sam3 model-type warning and a MobileLLM key error are unrelated model-loading issues." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing Qwen3Next projections and Qwen3.5 MoE from_pretrained errors are different model families and failure points." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Broken VitPose models and undefined TF backend after installing tensorboard are unrelated backend/setup issues." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "An unexpected init argument during empty-weight loading and PreTrainedConfig type-checking breakage are different API regressions." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Missing TensorFlow in a torch-only install and broken VitPose models are not the same bug." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Max shard size behavior and Qwen3.5 MoE from_pretrained errors are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Invalid GenerationConfig and missing model_type in config.json are different load-time failures." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both touch chat/completions, but one is a generic API regression and the other is model-specific streaming failure; not enough to call them duplicates." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "SGD args being ignored and deepspeed calling optimizer.step twice are different optimizer bugs." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": true, + "reason": "Both describe the same tokenizer regression across v4.57.3 to v5.0; the decoder-type change plausibly explains the tokenization difference." + }, + { + "left": "issue:44964", + "right": "issue:45278", + "accept": false, + "reason": "Loading Phi-4 multimodal and broad import errors after upgrade are different issues." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A PyTorch precision warning during compile and BLIP2 dtype persistence are different dtype-related but distinct bugs." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "A missing configuration_utils symbol and _torch_extract_fbank_features() are unrelated import vs feature-extraction issues." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 behavior settings and MLA rms_norm_eps precision are different numerical configuration issues." + }, + { + "left": "issue:42222", + "right": "issue:45459", + "accept": false, + "reason": "VitPose breakage and tokenizer protobuf error masking are unrelated." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Shard-size behavior and Qwen3.5 MoE from_pretrained error are unrelated." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Missing Qwen3Next projections and Qwen3.5 MoE loading errors are different model-loading failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The representative issue choice is defensible, and the rejected soft pairs are mostly clearly distinct. The only accepted duplicate pair (43066/43122) is supported by the issue titles and stays appropriately cautious. No PR-pair mergeability concerns apply because there are no PRs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 39, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:38617", + "issue:41628", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:42831", + "issue:43012", + "issue:43064", + "issue:43097", + "issue:43335", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43502", + "issue:43577", + "issue:43873", + "issue:43874", + "issue:43906", + "issue:43931", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44410", + "issue:44464", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44704", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:44977", + "issue:44987", + "issue:45071", + "issue:45103", + "issue:45245", + "issue:45341", + "issue:45375", + "issue:45542", + "issue:45588" + ], + "soft_pairs": [ + "issue:43097|issue:44493", + "issue:43874|issue:44261", + "issue:44263|issue:44485", + "issue:43012|issue:43408", + "issue:43441|issue:44829", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:42673|issue:44977", + "issue:42371|issue:42831", + "issue:42673|issue:43906", + "issue:43986|issue:44484", + "issue:44117|issue:44987", + "issue:43097|issue:43452", + "issue:43931|issue:44038", + "issue:43335|issue:45071", + "issue:43976|issue:44945", + "issue:43408|issue:44368", + "issue:43874|issue:44263", + "issue:44829|issue:45245", + "issue:38617|issue:42757", + "issue:43064|issue:44315", + "issue:44464|issue:45071", + "issue:44410|issue:45375", + "issue:44062|issue:44117", + "issue:43097|issue:45588", + "issue:42673|issue:43577", + "issue:38617|issue:44351", + "issue:44704|issue:45103", + "issue:44038|issue:44410", + "issue:43931|issue:44410", + "issue:43986|issue:44117", + "issue:44261|issue:44485", + "issue:44964|issue:45341", + "issue:43502|issue:43992", + "issue:43097|issue:43873" + ], + "prepared_review_unit_hash": "7dc4e338122a1b128cb3b1b9127b1f92d8b9bdd5c9934695d224aaa688fc78ae", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38164, + "estimated_input_tokens": 9541, + "estimated_eval_tokens": 19338 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the items cover unrelated import errors, model-specific bugs, configuration warnings, and regression reports. None of the soft-similarity pairs look like the same underlying bug or change, so no duplicate merges are justified.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: the set is a mix of unrelated import errors, model-specific bugs, configuration warnings, and regression reports.", + "canonical_pr_reason": null, + "best_issue_reason": "No single best issue for deduping; 43873 is the broadest/most active, but it is not the same bug family as the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Different problems: removed `tie_embeddings_and_encoder_decoder` API vs unexpected position-id key warnings." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Different code paths: missing `get_number_of_image_patches` on GLM46VImageProcessorFast vs MLA rms norm epsilon precision issue." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "`torch.split` return handling in GlmMoeDsaIndexer is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "Float32 precision warning while compiling bf16 models is unrelated to the sam3_video/sam3_tracker type warning." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both mention flash attention, but one is a Ministral-3 load failure and the other is a degenerate-training bug in sequence classification." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Importing `AutoImageProcessor` and `PretrainedConfig` type-checking are different regressions." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "PretrainedConfig type-checking breakage is unrelated to the TensorBoard/TensorFlow backend error." + }, + { + "left": "issue:42673", + "right": "issue:44977", + "accept": false, + "reason": "VRAM leak in multi-threaded Qwen3ForCausalLM loading is unrelated to Qwen3.5 flash-attention generation failures." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 API-setting guidance and FineGrainedFP8 accuracy issues are different numerical concerns." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "The VRAM leak report is not the same as an isolated reproduction of a different issue." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor crashing without torchvision is unrelated to the default `max_shard_size` question." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer mapping returning None and a model-loading failure for `physical-intelligence/fast` are not the same bug." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Removed tie-embedding API warning is unrelated to `gguf_file` loading failures." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Qwen3-VL-30B weight-shape mismatch is unrelated to the Qwen3.5/Qwen3-VL-Moe bug." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and PretrainedConfig type-checking are different defects." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python-version compatibility for Transformers 5.1.0 is unrelated to pipeline-parallelism producing incorrect outputs." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "sam3 model-type mismatch warning and Qwen3.5 tie_word_embeddings warning are different config issues." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Missing image-patch helper in GLM46V and torch.split return handling in GlmMoeDsaIndexer are unrelated." + }, + { + "left": "issue:44829", + "right": "issue:45245", + "accept": false, + "reason": "FlashAttention-3 training degeneration is unrelated to the category-count runtime limit." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Missing `layer_type_validation` in transformers and missing `is_offline_mode` in huggingface_hub are different import errors." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to Liger Kernel not being applied with `model_init`." + }, + { + "left": "issue:44464", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is unrelated to PretrainedConfig type-checking." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Missing qwen3next projections and missing Qwen3_5MoeVisionConfig field are different model-definition bugs." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "`AddedToken(..., special=...)` argument duplication is unrelated to tokenizer mapping returning None." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Tie-embedding API removal and flash_attention crash on `s_aux=None` are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:43577", + "accept": false, + "reason": "VRAM leak in multi-threaded loading is unrelated to Blip2 dtype propagation." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Different missing exports: `layer_type_validation` vs `HybridCache`." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and `_process_kwargs_parameters` crashing under future annotations are separate issues." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL-Moe failure and qwen3next missing attention projections are distinct model bugs." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Weight-shape mismatch on Qwen3-VL-30B is unrelated to missing qwen3next projections." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "AutoProcessor torchvision crash and tokenizer-mapping None handling are different failure modes." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "MLA epsilon precision error is unrelated to GLM-5 RoPE implementation." + }, + { + "left": "issue:44964", + "right": "issue:45341", + "accept": false, + "reason": "A specific model load failure is unrelated to a small bug in testing_utils.py." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Ignoring `local_files_only=True` and missing `embed_tokens.weight` are unrelated loading problems." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "Tie-embedding API removal and quantization offloading behavior are different concerns." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 40, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42617", + "issue:42757", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43381", + "issue:43475", + "issue:43502", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43618", + "issue:43761", + "issue:43824", + "issue:43825", + "issue:43867", + "issue:43901", + "issue:43906", + "issue:43937", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44220", + "issue:44230", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:45216", + "issue:45290", + "issue:45341", + "issue:45372", + "issue:45381", + "issue:45561", + "issue:45588", + "issue:45753" + ], + "soft_pairs": [ + "issue:43066|issue:43906", + "issue:43986|issue:45372", + "issue:43825|issue:44655", + "issue:43986|issue:45290", + "issue:45341|issue:45561", + "issue:43986|issue:45341", + "issue:43097|issue:43901", + "issue:42617|issue:45341", + "issue:43992|issue:44484", + "issue:45341|issue:45588", + "issue:43012|issue:44368", + "issue:42886|issue:43381", + "issue:43012|issue:43550", + "issue:43208|issue:43550", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:43531|issue:45341", + "issue:44483|issue:44514", + "issue:43208|issue:43526", + "issue:43012|issue:44683", + "issue:42757|issue:43824", + "issue:43618|issue:43761", + "issue:44483|issue:45290", + "issue:43064|issue:44380", + "issue:44038|issue:44230", + "issue:43299|issue:43867", + "issue:38617|issue:43502", + "issue:44483|issue:45381", + "issue:43901|issue:44655", + "issue:36683|issue:43475", + "issue:44220|issue:44655", + "issue:43867|issue:45216", + "issue:43352|issue:43937", + "issue:42994|issue:44655", + "issue:43066|issue:45381" + ], + "prepared_review_unit_hash": "077dd4e16df49bd0321b1a5983db3144f6bb0ebf4be49ffc28e35889e1495ae2", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37888, + "estimated_input_tokens": 9472, + "estimated_eval_tokens": 19200 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are mostly unrelated Transformers regressions across different subsystems; the proposed soft pairs look like false positives, so I rejected them all. I selected a precise versioned serialization regression as the best issue anchor.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 45216 is the clearest standalone bug report here: it has a specific regression boundary (since 5.4.0), a concrete affected API (`save_pretrained`), and a narrowly defined failure mode, making it a strong representative issue.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45216 is the most suitable global issue to keep because it is specific, reproducible, and actionable, with a clear change in behavior tied to a version.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Both involve model-loading/tokenizer behavior, but one is a decoder-type regression and the other is an isolated reproduction of a different issue; not the same bug." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Both mention loading processors, but the failures are different import/crash causes in different model paths." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "One is an error-message/docs issue for `pipeline()`, the other is about saving `Pipeline` objects; different code paths and symptoms." + }, + { + "left": "issue:43986", + "right": "issue:45290", + "accept": false, + "reason": "Processor loading crash versus chat-template crash on tool-call messages; too different to be the same underlying bug." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Both touch testing utils, but one is a vague bug report and the other is a specific xdist race on `captured_info.txt`; not enough evidence of the same defect." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Processor loading issue and a generic testing-utils bug are unrelated subsystems." + }, + { + "left": "issue:43097", + "right": "issue:43901", + "accept": false, + "reason": "Removed API warning versus stale docs text; similar theme of version drift, but not the same bug." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "Running `3d_parallel.py` and a testing-utils bug do not appear to share the same code path." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing `embed_tokens.weight` during load is unrelated to the `max_shard_size` default question." + }, + { + "left": "issue:45341", + "right": "issue:45588", + "accept": false, + "reason": "Testing-utils bug versus a flash-attention crash in `integrations/flash_attention.py`; different components and failure modes." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Both are warning-related, but one is a PyTorch precision warning during compile and the other is a config warning about `tie_word_embeddings`; not the same issue." + }, + { + "left": "issue:42886", + "right": "issue:43381", + "accept": false, + "reason": "Offline cache loading and gradient checkpointing in eval mode are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "Warning emitted during compilation is not the same as a Bamba SDPA compile failure." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs and a Bamba torch.compile/SDPA bug are different model-specific problems." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized models and an infinite-loop image-generation bug are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Model saving failure after dequantization is not the same as saving `Pipeline` objects." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior and a testing-utils bug do not match." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "OpenAI-compatible chat completions rejection and a Qwen2.5-VL batched chat-template crash are different request paths." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs versus BeitImageProcessorFast label reduction are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "PyTorch precision warning and compiled flex attention failure are not the same defect." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols from different packages and different root causes." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but one is missing attentions and the other is missing hidden states; different outputs and likely different fixes." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Different chat-related failures: one is an endpoint acceptance issue, the other is a tokenizer/template crash." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Trainer/FSDP/PEFT optimizer-state mismatch is unrelated to GPT2 attention scaling under SDPA/FlashAttention." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Both are Qwen3-VL/MoE-related, but one is a general v5 bug and the other is fp8 inference support; not the same concrete problem." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL-MoE loading regression and a state_dict-sorting load error are different failure modes." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "An import-name breakage and local-files-only network requests are unrelated." + }, + { + "left": "issue:44483", + "right": "issue:45381", + "accept": false, + "reason": "OpenAI chat endpoint behavior and Qwen2.5-VL video `vision_position_ids` are different issues." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Stale docs about `return_all_scores` and inability to save pipelines are unrelated." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Missing `vocab_size` on Gemma3Config and missing `fpn_position_embeddings` on Sam3VisionEncoderOutput are different attribute regressions." + }, + { + "left": "issue:44220", + "right": "issue:44655", + "accept": false, + "reason": "Feature-extraction bug and pipeline serialization bug do not share the same code path." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both concern loading/saving checkpoints, but one is a sorted-state_dict load error while the other is a save_pretrained regression for Qwen3.5; not the same bug." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Flash Attention 2 support issue for Nemotron and a GLM-5 generation-config validation error are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure and pipeline object serialization are distinct serialization paths." + }, + { + "left": "issue:43066", + "right": "issue:45381", + "accept": false, + "reason": "Wrong tokenizer decoder type and wrong video vision position ids are different model-component bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 41, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36010", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42757", + "issue:42890", + "issue:43064", + "issue:43097", + "issue:43299", + "issue:43352", + "issue:43441", + "issue:43525", + "issue:43575", + "issue:43618", + "issue:43756", + "issue:43867", + "issue:43881", + "issue:43906", + "issue:43976", + "issue:43992", + "issue:44077", + "issue:44117", + "issue:44242", + "issue:44246", + "issue:44263", + "issue:44355", + "issue:44360", + "issue:44380", + "issue:44484", + "issue:44485", + "issue:44492", + "issue:44655", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:44977", + "issue:45216", + "issue:45310", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45479", + "issue:45561", + "issue:45588", + "issue:45753" + ], + "soft_pairs": [ + "issue:36010|issue:42757", + "issue:44263|issue:45440", + "issue:43756|issue:44485", + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:43906|issue:45753", + "issue:36683|issue:44242", + "issue:36683|issue:43881", + "issue:43299|issue:45753", + "issue:43352|issue:43976", + "issue:43992|issue:45310", + "issue:41669|issue:44246", + "issue:43441|issue:44380", + "issue:43352|issue:44380", + "issue:44380|issue:45479", + "issue:43867|issue:45375", + "issue:43064|issue:44492", + "issue:43618|issue:44380", + "issue:43352|issue:45478", + "issue:44355|issue:44855", + "issue:36683|issue:44117", + "issue:42890|issue:45561", + "issue:43097|issue:43352", + "issue:43867|issue:45357", + "issue:43976|issue:44938", + "issue:43992|issue:45478", + "issue:44360|issue:45440", + "issue:43064|issue:44655", + "issue:36296|issue:43575", + "issue:44077|issue:44380", + "issue:43618|issue:44857", + "issue:43618|issue:45588", + "issue:43867|issue:44484", + "issue:28282|issue:33453", + "issue:43618|issue:44977" + ], + "prepared_review_unit_hash": "d208824ed889c71c3e5b8c2a4ecb3cc917474671d7642ea8a6481e73de24a8d5", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37796, + "estimated_input_tokens": 9449, + "estimated_eval_tokens": 19154 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a grab-bag of loading/import/model-specific regressions; none of the soft-similarity pairs look like true duplicates, so all soft edges are rejected.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 45310 is the best representative of the actionable bug reports here: it is a concrete, versioned `from_pretrained` regression with a specific model family and a nearby closely related follow-up report.", + "canonical_pr_reason": null, + "best_issue_reason": "45310 is the clearest single issue to anchor triage because it is specific, reproducible, and tightly scoped compared with the many broader or unrelated loading/import complaints.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols from different libraries and likely unrelated regressions." + }, + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "Different components and bugs: a `torch.split()` return-value issue versus a DeepSeekV3 implementation divergence." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both mention RoPE, but they are different models and different implementation defects." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Both are missing-attribute config errors, but on different config classes and different fields; not the same bug." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "One is an attentions output assignment regression; the other is an incorrect checkpoint save regression." + }, + { + "left": "issue:43906", + "right": "issue:45753", + "accept": false, + "reason": "The former is a reproduction of another issue; the latter is an infinite-loop multimodal generation bug with different symptoms." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Different model/config failure versus MoE load-balancing-loss behavior; only a broad ML theme is shared." + }, + { + "left": "issue:36683", + "right": "issue:43881", + "accept": false, + "reason": "Both are loading/config errors, but they concern different models and missing attributes, not one underlying defect." + }, + { + "left": "issue:43299", + "right": "issue:45753", + "accept": false, + "reason": "Qwen3VL MoE loading breakage and Qwen3_5 image infinite loop are distinct model-specific failures." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "FlashAttention support for a model versus a Python-version compatibility issue; unrelated root causes." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Both are `from_pretrained` problems, but they affect different model families and different missing/invalid artifacts." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Import-time performance regression and intermittent slow import are related in theme, but not clearly the same bug." + }, + { + "left": "issue:43441", + "right": "issue:44380", + "accept": false, + "reason": "FlashAttention support failure for Ministral-3 versus GPT2 attention scaling being ignored; different code paths and symptoms." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "One is unsupported FlashAttention on a specific causal LM, the other is backend-specific attention scaling being ignored." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention-scaling backend behavior and a sequence-classification zero-loss bug are unrelated." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "State-dict sorting load error and a missing vision config field are both loading-related, but not the same failure." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Tensor-parallel optimizer-state corruption and a cache-strategy typo are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "Different model/output regression versus GPT2 attention scaling bug; no shared concrete code path." + }, + { + "left": "issue:43352", + "right": "issue:45478", + "accept": false, + "reason": "Different model families and different reported failures; same broad FlashAttention/loading area only." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both involve import/compile-time errors, but one is about compiled Python files and the other is a TorchScript decorator parsing issue." + }, + { + "left": "issue:36683", + "right": "issue:44117", + "accept": false, + "reason": "Different missing-attribute/config bug versus tokenizer mapping assumption bug." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Test flakiness due to missing seeds and pytest-xdist file races are different test-infrastructure issues." + }, + { + "left": "issue:43097", + "right": "issue:43352", + "accept": false, + "reason": "A removed config option and FlashAttention support for a model are unrelated changes." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Sorting-related load failure and incorrect visual encoder keys in save_pretrained are separate save/load bugs." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python compatibility issues, but one is a Transformers/Python version matrix bug and the other is a generic Python 3.14 load failure." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Both are model-loading issues, but they concern different models and different missing keys/error modes." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "A missing ReLU in the DSA indexer and a DeepSeekV3 implementation divergence are different algorithmic bugs." + }, + { + "left": "issue:43064", + "right": "issue:44655", + "accept": false, + "reason": "Optimizer-state corruption in training and inability to save Pipeline objects are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug and TP-related OOM when loading a specific model are not the same underlying problem." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "A model config contract issue and GPT2 attention scaling being ignored are different bugs." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "CLIP attentions assignment regression and AMP/CUDA crash in LwDetrImageLoss are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:45588", + "accept": false, + "reason": "Both touch attention/flash-attention code, but the affected models and failure modes differ." + }, + { + "left": "issue:43867", + "right": "issue:44484", + "accept": false, + "reason": "Different load/save semantics: state-dict ordering failure versus a shard-size default question." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Both are loading-related, but one is a missing PyTorch dependency import error and the other is a tokenizer-loading regression." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "Different models and symptoms: missing attentions assignment versus Qwen3.5 flash-attention generation failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 42, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:42890", + "issue:43010", + "issue:43299", + "issue:43502", + "issue:43576", + "issue:43723", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:43976", + "issue:44062", + "issue:44075", + "issue:44112", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44368", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44655", + "issue:44749", + "issue:44938", + "issue:44961", + "issue:44964", + "issue:45071", + "issue:45125", + "issue:45278", + "issue:45341", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:45600", + "issue:45656" + ], + "soft_pairs": [ + "issue:43901|issue:44938", + "issue:42890|issue:44964", + "issue:44655|issue:44938", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43502|issue:44062", + "issue:42890|issue:45341", + "issue:43010|issue:44075", + "issue:44222|issue:45125", + "issue:42548|issue:44351", + "issue:43502|issue:44485", + "issue:44355|issue:44749", + "issue:30990|issue:31795", + "issue:45125|issue:45478", + "issue:45125|issue:45375", + "issue:43010|issue:45278", + "issue:44387|issue:44556", + "issue:43723|issue:44556", + "issue:30333|issue:33453", + "issue:43010|issue:44368", + "issue:43502|issue:44222", + "issue:44315|issue:44360", + "issue:43502|issue:44961", + "issue:44355|issue:44655", + "issue:30333|issue:36296", + "issue:42831|issue:43874", + "issue:44355|issue:45071", + "issue:44222|issue:44230", + "issue:43827|issue:44961", + "issue:43010|issue:45656", + "issue:33453|issue:34689", + "issue:43299|issue:44556", + "issue:42757|issue:43576", + "issue:33453|issue:36296", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:43010|issue:43976", + "issue:44961|issue:45468", + "issue:38617|issue:43576", + "issue:31795|issue:38617" + ], + "prepared_review_unit_hash": "b7713366d892173d575ecc4f7a3b54cbd9a28540fb02f006c6ad997dd857f516", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 40, + "serialized_chars": 39162, + "estimated_input_tokens": 9791, + "estimated_eval_tokens": 19838 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: version-upgrade regressions, import/load failures, FP8/tensor-parallel bugs, docs issues, and test flakes. None of the soft pairs look like true duplicates or mergeable into one PR-equivalent change.", + "confidence": 0.61, + "canonical_issue_reason": "issue:45278 is the broadest umbrella for the recurring v5 upgrade/import-loading regressions in the set; the other issues are either narrower, different subsystems, or unrelated test/docs bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "If a single issue must represent the cluster, issue:45278 is the closest match because it captures the general import-breakage theme seen across several items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43901", + "right": "issue:44938", + "accept": false, + "reason": "Docs confusion about return_all_scores vs a Python 3.14 load failure; different problem and code path." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "A flaky integration test in sam_hq is unrelated to a Phi-4 multimodal model loading failure." + }, + { + "left": "issue:44655", + "right": "issue:44938", + "accept": false, + "reason": "Saving Pipeline objects and Python 3.14 import/load failure are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Different test failures in different models; no shared underlying bug." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Set_seed flakiness in one test is not the same as stale auto_mappings references breaking CI." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "local_files_only network leakage and AddedToken keyword collision are different bugs." + }, + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "Both mention tests, but the underlying failures are not shown to be the same." + }, + { + "left": "issue:43010", + "right": "issue:44075", + "accept": false, + "reason": "no_grad decoration for cache updates is unrelated to SGD argument handling." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained for MoE and missing _tp_plan for tensor parallelism are different code paths." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different export regressions." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Avoiding remote requests and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors and slower filtering after upgrade are different issues." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Stuck loading Sentence Transformers vs confusing forward docs; different bug class." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 MoE, but one is a tensor-parallelism missing plan and the other is a broader from_pretrained failure; not enough to treat as the same concrete bug." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Missing _tp_plan and missing config field deepstack_visual_indexes are separate model-definition problems." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache/layer update semantics and broad import errors after upgrade are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "int4 memory/OOM regression is not the same as checkpoint reload failure after upgrading." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading and checkpoint reload breakage are different loading paths." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLFlow reporting after failed training and tokenizer loading regression are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:44368", + "accept": false, + "reason": "no_grad decoration for update methods is unrelated to a warning about tie_word_embeddings." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Network access with local_files_only and FP8 save_pretrained for MoE are different bugs." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application in model_init and a DSA indexer ReLU discussion do not share the same bug." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "local_files_only request leakage and an unrelated racoon issue are clearly different." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled Python file errors and Pipeline save_pretrained failure are separate problems." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLFlow failure handling and tensor parallel training are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FP8 accuracy and a missing image-processor method are different model bugs." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled file execution errors are unrelated to PretrainedConfig type checking." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Both mention FP8 and MoE, but one is save_pretrained and the other is inference support; not the same concrete bug." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() and a racoon issue are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:45656", + "accept": false, + "reason": "Cache update/no_grad decoration and optimizer step being called twice under deepspeed are different bugs." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression and Llama 3.2 model loading breakage are different failures." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Qwen3VL MoE loading failure and checkpoint reload after version upgrade are not the same bug." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing huggingface_hub symbol and broken transformers env command are different regressions." + }, + { + "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 are different code paths." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Broken env command and Qwen2.5 VL import failure are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "no_grad update behavior and Python 3.9/3.10 compatibility are different issues." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "racoon and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "ImportError for layer_type_validation and broken env command are different issues." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Docs confusion in model.forward and an import error are not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 43, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:36296", + "issue:41628", + "issue:41669", + "issue:42371", + "issue:42548", + "issue:42890", + "issue:43010", + "issue:43232", + "issue:43352", + "issue:43408", + "issue:43526", + "issue:43576", + "issue:43673", + "issue:43827", + "issue:43901", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44246", + "issue:44261", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44393", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45341", + "issue:45478", + "issue:45542", + "issue:45753" + ], + "soft_pairs": [ + "issue:41628|issue:42548", + "issue:43576|issue:44351", + "issue:44908|issue:44961", + "issue:43010|issue:43232", + "issue:36296|issue:43901", + "issue:41628|issue:44355", + "issue:36296|issue:43526", + "issue:44261|issue:44360", + "issue:44273|issue:45003", + "issue:44273|issue:45542", + "issue:44623|issue:45230", + "issue:44393|issue:45753", + "issue:43576|issue:44556", + "issue:41669|issue:43673", + "issue:44393|issue:45071", + "issue:44038|issue:45125", + "issue:44556|issue:45092", + "issue:44961|issue:45092", + "issue:44704|issue:44908", + "issue:42890|issue:44908", + "issue:44246|issue:44273", + "issue:43408|issue:44315", + "issue:43976|issue:44393", + "issue:43352|issue:44393", + "issue:43576|issue:44908", + "issue:44297|issue:45230", + "issue:43673|issue:44492", + "issue:44908|issue:45071", + "issue:44295|issue:45230", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:41669|issue:44492", + "issue:44393|issue:45478", + "issue:44315|issue:44829", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:41669|issue:44908", + "issue:42371|issue:44492", + "issue:43576|issue:44273", + "issue:44655|issue:44861" + ], + "prepared_review_unit_hash": "400c5c1491947c6fc56b62c218b4687acf87f6d07224c12c5e916f6aec526827", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39325, + "estimated_input_tokens": 9832, + "estimated_eval_tokens": 19920 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated Transformer issues; the only clear duplicate subcluster is lazy-loading/import regressions around `import transformers` and `sys.modules` access.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45003 is the most root-cause-oriented report in the only real subcluster (lazy loading/import behavior) and is a better umbrella target than the broader symptom reports.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45003 is the best issue to keep as canonical because it names a concrete code-path problem and can absorb the related lazy-loading/import symptom reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import failures, but they are for different symbols and likely different export paths." + }, + { + "left": "issue:43576", + "right": "issue:44351", + "accept": false, + "reason": "CLI/env regression vs missing `HybridCache` export; same package area, not the same bug." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "A scheduler kwargs bug and an unrelated placeholder issue." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Different generation/cache defects with different code paths." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug vs documentation mismatch for pipeline args." + }, + { + "left": "issue:41628", + "right": "issue:44355", + "accept": false, + "reason": "Top-level import error vs errors when running compiled Python files; not the same underlying cause." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor parallelism and BeitImageProcessorFast label handling are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44360", + "accept": false, + "reason": "Layernorm precision/config issue vs DSA indexer activation bug." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": true, + "reason": "Both point to lazy-loading/import machinery being broken; unsafe `sys.modules` access is a plausible root cause." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading/import slowdown is unrelated to the TensorFlow backend detection error." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Specific `save_pretrained` file omission vs an unspecified bug report." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both involve Qwen vision models, but the symptoms and concrete failures differ." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Env command breakage vs checkpoint reload incompatibility after v5 upgrade." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star performance issue vs missing cache in chunked prefill generation." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen2D output bug vs PretrainedConfig typing regression." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Different model-family regression and a tensor-parallel plan omission; not the same bug." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both are v5 compatibility problems, but they concern different failure modes." + }, + { + "left": "issue:44961", + "right": "issue:45092", + "accept": false, + "reason": "No meaningful overlap beyond being issues." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "Different kwargs-related bugs in different subsystems." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Flaky integration tests vs scheduler kwargs handling." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": true, + "reason": "Both describe import/lazy-loading problems causing slow or broken imports." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model-type warning vs Liger Kernel/model_init behavior." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version support issue vs Qwen vision-model output failure." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention support warning vs Qwen hallucination/bbox output bug." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save metadata bug vs unspecified bug report." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Missing cache behavior vs a typo in cache strategies." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs bug vs type-checking regression." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Position-id buffer read error vs vague bug report." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star performance issue vs missing `HybridCache` export." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import performance issue vs a testing_utils bug." + }, + { + "left": "issue:41669", + "right": "issue:44492", + "accept": false, + "reason": "Import performance issue vs a typo issue." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen model regressions and different failure signatures." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel/model_init issue vs flash_attention_3 degenerate training." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init policy vs tied-weights crash." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs for removed pipeline API vs scheduler kwargs bug." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Forward-doc confusion vs tokenizer loading regression." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Import performance issue vs scheduler kwargs bug." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 settings guidance vs typo in cache strategies." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained bug vs tied-weight-key AttributeError." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The grouping is grounded in the packet and stays conservative. The canonical choice of issue:45003 is reasonable as the most code-path-specific report, and the two accepted soft-edge pairs are limited to the import/lazy-loading subtheme without overstating a definite shared root cause. The rejected pairs are also appropriately cautious given the different titles and failure modes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 16, + "review_unit_index": 44, + "review_unit_count": 44, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-384", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:37428", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43704", + "issue:43827", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44315", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45092", + "issue:45230", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45468" + ], + "soft_pairs": [ + "issue:44360|issue:45468", + "issue:45230|issue:45310", + "issue:43827|issue:44492", + "issue:44273|issue:44908", + "issue:43519|issue:44485", + "issue:41669|issue:43704", + "issue:43519|issue:44908", + "issue:31795|issue:34689", + "issue:31795|issue:37428", + "issue:44315|issue:45092", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:42371|issue:43704", + "issue:43502|issue:43519", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:44263|issue:45468", + "issue:43606|issue:45468", + "issue:44261|issue:45468", + "issue:43704|issue:45341", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44861|issue:45290", + "issue:41669|issue:44998", + "issue:43704|issue:44998", + "issue:43525|issue:44861", + "issue:43066|issue:44998", + "issue:43572|issue:44861", + "issue:31515|issue:38617", + "issue:44360|issue:44998", + "issue:44230|issue:44623", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230" + ], + "prepared_review_unit_hash": "a6ad1e2874831f916a6d0fa0c75f8e4a2fb68560c9c438783566ce958c1abb97", + "component_budget": { + "node_count": 384, + "item_count": 384, + "soft_pair_count": 1442, + "serialized_chars": 743101, + "estimated_input_tokens": 185776, + "estimated_eval_tokens": 371808 + }, + "budget": { + "node_count": 38, + "item_count": 38, + "soft_pair_count": 37, + "serialized_chars": 32374, + "estimated_input_tokens": 8094, + "estimated_eval_tokens": 16444 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a bag of unrelated issues: loading regressions, tokenizer/config problems, docs typos, scheduler behavior, model-specific bugs, and a few feature requests. The soft pairs are largely superficial matches on words like \"loading\", \"model_init\", or \"v5\", but they point to different code paths and should not be merged as duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "No single canonical issue stands out; the items cover many unrelated subsystems and bug classes rather than one shared underlying defect.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45092 is the best representative of the cluster\u2019s strongest recurring theme: a concrete model-loading / initialization incompatibility with a clear version-specific failure mode and actionable repro context.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "Different bugs in different models/components: DSA indexer ReLU vs Gemma-4 audio positional encoding." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report vs a specific Qwen3.5 MoE from_pretrained error; no shared concrete failure." + }, + { + "left": "issue:43827", + "right": "issue:44492", + "accept": false, + "reason": "Docs still referencing pipeline() removal vs a cache-strategy typo; unrelated changes." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading failure and inverse_sqrt scheduler kwargs handling are separate subsystems." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation vs GLM-5 RoPE implementation; different model-specific logic." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup/perf issue vs a VRAM leak in multithreaded dataloader use." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp math bug vs scheduler kwarg propagation bug; unrelated." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion about inputs vs a tokenizer/model-loading regression in Llama 3.2." + }, + { + "left": "issue:31795", + "right": "issue:37428", + "accept": false, + "reason": "Docs wording issue vs ImportError from flash-attention utility; different code paths." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Both involve model creation/loading, but one is Liger Kernel not applied under model_init and the other is remote-code/meta-init incompatibility; not the same bug." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak under multithreaded dataloaders vs RoPE implementation details." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE implementation vs Gemma-4 audio positional encoding; distinct model-specific implementations." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 settings API change vs VRAM leak; unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "Network requests despite local_files_only vs Qwen3VL timestamp calculation; unrelated." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Timestamp calculation bug vs processor.save_pretrained missing files; different behavior entirely." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Timestamp calculation vs VRAM leak in dataloader threads; no overlap." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return handling in a DSA indexer vs Gemma-4 audio positional encoding; different bugs." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch in CI for bark-small vs Gemma-4 audio positional encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "MLA q_a_layernorm precision/config issue vs Gemma-4 audio positional encoding; unrelated models." + }, + { + "left": "issue:43704", + "right": "issue:45341", + "accept": false, + "reason": "VRAM leak vs a bug in testing_utils.py; no shared underlying defect." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both concern tokenizer v5 behavior, but one is broad behavior drift and the other is a specific decoder-type mismatch; too different to treat as duplicates." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs bug vs an unrelated placeholder issue titled \"Unemployment\"." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Tied-weights key handling crash vs chat-template tool-call crash; different code paths." + }, + { + "left": "issue:41669", + "right": "issue:44998", + "accept": false, + "reason": "Import-star cleanup/perf issue vs unrelated placeholder issue." + }, + { + "left": "issue:43704", + "right": "issue:44998", + "accept": false, + "reason": "VRAM leak vs unrelated placeholder issue." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config vs tied-weight key handling AttributeError; different failures." + }, + { + "left": "issue:43066", + "right": "issue:44998", + "accept": false, + "reason": "Tokenizer decoder-type issue vs unrelated placeholder issue." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig vs tied-weight key crash; config field bug is unrelated." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow checkpoint loading vs an ImportError for layer_type_validation; performance issue versus import regression." + }, + { + "left": "issue:44360", + "right": "issue:44998", + "accept": false, + "reason": "DSA indexer ReLU bug vs unrelated placeholder issue." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 support request for qwen3-vl/qwen3.5 moe vs processor.save_pretrained missing files; unrelated features/bugs." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLFlow reporting failure on training job failure vs slow from_pretrained checkpoint loading; unrelated." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint loading performance vs tensor-parallel training bug; different areas." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Checkpoint loading slowdown vs documentation confusion about forward args; unrelated." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support request vs a Qwen3.5 MoE from_pretrained failure; one is a feature ask, the other a loading bug." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Both mention loading, but one is slow checkpoint loading and the other is a tokenizer-loading regression; not the same defect." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching missing audio-model support vs FP8 support for Qwen3-VL/Qwen3.5 MoE; unrelated feature requests." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "2770400a9e467b8f30b6d6d65fa3cd3d0a8edbfab7eb4a7129a90ad1be3ca6ee", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate community feature requests, not duplicates: one asks for Flash Attention 2 support for more architectures, the other for GGUF support for more architectures. The soft similarity signal is too broad to treat them as the same underlying issue.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different feature areas and codepaths (Flash Attention 2 vs GGUF); they share only a broad \u2018more architectures\u2019 theme, so they are not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-4", + "nodes": [ + "issue:27088", + "issue:43834", + "issue:44365", + "issue:44370" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:44365|issue:44370" + ], + "prepared_review_unit_hash": "6ce48d1491b884fcc9c0ee1936c7fddc7cc03167a8eb6addbd4efed853a5a838", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4454, + "estimated_input_tokens": 1114, + "estimated_eval_tokens": 2484 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4454, + "estimated_input_tokens": 1114, + "estimated_eval_tokens": 2484 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are issue-template style requests for translating docs, but they appear to target different languages rather than the same underlying task. No PRs are present.", + "confidence": 0.79, + "canonical_issue_reason": "issue:27088 is the only specific, fully named request (Turkish) and is the most concrete representative of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:27088 is the clearest issue to keep as the representative because it is specific and not a placeholder-style template title.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Both are translation-request issues, but they do not indicate the same target language or the same concrete change; this looks like template similarity only." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Same broad i18n-docs theme, but no evidence they refer to the same language or duplicate request." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "The titles suggest different language-specific translation requests, so they should not be merged as duplicates." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Highly similar template structure, but no proof they are the same translation task rather than separate language requests." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "These look like repeated template issues, not the same underlying bug/change." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "No concrete overlap beyond the generic translation-docs template; reject as duplicate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36817-14", + "nodes": [ + "issue:36817", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:37015|issue:42503", + "issue:37015|issue:45027", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43837|issue:45322", + "issue:43837|issue:43909", + "issue:43909|issue:44205", + "issue:43671|issue:43909", + "issue:44121|issue:45322", + "issue:43837|issue:44121", + "issue:43837|issue:45027", + "issue:43837|issue:45177" + ], + "prepared_review_unit_hash": "19087cc10efede8e85b35f9957c304b1f327961cbb2b15e296c0015728584579", + "component_budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 28, + "serialized_chars": 17649, + "estimated_input_tokens": 4413, + "estimated_eval_tokens": 9082 + }, + "budget": { + "node_count": 14, + "item_count": 14, + "soft_pair_count": 28, + "serialized_chars": 17649, + "estimated_input_tokens": 4413, + "estimated_eval_tokens": 9082 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All items are distinct model-request issues spanning different architectures, model families, or modalities. There is no true duplicate cluster here; the closest pair is Qwen3-TTS vs Qwen3-ASR, but those are separate code paths and should stay separate.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different model families (EuroBert vs DEIMv2); same broad request type only." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config request vs Qwen3-TTS support; unrelated models." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are different model requests and code paths." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT vs weight-sparse transformer; different architectures." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT vs LFM2.5 Audio; unrelated model families." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are separate model additions." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT vs Voxtral TTS; different model targets." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture request vs Qwen3-ASR support; not the same change." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 vs sparse-transformer request; different concrete model work." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are distinct model requests." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 vs Voxtral TTS; unrelated model families." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 vs Qwen3-TTS; separate model additions." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT vs Qwen3-ASR; different model targets." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT vs Qwen3-TTS; distinct requests." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT request vs a generic BERT-like RoPE proposal; not the same issue." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "Generic BERT-like RoPE discussion vs Voxtral TTS support; unrelated." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Same Qwen3 family, but TTS vs ASR are different modalities and likely separate code paths." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS vs Voxtral TTS; different model families." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS vs DeepSeek-OCR2; unrelated model requests." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS vs weight-sparse transformer; different changes." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR support vs LFM2.5 Audio; separate audio model requests." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR vs sparse-transformer request; not the same bug/change." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR vs Voxtral TTS; different models and tasks." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR vs DeepSeek-OCR2; unrelated." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR vs EUPE; different model families." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio vs SAM3-LiteText; distinct model support requests." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS vs LFM2.5 Audio; different audio models and code paths." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Sparse transformer request vs EUPE; unrelated model additions." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 6, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-37934-6", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031" + ], + "soft_pairs": [ + "issue:37934|issue:43668", + "issue:42936|issue:43240", + "issue:42936|issue:44031", + "issue:42936|issue:43813", + "issue:42936|issue:43668", + "issue:43240|issue:43668", + "issue:43668|issue:44031", + "issue:43668|issue:43813" + ], + "prepared_review_unit_hash": "04e2237cec87510ce1e840ce44f7f7109d957411609a42436a0b0b5f7864c5a4", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6294, + "estimated_input_tokens": 1574, + "estimated_eval_tokens": 3404 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6294, + "estimated_input_tokens": 1574, + "estimated_eval_tokens": 3404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "No duplicate cluster here: the issues span unrelated bugs across different models and tokenizer/config code paths. All soft links look like false positives from superficial wording overlap.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical duplicate stands out; these six issues describe different problems in different components rather than the same underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44031 is the broadest and most impactful report in the set, with the most discussion and the clearest user-facing regression, so it is the best representative issue if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Different problems: one questions Llama4TextL2Norm semantics, the other is a ModernBERT config type-hint issue." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former's ignore_value handling and missing kwargs in loss calculation are separate training bugs with different code paths." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Unrelated areas: model-specific ignore_value usage versus a tokenizer regex warning regression." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former ignore_value handling is unrelated to a quantization typo in a different component." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Different subsystems and bug types: Mask2Former behavior versus a ModernBERTConfig annotation error." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Missing kwargs in loss computation is not the same as an incorrect config type hint." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A config type-hint bug and a tokenizer regex warning are distinct issues affecting different paths." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "ModernBERTConfig typing and a typo in orig_conversion.quantization_operation 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": 7, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "72dd3f4e2809d48ad23ef35083a350e95413d8ad40a0658e58ddd96f64918f47", + "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": "The two issues are unrelated feature requests: one about block decoding and the other about DeepSeek v3.2 support. They do not describe the same underlying bug or change, so this cluster should not be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different requests affecting different areas: block decoding vs model support. No shared code-path, explicit target, or concrete duplicate behavior." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "f8cd2e0d1413e2e4edde95a4a79432b7ed2b2e8c11921d12706e9f32cfb3388e", + "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 to custom trainer support, but they describe different problems: one is about `remove_unused_column` customizability, the other about FLOPS estimation for custom trainers. I would not merge them as duplicates.", + "confidence": 0.89, + "canonical_issue_reason": "No true canonical issue: the reports point to separate fixes in Trainer behavior, so they should remain distinct.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43598 is the broader customizability discussion and is the better representative of the cluster theme, if one must be chosen.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "They share a general Trainer/custom-trainer theme, but the underlying bugs are different: column removal behavior vs FLOPS estimation logic." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "ac7721c472cca869f1db6fc83d974a20f8a39fba28d7bf51c8e9960e043276fd", + "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": "The two issues are related only by the Qwen ecosystem, but they request different capabilities: one is about registering Qwen3-Omni with AutoModel/AutoModelForConditionalGeneration, while the other asks for AutoModelForSequenceClassification support for Qwen3.5. They are not duplicates of the same underlying bug or change.", + "confidence": 0.96, + "canonical_issue_reason": "issue:43684 is the broader, more central request around model registration and auto-class support, making it the best representative issue in this small cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43684 is the strongest issue to keep as the cluster representative because it targets a core registration gap rather than a narrower task-specific addition.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different model variants and different auto-class targets: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs Qwen3.5 sequence-classification support. They do not look like the same underlying fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43835-4", + "nodes": [ + "issue:43835", + "issue:43845", + "issue:43846", + "issue:43859" + ], + "soft_pairs": [ + "issue:43835|issue:43845", + "issue:43835|issue:43846", + "issue:43835|issue:43859", + "issue:43845|issue:43846", + "issue:43845|issue:43859", + "issue:43846|issue:43859" + ], + "prepared_review_unit_hash": "fc28462ff87a90654ab3fe0d45e8016496c6df5db65099ad863a74bbfe5f6ed0", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4266, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4266, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three issues share the exact title \"huggingface \" and appear to be duplicates; the \"Fett\" issue is unrelated by title and should remain separate.", + "confidence": 0.78, + "canonical_issue_reason": "Issue #43845 is the earliest of the identical-title \"huggingface \" issues, making it the best representative for the duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43845 is the cleanest canonical choice because it is earliest and matches the other near-identical issues exactly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles with no shared target or code evidence; not enough to treat as the same issue." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles with no shared target or code evidence; not enough to treat as the same issue." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles with no shared target or code evidence; not enough to treat as the same issue." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same exact title and very close timing strongly suggest the same underlying issue." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Same exact title and same topic strongly indicate a duplicate report." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Same exact title and same topic strongly indicate a duplicate report." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: three issues have the exact same title, and #43845 is the earliest among them. The soft-edge decisions are conservative enough given the limited evidence, and the unrelated 'Fett' issue is correctly kept separate." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-5", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:44937", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "188c3a1f9cc64a40eff79ff8f53f947ffeebfa5859770ac13a8bc48440c4b596", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5785, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5785, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly unrelated low-information spam/issues. The only plausible duplicates are the three exact \"\" reports; the documentation suggestion and \"Google LLC\" post look separate.", + "confidence": 0.77, + "canonical_issue_reason": "issue:44371 is the best representative of the exact \"\" trio: it is one of the identical spam-style reports, appears earliest, and sits at the center of the strongest soft matches.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44371 is the best issue to anchor the cluster because it matches the other two exact spam items and is the earliest of that duplicate-like set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": true, + "reason": "Same exact spam-style issue: identical title pattern and strongest token overlap; likely the same duplicate report." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": true, + "reason": "Same exact spam-style issue as the other \"\" reports; no meaningful distinction is visible." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "Different subject matter: one is spam-like, the other is a documentation enhancement request." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Different titles and apparent intent; \"Check out \\\"Google LLC\\\"\" is a separate promotional/spam-like post, not the same report." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Documentation enhancement and spam placeholder are not the same underlying issue." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Documentation enhancement and spam placeholder are not the same underlying issue." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": true, + "reason": "Both are identical \"\" reports with matching high similarity, so they look like duplicates." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Both may be low-quality posts, but they are not the same concrete issue or report." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Both may be low-quality posts, but they are not the same concrete issue or report." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: the three \"\" issues are the only clearly duplicate-like items, and the documentation/\"Google LLC\" entries are conservatively treated as separate. The soft-edge accepts/rejects are appropriately cautious given the available evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "6efd60e378117c5052bbd8ed701f0af63c471165fe99f0ac392aaba79fbb3375", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues look highly similar from metadata alone: identical titles, close body lengths, and a soft-similarity signal. That supports treating them as likely duplicates, but the available evidence is not strong enough to confidently say they are the same underlying issue without body text, targets, or file-level detail.", + "confidence": 0.74, + "canonical_issue_reason": "#45145 is the better canonical anchor because it has the inbound reference, so it appears to be the more linked of the two otherwise similar issues.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the best issue candidate for the cluster because it is the referenced thread and serves as the most visible anchor among the two similar issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": false, + "reason": "The metadata suggests a likely duplicate, but we do not have the actual body content, targets, or filenames. With only identical titles, similar body sizes, and a soft-similarity signal, the evidence is too thin to accept this edge deterministically." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The duplicate-cluster conclusion is directionally reasonable, but the analyst is a bit too confident for the evidence available. The packet only shows identical titles, similar body lengths, and a soft-similarity signal; it does not expose the actual body content, targets, or filenames, so calling them the same underlying issue is stronger than the metadata alone supports. The canonical choice for #45145 is grounded by its inbound reference, but the soft-edge acceptance should be more conservative given deterministic_accept=false." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45672-2", + "nodes": [ + "issue:45672", + "issue:45674" + ], + "soft_pairs": [ + "issue:45672|issue:45674" + ], + "prepared_review_unit_hash": "51149c8c814def8804a0702c4e49d266c1cafa1343b015421b5a4e293a42c355", + "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 separate 4-bit inference bugs: one in Gemma4 audio modules hitting `torch.finfo()` on `uint8` weights, and another in `BitsAndBytesConfig` where `llm_int8_skip_modules` drops the default `lm_head` exclusion and triggers an `AssertionError`.", + "confidence": 0.95, + "canonical_issue_reason": "Issue #45674 is the more general, configuration-specific regression with a clear failure mode and likely broader user impact.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue #45674 is the clearest and most actionable representative of the cluster, with a concrete repro path tied to a specific config interaction.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "Different bugs and code paths: Gemma4 audio-module dtype handling vs. BitsAndBytes skip-module exclusion logic. They both occur in 4-bit inference, but the failure mechanisms 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": 15, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "46188964ce8bf866e3c536ae40922be35335041a2a8382f91452962492905c00", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1472, + "estimated_input_tokens": 368, + "estimated_eval_tokens": 992 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1472, + "estimated_input_tokens": 368, + "estimated_eval_tokens": 992 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are both bare name/date strings, but there is no evidence they describe the same problem or request. They look like unrelated entries with only superficial format similarity.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue has enough context to serve as a meaningful canonical representative; if forced, issue #45762 is marginally earlier, but there is no substantive duplicate relationship to justify canonization.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "Reject: the only shared signal is a superficial name/date pattern. There is no description, link, filename, or issue target indicating the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 16, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "1c4180a1559a6c85cebce89f7eb770779d609f8ee264e6ccaa0c9520d6a7ee2f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open issues with unrelated personal-name/date titles and no body or linking evidence. They do not appear to describe the same underlying bug or request, so this is not a duplicate cluster.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the two issues are unrelated and contain only distinct name/date strings with no shared problem statement or linking evidence.", + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a strong canonical representative; both are effectively empty and unrelated, so there is no meaningful best issue for deduplication.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Titles are different personal-name/date entries with no body, references, or shared targets; they do not look like the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-39895-12", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:44827", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:44827", + "pull_request:43995|pull_request:45213", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:45655", + "pull_request:43823|pull_request:44827", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "867465e2ac89595d63f007ffa5e8f1d40df9e6b1dfd72e570da5d8f27189864d", + "component_budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 18, + "serialized_chars": 32875, + "estimated_input_tokens": 8219, + "estimated_eval_tokens": 16694 + }, + "budget": { + "node_count": 12, + "item_count": 12, + "soft_pair_count": 18, + "serialized_chars": 32875, + "estimated_input_tokens": 8219, + "estimated_eval_tokens": 16694 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated PRs spanning new models, docs, tests, and refactors. The only true overlap is the pair of loss utility PRs that both extend `fixed_cross_entropy` in the same file; they look like alternative implementations of the same fix and could be merged into one change.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the stronger canonical representative for the overlapping loss fix: it is explicitly tied to issue 43240 and makes the broader, clearer change in `loss_utils.py`.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the best overall representative of the cluster because it is the only tightly scoped bug-fix PR with an explicit issue target; the rest are unrelated feature/model additions or refactors.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Both are generic PRs with no shared code path or concrete bug; one adds VideoPrism, the other adds an ExecuTorch dynamic-shape test." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "One adds missing tokenizer methods, the other adds a new model; they touch different subsystems and are not the same change." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer API additions and export test coverage are unrelated changes." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "These are both processor/model-pretraining related only at a very broad level; they fix different behaviors in different models." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss-function kwargs support and a new MobileLLM model are unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "`fixed_cross_entropy` kwargs handling and Mistral4 test fixes do not address the same bug." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Export dynamic-shape testing and Mistral4 test fixes are distinct test-only changes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "ExecuTorch export coverage and adding a new model are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "A new MobileLLM model and a config-resolution fix in `modeling_utils.py` are different changes." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "Model addition and Falcon output-interface refactoring are not the same underlying change." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon refactoring and Mistral4 test fixes touch different models and different problems." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon model refactor and the model-creation skill PR are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 test fixes and a CLIP-like weight-renaming fix are unrelated." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 test fixes and config resolution ordering are different issues." + }, + { + "left": "pull_request:43823", + "right": "pull_request:44827", + "accept": false, + "reason": "A new model addition and Mistral4 test fixes are unrelated despite both being model-area PRs." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 test fixes and the model-creation skill do not share the same code path or change goal." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "Adding MobileLLM and adding a model creation skill are different PRs with different purposes." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both PRs modify `src/transformers/loss/loss_utils.py` to make `fixed_cross_entropy` forward supported kwargs to `nn.functional.cross_entropy`; they are alternative implementations of the same concrete fix and could be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative about the soft edges. The one accepted pair, PR 43251 and PR 43254, is a defensible same-bug overlap: both modify `src/transformers/loss/loss_utils.py`, both target issue 43240, and their diffs are alternative implementations of the same `fixed_cross_entropy` kwargs fix. The rejections are also conservative given the lack of shared files or issue targets." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-2", + "nodes": [ + "pull_request:40546", + "pull_request:42781" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781" + ], + "prepared_review_unit_hash": "05913023e0ee5d94adbb149dde87471e21e6d6b06fc1f93b4a99e4a5d1c1494d", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7226, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7226, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two VibeVoice PRs overlap on shared base files, but they target different changes: 40546 is the initial VibeVoice integration, while 42781 adds VibeVoice Realtime plus an acoustic tokenizer and generation updates. They are related, but not the same underlying change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #40546 is the broader, earlier core VibeVoice implementation and has substantially more review activity; it is the better representative of the base integration work.", + "best_issue_reason": null, + "best_pr_reason": "PR #40546 is the best single representative for core VibeVoice support. PR #42781 is a separate follow-up focused on the realtime variant and extra tokenizer/generation plumbing, so it should not be treated as the same PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Reject: despite shared VibeVoice infrastructure files, #40546 implements the base model integration and #42781 extends it for VibeVoice Realtime with additional acoustic-tokenizer and generation changes. They are related but not the same concrete code 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": 3, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "c5ca4fc2d0634252f56b8c0c5697135948de26e15accc7ae990e5035991850d1", + "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": "The two PRs are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. No duplicate or mergeable overlap is evident.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No PR is a good canonical choice here because the changes target different code paths and features. If forced to pick one, PR #41224 is a more narrowly scoped standalone model-support addition, but it is not a duplicate of #40755.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models, different tasks, and different changed files; they do not fix the same concrete bug or implement the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41797-2", + "nodes": [ + "pull_request:41797", + "pull_request:45186" + ], + "soft_pairs": [ + "pull_request:41797|pull_request:45186" + ], + "prepared_review_unit_hash": "e1f237239c88e9f3d852ddc7bf3b45e50dd1795ea2dd7d120f2366d3c008eb0b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6723, + "estimated_input_tokens": 1681, + "estimated_eval_tokens": 3618 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6723, + "estimated_input_tokens": 1681, + "estimated_eval_tokens": 3618 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated new-model integration PRs. They overlap in standard Transformers scaffolding files, but they target different models (DeepSeek OCR vs Isaac) and do not look mergeable as one change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 41797 is the stronger representative of the cluster only because it has more complete integration evidence and discussion activity, but it is not a duplicate of PR 45186.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different model additions with distinct docs, configs, and test suites. Shared boilerplate auto-registration files are expected for new-model PRs and do 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": 6, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "07e8b8e56eead6314f54eb1e8ee227771943e76f0dd363873b4ac0546c95a5bb", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5935, + "estimated_input_tokens": 1484, + "estimated_eval_tokens": 3224 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two separate GitHub Actions dependency-upgrade PRs: one focused on Node 24-compatible core actions, the other on newer Docker/build actions. They overlap in workflow files but not in the concrete action updates or underlying fix scope.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical PR among duplicates because these are not duplicates; they update different action families in overlapping workflow files.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the more cohesive representative: it targets the core workflow actions needed for Node 24 compatibility, while 42976 is a separate Docker action bump.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Both are broad workflow maintenance PRs, but they modify different actions for different purposes (checkout/cache/upload-artifact vs docker/build-push-action). Shared workflow filenames alone do not make them 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": 7, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-5", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490", + "pull_request:45630" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490", + "pull_request:45490|pull_request:45630" + ], + "prepared_review_unit_hash": "6c2593075446bd260c53ac8dd07d7a31db4b660a4fe1d0282b46ec4ba4f002d3", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 7, + "serialized_chars": 17567, + "estimated_input_tokens": 4392, + "estimated_eval_tokens": 9040 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 7, + "serialized_chars": 17567, + "estimated_input_tokens": 4392, + "estimated_eval_tokens": 9040 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "No duplicate cluster here: these are five separate model-addition PRs for different models (ViT NEPA, Molmo, Molmo2, CTSM, Kimi2-6). They share boilerplate integration files, but the added model codepaths, docs, and tests are distinct.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model additions: ViT NEPA vs Molmo. Shared auto/docs boilerplate does not indicate the same underlying change or a mergeable combined PR." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model additions: ViT NEPA vs Molmo2. They touch similar integration surfaces, but the model implementations and targets are unrelated." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Different model additions: ViT NEPA vs CTSM. No shared codepath problem beyond generic model-registration plumbing." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are separate model families with different files and functionality; not the same concrete change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo vs CTSM are unrelated model integrations. Similar docs/auto-registry edits are just framework boilerplate." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 vs CTSM are distinct model additions with no shared bug or codepath to fix together." + }, + { + "left": "pull_request:45490", + "right": "pull_request:45630", + "accept": false, + "reason": "CTSM vs Kimi2-6 are different model integrations; shared auto/docs changes are not enough to treat them as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-5", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815", + "pull_request:45747", + "pull_request:45749" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43665|pull_request:44815", + "pull_request:43665|pull_request:45747", + "pull_request:43665|pull_request:45749", + "pull_request:44815|pull_request:45747" + ], + "prepared_review_unit_hash": "5980f9df0770d49b651ca61dfffad88a93b8dc78afb4c4739398bf542c037e15", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 6, + "serialized_chars": 10365, + "estimated_input_tokens": 2592, + "estimated_eval_tokens": 5440 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 6, + "serialized_chars": 10365, + "estimated_input_tokens": 2592, + "estimated_eval_tokens": 5440 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Mixed cluster of unrelated PRs: one substantive FP8/dequantization fix, several test-only changes, and a couple of small, likely unrelated fixes. No pair looks like the same concrete bug/change.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44815 is the strongest canonical PR because it contains the only clearly substantive code-path fix across core loading and FP8 quantization, with multiple implementation files touched. The others are test-only or narrow unrelated edits.", + "best_issue_reason": null, + "best_pr_reason": "PR 44815 is the best representative of the cluster since it addresses an actual functional bug in the dequant/FP8 path, unlike the other PRs which are mostly tests or cosmetic/small fixes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "Both are mostly test-related, but they target different models and different test files; no evidence of the same underlying bug or change." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper tokenizer/test changes are unrelated to the FP8 dequantization and model-loading fix." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Test assertions for CLIP/ViT are not the same code-path problem as the FP8/dequant fix; too broad and unrelated to merge as one PR." + }, + { + "left": "pull_request:43665", + "right": "pull_request:45747", + "accept": false, + "reason": "A test-only PR and a batch-size fix are different changes with no shared concrete bug." + }, + { + "left": "pull_request:43665", + "right": "pull_request:45749", + "accept": false, + "reason": "Model tests and a docstring spelling correction are unrelated cosmetic/test changes." + }, + { + "left": "pull_request:44815", + "right": "pull_request:45747", + "accept": false, + "reason": "The FP8/dequantization fix and the split batch size fix appear to affect different functionality and code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-3", + "nodes": [ + "pull_request:43488", + "pull_request:43532", + "pull_request:45476" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:43532", + "pull_request:43488|pull_request:45476", + "pull_request:43532|pull_request:45476" + ], + "prepared_review_unit_hash": "5eba336b59783989373264b3b52b3c4483f9f81c444e73e8cb8cbd6cd5569743", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7468, + "estimated_input_tokens": 1867, + "estimated_eval_tokens": 3990 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7468, + "estimated_input_tokens": 1867, + "estimated_eval_tokens": 3990 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three pull requests are unrelated \"don't merge\"/test PRs with only superficial overlap in shared test filenames and CI-related areas. They do not look like the same underlying change, so none of the soft links should be accepted.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43532 is the most substantial and central CI/workflow-focused change in the set, with the broadest affected surface and the most discussion activity.", + "best_issue_reason": null, + "best_pr_reason": "PR 43532 is the best representative of this cluster because it is the broadest PR and most clearly centers on repository CI/workflow plumbing rather than a narrow incidental edit.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Only broad repo/test overlap; 43488 is a setup/version-bump test PR, while 43532 changes CI workflow files and testing utilities. Not the same bug or mergeable into one PR." + }, + { + "left": "pull_request:43488", + "right": "pull_request:45476", + "accept": false, + "reason": "Shared Vit test filename is incidental. 43488 is dependency/setup churn; 45476 adds a workflow and unrelated CLIP/test edits. No common underlying fix." + }, + { + "left": "pull_request:43532", + "right": "pull_request:45476", + "accept": false, + "reason": "Both touch CI/testing areas, but the concrete changes differ: 43532 rewires self-comment/self-scheduled/slack workflows, while 45476 adds a PR CI caller and unrelated model/test edits. Not the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "68a80decc7a450431ab2205290f90840c809703c7caa92204dc0dcb9446f67fa", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6082, + "estimated_input_tokens": 1521, + "estimated_eval_tokens": 3298 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate PRs adding different segmentation pipelines: one for Promptable Concept Segmentation and one for Promptable Visual Segmentation. They share a lot of scaffolding but target different models, docs, tests, and pipeline code paths, so they should not be merged as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR here: the two PRs implement different features and touch different concrete pipeline/model paths.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a duplicate of the other; if one must be referenced alone, 43613 is slightly broader, but it is not a canonical replacement for 43612.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different pipelines and underlying features: concept segmentation vs visual segmentation. Shared docs/scaffolding are not enough to treat them as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "c18629ee824288e95fc5ffa6ed7128a4665df94c85e19bcc99e5fa7bc90ae953", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs in `trainer.py` that both add overridable helper methods, but they address different training behaviors: gradient-accumulation loss scaling vs. signature-column filtering. They are not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43651 is the better representative for this cluster because it is a concrete trainer behavior change with a clear runtime effect, whereas 43663 is a separate extensibility refactor for column filtering.", + "best_issue_reason": null, + "best_pr_reason": "PR 43651 is the strongest standalone candidate: it targets a specific loss-scaling path in `training_step` and is narrowly scoped. PR 43663 is unrelated enough that it should not be treated as the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Both touch `trainer.py`, but one changes gradient-accumulation loss normalization and the other changes signature-column inspection. They affect different code paths and would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-3", + "nodes": [ + "pull_request:43656", + "pull_request:43836", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842", + "pull_request:43836|pull_request:43842" + ], + "prepared_review_unit_hash": "42f3b20fd2a7a7a6fdc7a43f9360438003b660bf955471e7481e9c2f1b72ac40", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5992, + "estimated_input_tokens": 1498, + "estimated_eval_tokens": 3252 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5992, + "estimated_input_tokens": 1498, + "estimated_eval_tokens": 3252 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three open PRs touch `src/transformers/cli/serve.py` around TypeAdapter/type-annotation runtime issues. PR #43842 is the most focused fix; the other two look broader or like different attempts rather than the same patch.", + "confidence": 0.78, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43842 is the cleanest and most directly targeted change: it imports `TypeAdapter` only under `TYPE_CHECKING` and stringifies the runtime annotation, which is the minimal fix for the reported NameError when pydantic is absent.", + "best_issue_reason": null, + "best_pr_reason": "PR #43842 is the best representative of the cluster because it addresses a single concrete import-time NameError with the smallest, most self-contained diff.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Both are in the same file and mention TypeAdapter, but #43656 appears to be a broader type-annotation cleanup/future-annotations change tied to a different issue target, while #43842 is a narrow pydantic-absence NameError fix. They do not clearly look like the same patch." + }, + { + "left": "pull_request:43836", + "right": "pull_request:43842", + "accept": false, + "reason": "They share the same file and tracking issue, but #43836 is a larger refactor/typing cleanup around `Serve`, whereas #43842 is a minimal runtime-safety fix for `TypeAdapter`. These are related, but not the same underlying change and would not cleanly merge as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44024", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44018|pull_request:44116", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44086", + "pull_request:44018|pull_request:44085", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44059|pull_request:44086", + "pull_request:44085|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44059|pull_request:44068", + "pull_request:44056|pull_request:44101", + "pull_request:44018|pull_request:44059", + "pull_request:44073|pull_request:44161", + "pull_request:44101|pull_request:44161", + "pull_request:43997|pull_request:44017", + "pull_request:43997|pull_request:44056", + "pull_request:44071|pull_request:44076", + "pull_request:44074|pull_request:44101", + "pull_request:44056|pull_request:44161", + "pull_request:43997|pull_request:44018", + "pull_request:43997|pull_request:44161", + "pull_request:44074|pull_request:44161", + "pull_request:43997|pull_request:44071", + "pull_request:44010|pull_request:44071", + "pull_request:44010|pull_request:44073", + "pull_request:44018|pull_request:44129", + "pull_request:43997|pull_request:44074", + "pull_request:43997|pull_request:44129", + "pull_request:44010|pull_request:44018", + "pull_request:44071|pull_request:44129", + "pull_request:43996|pull_request:44161", + "pull_request:43996|pull_request:44017", + "pull_request:44010|pull_request:44044", + "pull_request:44044|pull_request:44074", + "pull_request:44066|pull_request:44722", + "pull_request:44085|pull_request:44722", + "pull_request:44085|pull_request:44129", + "pull_request:43996|pull_request:44007", + "pull_request:43996|pull_request:44129", + "pull_request:44044|pull_request:44129", + "pull_request:44044|pull_request:44154", + "pull_request:44024|pull_request:44076" + ], + "prepared_review_unit_hash": "eac05a7f1f0c698b9c9addd8318bc93737c0cfc88d69aab74c24735643769b10", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84504, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76936, + "estimated_input_tokens": 19234, + "estimated_eval_tokens": 38724 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a batch of model-by-model output-tracing refactors. Several PRs share the same tracking issue, but many are just parallel changes in different architectures; the only clear duplicate families in this packet are the GPT-J/CodeGen branch and the GPT-Neo branch.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the best canonical PR because it is the broadest concrete GPT-J/CodeGen output-tracing refactor in the packet, has an explicit issue link, and overlaps directly with the accepted GPT-J duplicate family.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 is the strongest global representative: it captures the main GPT-J/CodeGen duplicate cluster cleanly and is more complete than the narrower GPT-J-only variants.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and code paths (Cvt/FNet vs GPT-J); the shared tracing theme is too broad." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different model families and code paths; same tracking issue alone is not enough." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPT-J output-tracing refactor on the same file; one is just a broader sibling variant." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "RegNet/ResNet/RT-DETR-style refactor vs EfficientNet; unrelated concrete changes." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "Both are output-tracing refactors, but for different model families and code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen and EfficientNet are unrelated implementations." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa are different code paths; same issue target is not enough." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen vs MGP-STR are different models and different concrete refactors." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT are separate model refactors, not the same bug/change." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Same GPT-Neo output-tracing refactor on the same model/file path." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen and GPT-Neo are distinct model implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are separate model-specific changes." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet and GPT-J/CodeGen are unrelated concrete changes." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are different model paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are unrelated model-specific refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet do not share the same concrete code-path problem." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are unrelated implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are different model families." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are separate model-specific refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are unrelated model implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are unrelated model paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44059", + "accept": false, + "reason": "GPT-Neo and GPT-2 are different model-specific output-tracing changes." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are unrelated model families." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert are different models; same standardized-output wording is not enough." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 output-tracing refactor is separate from GPT-J/CodeGen." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are unrelated model-specific refactors." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "Segformer and LongT5 are different model families with different changes." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated concrete refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are distinct model implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are unrelated model-specific changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-2 and GPT-Neo are different model paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert are unrelated model-specific refactors." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBert and LongT5 are different model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and Segformer are different model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are unrelated concrete changes." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are unrelated model paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert are different model-specific refactors." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 do not share the same concrete bug/change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are unrelated implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are different model families." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are unrelated implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are different models; same theme is too broad." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa and TextNet are unrelated model-specific changes." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are different model code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are unrelated concrete changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and VITS are different models; same output-tracing theme is not enough." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The verdicts are mostly conservative, but the summary overstates the evidence by saying the PRs 'all point to the same external tracking issue.' In the packet, only some PRs have explicit issue links; several do not. A safer summary would say that many of them reference the same tracking issue, while others are just similar model-specific refactors. The accepted soft pairs (GPT-J/CodeGen and GPT-Neo) are grounded, but the overall summary is a bit too broad." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 27, + "review_unit_index": 2, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43997", + "pull_request:44010", + "pull_request:44056", + "pull_request:44073", + "pull_request:44074", + "pull_request:44129" + ], + "soft_pairs": [ + "pull_request:44073|pull_request:44074", + "pull_request:44056|pull_request:44073", + "pull_request:44056|pull_request:44074", + "pull_request:43997|pull_request:44010", + "pull_request:44010|pull_request:44129" + ], + "prepared_review_unit_hash": "62e0a56960d8e3c055a6ba891b78674061a75ab767065a16fca6085ce1e64d8b", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84504, + "estimated_input_tokens": 21126, + "estimated_eval_tokens": 42508 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13068, + "estimated_input_tokens": 3267, + "estimated_eval_tokens": 6790 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs are all related to the same broad theme\u2014migrating model forwards to standardized output tracing/capture\u2014but they touch different model implementations and code paths, so they should not be deduplicated together.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44129 is the strongest representative: it has an explicit issue target, a more complete refactor of a specific model path, and appears to be the most concretely scoped change in the group.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the best single PR candidate for the cluster because it is explicitly tied to issue 43979 and addresses a concrete output-tracing refactor in SpeechT5 rather than only showing a generic pattern shift.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Both are standardized output-tracing refactors, but they affect different models (VisualBert vs TextNet) and different forward implementations; they are not the same underlying bug/change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "These are separate model-specific refactors in MPNet and VisualBert. Similar decorator migration does not make them one concrete change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "MPNet and TextNet are distinct code paths with model-specific output-capture plumbing; too broad to treat as duplicates." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model implementations. They share a refactor theme, not the same fix." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 are separate model migrations with different forward signatures and tracing needs; they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44025", + "pull_request:44000|pull_request:44026", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44025", + "pull_request:44001|pull_request:44026", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44025", + "pull_request:44001|pull_request:44003", + "pull_request:44002|pull_request:44003", + "pull_request:44000|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": "5a62ea053f1e207d9145f82211a520d824321cf70461fa69dacfcdcebfb2e085", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 43, + "serialized_chars": 41311, + "estimated_input_tokens": 10328, + "estimated_eval_tokens": 20912 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 43, + "serialized_chars": 41311, + "estimated_input_tokens": 10328, + "estimated_eval_tokens": 20912 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is a set of parallel PRs refactoring output tracing across different model implementations. They share the same general theme and utility changes, but each PR targets a different code path/model family, so they are not duplicates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44003 is the broadest representative of the pattern, spanning both `falcon_mamba` and `mamba` and the core output-capturing plumbing.", + "best_issue_reason": null, + "best_pr_reason": "PR 44003 is the strongest stand-alone representative because it covers two closely related implementations and includes the main tracing infrastructure changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Same refactor theme, but different model files and code paths (`timm_backbone` vs `upernet`)." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Both are output-tracing refactors, but they affect different model implementations and are not the same fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different architectures (`timm_backbone` vs `univnet`); similar cleanup, not one concrete change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and file scopes; no shared code path to merge into one PR." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "`timm_backbone` and `rwkv` are unrelated implementations; only the refactor style matches." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "Both refactor model outputs, but for different models and different forward paths." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families (`mobilenet_v1` vs `upernet`); not the same underlying bug/change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "Both are tracing refactors, but they touch different model families and code paths." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Different encoder-decoder style models; no concrete overlap beyond the refactor theme." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "Separate model implementations with similar API cleanup, not a single shared fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "`vision_text_dual_encoder` and `univnet` are unrelated code paths; same utility usage only." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different models and different forward signatures; not the same underlying change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Same refactor pattern, but distinct model families and no shared implementation." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44026", + "accept": false, + "reason": "Different composite model code paths; too broad to treat as duplicates." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "`univnet` and `upernet` are separate models; similar cleanup, not the same bug." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families and forward logic; only the refactor motif is shared." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44026", + "accept": false, + "reason": "No shared concrete code-path problem; these are independent refactors." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "`upernet` and `rwkv` are unrelated implementations; same theme does not imply duplicate." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44025", + "accept": false, + "reason": "Separate model code paths and different traced outputs; not one mergeable fix." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "`univnet` and `falcon_mamba`/`mamba` are different subsystems; no common bug to collapse." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different architectures and refactor scopes; not the same change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Different model families and files; shared wording only." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "`falcon_mamba`/`mamba` vs `superpoint` are unrelated code paths." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "One is output-tracing refactor, the other changes CodeGen forward/cache behavior; not the same fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "Different model code and different behavior changes; only superficially similar." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "`univnet` and `codegen` are unrelated; this is not a shared concrete bug." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "Different subsystems and behavior; no duplicate evidence beyond broad similarity." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "`vision_text_dual_encoder` and `codegen` are different models with different runtime paths." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Same refactor theme, but different model families (`depth_anything` vs encoder-decoder wrappers)." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Different model wrappers and different forward signatures; not one underlying bug." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "`depth_anything` and `superpoint` are separate vision models; no shared code path." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families and behavior; only the tracing refactor pattern matches." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "`depth_anything` and `dpr` are unrelated models; not a duplicate." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "Different composite wrappers and different model internals; not the same change." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "Different wrapper types (`vision_encoder_decoder` vs `speech_encoder_decoder`), same pattern only." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Separate model families and files; no concrete overlap." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model code paths and behavior; not a duplicate." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "`speech_encoder_decoder` and `superpoint` are unrelated implementations." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "Different model families and refactor scopes; not the same underlying issue." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model wrappers and runtime behavior; only the output-tracing cleanup is common." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "`superpoint` and `rwkv` are unrelated code paths; same style, not same fix." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "Different model families and outputs; not mergeable as one PR." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "`rwkv` and `dpr` are separate architectures; similar refactor theme only." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "bdd25112db1fc9ad66e435e12dce43ac6f51b311e4157fa205aa67f44ffe3c7a", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10911, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10911, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three pull requests are separate model-addition implementations. They share Transformers registration/docs scaffolding, but each targets a different model family and code path, so they should not be deduplicated.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45075 is the strongest representative of this cluster: it is a full, non-draft model addition with substantial implementation and test coverage. The others are different model families and do not look like duplicate changes.", + "best_issue_reason": null, + "best_pr_reason": "PR 45075 is the best overall PR candidate because it is the most mature and complete of the three (non-draft, large implementation, extensive review activity).", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different models and different code paths: PenguinVL vs Voxtral TTS. Shared auto-registration and docs wiring are generic model-add scaffolding, not evidence of the same underlying change." + }, + { + "left": "pull_request:44662", + "right": "pull_request:45075", + "accept": false, + "reason": "These add different model implementations (PenguinVL vs DeepSeek-OCR-2). Overlap is limited to common Transformers boilerplate, which is insufficient to treat them as duplicates." + }, + { + "left": "pull_request:45075", + "right": "pull_request:45401", + "accept": false, + "reason": "DeepSeek-OCR-2 and Voxtral TTS are unrelated model families. Despite similar registration/doc updates, the concrete implementation and target functionality are different." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "74be703521930ab01efd008cf7ccad4925f60b26dfd20148ab5791a364ada5a3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests are about model/module fusion, but they target different scopes: PR 44979 introduces a generic Module Fusion API, while PR 45363 implements n-to-1 kernel fusion via KernelConfig and integration hooks. They are related, not duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45363 is the more concrete, end-user-facing feature PR: it wires kernel fusion through KernelConfig and updates integration points, whereas PR 44979 is a broader API scaffold for module fusion.", + "best_issue_reason": null, + "best_pr_reason": "PR 45363 is the strongest standalone representative because it has a clear functional change, explicit integration surface, and a specific use case; PR 44979 is more foundational and less specific.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "They share the fusion theme but not the same bug/change. 44979 adds a generic Module Fusion API, while 45363 adds n-to-1 kernel fusion via KernelConfig and integration plumbing; these could not reasonably be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "396045e98d4feaef2a1baa6eb6bacc1297c8d7e539ec84bc3a2959484f5548d6", + "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 target the same Mistral regex patch AttributeError in the same code path; 45317 is the fuller variant with test coverage, while 45086 is a smaller predecessor.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "45317 is the better canonical PR because it contains the same core fix as 45086 plus test coverage, making it the more complete and merge-ready change.", + "best_issue_reason": null, + "best_pr_reason": "45317 is the best overall PR because it fixes the same concrete bug as 45086 and includes the extra validation expected for the final patch.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying AttributeError fix in _patch_mistral_regex, same file, and the second PR appears to be an expanded version of the first with tests; these could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "40725f11d5832a7c67507745e8bb7dba75dbb6802d040e4e52073ed6d6219525", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are thematically related to NemotronH modeling, but they target different changes: PR 45115 focuses on inheritance/conversion mapping refactors, while PR 45569 introduces the dense/sparse split, docs, and tests. They do not look like the same underlying change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45569 is the more complete and representative NemotronH change set, covering the model split plus docs/tests, whereas 45115 is a narrower refactor.", + "best_issue_reason": null, + "best_pr_reason": "PR 45569 is the strongest standalone candidate because it bundles the larger functional/modeling change with documentation and test coverage.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "Related NemotronH work, but the diffs address different code paths and scopes: refactor/inheritance vs dense-sparse model introduction. Not mergeable as one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "ba26b071cbf62857fac50a554abb5e5d334be62d32e906052b07cccd8db6df71", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are related pieces of the same heterogeneity feature, but they address different layers: one adds per-layer config plumbing, the other adds model/cache/runtime support. They are not duplicates or the same mergeable fix.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "45333 is the more foundational and self-contained PR: it introduces per-layer heterogeneous config support, while 45332 builds on that with broader modeling/cache changes.", + "best_issue_reason": null, + "best_pr_reason": "45333 is the best representative for the cluster because it is narrower, more atomic, and establishes the config primitives that the other PR relies on.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Different code paths and granularity: 45333 adds heterogeneous configuration support, while 45332 adds modeling/cache behavior for heterogeneous models. They are complementary feature work, not the same concrete 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": 21, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "52199c20dfa6e0a405c38d6e77edcfb254f213758cccd09dd1842ba90de8b474", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5513, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are both typing-related PRs, but they address different scopes: one is a broad repo-wide type-checking cleanup, the other adds specific typing protocol/helpers for PEFT/modeling code. They do not look like the same underlying change.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the more focused, concrete typing-helper change; PR 45415 is a broader incremental type-checking pass across many files.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the better representative for this cluster because it has a narrower, well-defined code change, whereas PR 45415 is a large sweeping cleanup.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Both are typing-related and share a few touched files, but 45415 is a broad type-checking sweep while 45425 adds specific typing abstractions/protocols. They are not the same concrete bug or change and would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45487-2", + "nodes": [ + "pull_request:45487", + "pull_request:45615" + ], + "soft_pairs": [ + "pull_request:45487|pull_request:45615" + ], + "prepared_review_unit_hash": "d6c5ded112e79dca5bd4ed931c41e114bb9e86352072fc539c95ccbf4eb853e8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5159, + "estimated_input_tokens": 1290, + "estimated_eval_tokens": 2836 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5159, + "estimated_input_tokens": 1290, + "estimated_eval_tokens": 2836 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are unrelated PRs: one fixes a device-placement bug in AltCLIP/ChineseCLIP model-parallel code, while the other only updates Qianfan OCR XPU test expectations. They should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45487 is the stronger representative because it contains the substantive code fix for a concrete model-parallel device bug; PR #45615 is only a test-data/expectation update for a different model and does not represent the same change.", + "best_issue_reason": null, + "best_pr_reason": "PR #45487 best captures the cluster\u2019s meaningful bug fix and is the only one with an actual implementation change rather than a test expectation adjustment.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45487", + "right": "pull_request:45615", + "accept": false, + "reason": "Different models and different change types: #45487 fixes token type tensor device placement in AltCLIP/ChineseCLIP, while #45615 only adds XPU test expectations for Qianfan OCR. They do not look like the same underlying bug or mergeable PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "249a46fc4e8d3445bdc7eb80773169fe4021dbc62f25875ce83deded1e7d6c12", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related only at a broad theme level (expert parallelism loading), but they address different concrete failure modes and code paths: one is about preserving `distributed_config`/`has_ep` for DeepSpeed ZeRO-3 loading via accelerate, the other is about preventing expert weights from being overwritten during FSDP2/rank-0 broadcast. Not a duplicate pair.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45662 is the stronger canonical PR because it targets a specific, concrete corruption bug in the loading path (experts overwritten by rank-0 broadcast) and spans the affected distributed loading/integration code, whereas 45548 is a narrower fix for serialization/EP detection during ZeRO-3 loading.", + "best_issue_reason": null, + "best_pr_reason": "PR 45662 best represents the cluster since it fixes the more direct and severe expert-parallel loading bug with explicit code-path changes; 45548 is a separate, narrower compatibility fix around config persistence and EP detection.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "Different bugs: 45548 preserves EP-related config state for DeepSpeed ZeRO-3/accelerate loading, while 45662 prevents expert parameters from being overwritten in FSDP2/rank-0 broadcast. Shared subsystem is not enough for duplicate status." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "65ca25bf996134d2491e2b784b70852fb47a0e4b7fe74fb5a9eecd197861f6f6", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same xdist-related captured_info artifact collision in testing_utils; #45645 is the broader, more complete version that also updates CI log aggregation, while #45639 is a narrower subset.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:45645 is the best canonical PR because it fixes the core xdist collision and also updates downstream CI handling to read multiple captured_info files, making it the more complete representative of the change.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:45645 is the strongest overall representative: it covers the main bug fix in testing_utils and the related workflow changes needed to preserve/debug CI artifacts under xdist.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Both PRs fix the same underlying captured_info/xdist collision problem in the testing debug path; #45645 extends the same change to CI artifact collection, so they are mergeable as one coherent 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": 25, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45683-2", + "nodes": [ + "pull_request:45683", + "pull_request:45734" + ], + "soft_pairs": [ + "pull_request:45683|pull_request:45734" + ], + "prepared_review_unit_hash": "5bf556c48e00ed86e4c03ceb7e01f11cf4b18f29c45b12a017e905cb44e456f3", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3891, + "estimated_input_tokens": 973, + "estimated_eval_tokens": 2202 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3891, + "estimated_input_tokens": 973, + "estimated_eval_tokens": 2202 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are not duplicates: 45683 adds audio-module skips for multimodal quantization crashes, while 45734 fixes skip_modules semantics so auto-detected defaults remain skipped and adds tests.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "45734 is the stronger standalone fix: it patches the skip_modules regression, includes tests, and has the explicit issue link; 45683 addresses a different audio-specific crash.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45683", + "right": "pull_request:45734", + "accept": false, + "reason": "Shared file and issue target are incidental; 45683 skips audio_tower/embed_audio to avoid a uint8 crash, whereas 45734 changes the skip_modules/default-skip control flow to keep lm_head and tied embeddings excluded and prevent a bitsandbytes AssertionError. Different bugs and not 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": 26, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45687-2", + "nodes": [ + "pull_request:45687", + "pull_request:45754" + ], + "soft_pairs": [ + "pull_request:45687|pull_request:45754" + ], + "prepared_review_unit_hash": "092868c8cb86fc3e097c69f8b4f7dbe23846d522f3fcbf757235207ff215b16a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4043, + "estimated_input_tokens": 1011, + "estimated_eval_tokens": 2278 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4043, + "estimated_input_tokens": 1011, + "estimated_eval_tokens": 2278 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MPS `torch.histc` dtype fallback pattern for MoE expert routing, but PR 45754 is broader because it also fixes the same bug in `finegrained_fp8.py` in addition to `moe.py`.", + "confidence": 0.88, + "canonical_issue_reason": null, + "canonical_pr_reason": "45754 is the more complete representative: it includes the `moe.py` fix and also patches the parallel `finegrained_fp8.py` code path with the same MPS float fallback.", + "best_issue_reason": null, + "best_pr_reason": "45754 is the best single PR to keep because it covers all known affected implementations, not just the `moe.py` instance.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45687", + "right": "pull_request:45754", + "accept": false, + "reason": "They share the same issue target and the `moe.py` hunk, but 45754 is not the same change: it also modifies `finegrained_fp8.py`. This looks like a superset/related fix rather than a duplicate PR for the exact same code-path 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": 27, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260504T000033Z/analysis-runs/hybrid-model-20260504t000033z/manifest.json b/snapshots/20260504T000033Z/analysis-runs/hybrid-model-20260504t000033z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..0d17b80e6fab07b535a98458ccb3c63bf9d233b7 --- /dev/null +++ b/snapshots/20260504T000033Z/analysis-runs/hybrid-model-20260504t000033z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260504t000033z", + "artifacts": { + "hybrid": "snapshots/20260504T000033Z/analysis-runs/hybrid-model-20260504t000033z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260504T000033Z/analysis-runs/hybrid-model-20260504t000033z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-05-04T00:08:47Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260504T000033Z", + "variant": "hybrid" +} diff --git a/snapshots/20260504T000033Z/manifest.json b/snapshots/20260504T000033Z/manifest.json index 670e07378b19b4dbfe33298926af0505966c6634..c3e3b07b67c7ce2e96d19454d5eb9bdb5069301a 100644 --- a/snapshots/20260504T000033Z/manifest.json +++ b/snapshots/20260504T000033Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 73 }, "extracted_at": "2026-05-04T00:00:33Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260504t000033z", + "runs": { + "hybrid-model-20260504t000033z": { + "analysis_id": "hybrid-model-20260504t000033z", + "artifacts": { + "hybrid": "snapshots/20260504T000033Z/analysis-runs/hybrid-model-20260504t000033z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260504T000033Z/analysis-runs/hybrid-model-20260504t000033z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260504T000033Z/analysis-runs/hybrid-model-20260504t000033z/manifest.json", + "model": null, + "published_at": "2026-05-04T00:08:47Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260504T000033Z", "watermark": {