diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index 8cbfe79bdcb55a9306a0dd0e6252e4c6f7ad0917..a363d2053d9457d316681d119b1aa63198a9080a 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": "20260425T180017Z", - "generated_at": "2026-04-25T18:02:06Z", + "snapshot_id": "20260426T000021Z", + "generated_at": "2026-04-26T00:09:00Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -10,7 +10,7 @@ "cluster_id": "cluster-43979-11", "summary": "Cluster of 1 issues and 10 PRs centered on issue #43979.", "status": "open", - "confidence": 0.8, + "confidence": 0.55, "canonical_issue_number": 43979, "canonical_pr_number": 44007, "issue_numbers": [ @@ -29,9 +29,7 @@ 44722 ], "evidence_types": [ - "closing_reference", - "shared_issue_target", - "soft_similarity" + "closing_reference" ], "pr_comparisons": [ { @@ -1456,6 +1454,79 @@ } ] }, + { + "cluster_id": "cluster-45520-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #45520.", + "status": "open", + "confidence": 0.55, + "canonical_issue_number": 45520, + "canonical_pr_number": 45524, + "issue_numbers": [ + 45520 + ], + "pr_numbers": [ + 45524, + 45650 + ], + "evidence_types": [ + "closing_reference" + ], + "pr_comparisons": [ + { + "left_pr_number": 45524, + "right_pr_number": 45650, + "code_similarity": 0.901, + "size_similarity": 0.9, + "file_overlap": 1.0, + "area_overlap": 0.903, + "patch_similarity": 0.7, + "shared_filenames": [ + "src/transformers/utils/import_utils.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/utils/import_utils.py", + "left_ranges": [ + [ + 948, + 954 + ], + [ + 967, + 973 + ], + [ + 979, + 985 + ], + [ + 990, + 996 + ] + ], + "right_ranges": [ + [ + 948, + 954 + ], + [ + 964, + 973 + ], + [ + 979, + 985 + ], + [ + 990, + 996 + ] + ] + } + ] + } + ] + }, { "cluster_id": "cluster-43698-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #43698.", @@ -1919,7 +1990,7 @@ 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." + "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference evidence." }, { "cluster_id": "cluster-44018-2", @@ -1939,6 +2010,15 @@ "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-45520-3", + "canonical_pr_number": 45524, + "duplicate_pr_numbers": [ + 45650 + ], + "target_issue_number": 45520, + "reason": "PRs in cluster-45520-3 are treated as duplicates because they converge on issue #45520 with closing_reference evidence." + }, { "cluster_id": "cluster-45561-3", "canonical_pr_number": 45639, diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 178a75e527227c1d55fedbbbce27bb2fe7b56e9c..a8787f4b39d96fc3ac3c4acc975608b7f00c2d4e 100644 --- a/analysis/current/analysis-report-hybrid.llm-reviews.json +++ b/analysis/current/analysis-report-hybrid.llm-reviews.json @@ -1,8 +1,8 @@ { "schema_version": "1.0", "repo": "huggingface/transformers", - "snapshot_id": "20260425T180017Z", - "generated_at": "2026-04-25T18:02:06Z", + "snapshot_id": "20260426T000021Z", + "generated_at": "2026-04-26T00:09:00Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -13,8 +13,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-13244-3", "nodes": [ @@ -26,12 +26,12 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "5261026724ccac7c81c613ac10f734b77b78697cd1065111eb9eb96e35682f9a", + "prepared_review_unit_hash": "c9bffc11a408b99ad9b32c2a41880fa68db08e1d2add929be9da5fe8674e5dc1", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2479, + "serialized_chars": 2478, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -39,7 +39,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2479, + "serialized_chars": 2478, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -48,24 +48,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are not a cohesive duplicate set: one is about Tapas tokenization, one about a private-model auth/download error, and one about a generic model-loading failure. The only somewhat related pair is the two loading-related issues, but they still appear to describe different failure modes.", - "confidence": 0.35, - "canonical_issue_reason": "Issue #16618 is the best representative only because it is the broadest and most central to model-loading behavior, with the strongest discussion signal among the three.", + "summary": "These look like three separate issues: one about Tapas tokenization mismatch, one about a private-model download/auth error message, and one about a generic model-loading failure for bert-base-uncased. No pair appears to be the same underlying bug.", + "confidence": 0.92, + "canonical_issue_reason": "issue:16618 is the broadest and most central of the three, with the most general title and highest discussion activity; the others are clearly narrower and topic-specific.", "canonical_pr_reason": null, - "best_issue_reason": "#16618 is the clearest cluster anchor: it is the most general model-loading report and is more representative than the highly specific tokenization issue or the private-download auth error.", + "best_issue_reason": "issue:16618 is the best representative issue because it is the most general user-facing failure report and is more likely to subsume related loading problems than the other two.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Tapas tokenization mismatch is a different problem from a failure to load bert-base-uncased; they do not look like the same underlying bug." + "reason": "Tapas tokenization mismatch is a different problem from a generic bert-base-uncased load failure; no shared concrete code-path or explicit duplicate evidence." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "Both involve model loading/download, but one is specifically about unauthenticated access to private models and the other is a generic 'can't load the model' report; too different to treat as the same bug." + "reason": "Private-model download/auth error messaging is a distinct failure mode from being unable to load bert-base-uncased; they are not the same underlying bug." } ] }, @@ -84,8 +84,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -203,370 +203,394 @@ "issue:41093|issue:41762", "issue:43296|issue:43366" ], - "prepared_review_unit_hash": "be3ae08a2bf4057898a5d5072f602548ad6ce94141ebb4d78562a0c18088b8bb", + "prepared_review_unit_hash": "f05dc753c9c964cbbdf6f901e892f8ee1cd8336c2fcecd3fb058fd6eba626312", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720193, - "estimated_input_tokens": 180049, - "estimated_eval_tokens": 360354 + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 63, - "serialized_chars": 46481, - "estimated_input_tokens": 11621, - "estimated_eval_tokens": 23498 + "serialized_chars": 46486, + "estimated_input_tokens": 11622, + "estimated_eval_tokens": 23500 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: many unrelated model/config/docs regressions were grouped by loose textual similarity. The only clear duplicate pair is the DeepSpeed ZeRO-3 BERT index-out-of-bounds report (43596/43638).", - "confidence": 0.91, - "canonical_issue_reason": "issue:43596 is the best canonical issue because it is the clearest representative of the only true duplicate pair in the set, with issue:43638 describing the same DeepSpeed ZeRO-3 BERT index-0-out-of-bounds failure.", + "summary": "Most of these issues are unrelated single-bug reports across different model families and docs areas. The only clear duplicate pair is the DeepSpeed ZeRO-3 Bert loading IndexError reports (#43596 / #43638).", + "confidence": 0.89, + "canonical_issue_reason": "issue:43596 is the cleanest representative of the only true duplicate pair: it matches issue:43638 on the same ZeRO-3 index-out-of-bounds Bert loading failure, with a broader, clearer title.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43596 is the most suitable global issue representative: it is concrete, reproducible, and its duplicate (43638) confirms the same underlying bug. The rest of the cluster is too mixed to serve as a single canonical topic.", + "best_issue_reason": "issue:43596 is the best global representative because it captures the shared concrete bug most directly and is the strongest canonical duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Both are Qwen3.5-related, but one is a missing config field and the other is a streaming chat/completions failure; different bugs." + "reason": "Both are Qwen3.5-related, but one is a config attribute error and the other is a streaming chat API failure; different code paths." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Different models and different failure contexts; both mention model/GPU issues but not the same underlying bug." + "reason": "Different failures: dtype mismatch in Mistral-3 preprocessing vs GPT-OSS-20B not working on AMD GPUs." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Both are runtime dtype/GPU-adjacent errors, but on different model families and code paths." + "reason": "Autocast dtype mismatch on Phi-tiny-MoE is not the same bug as the GPT-OSS AMD GPU failure." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different problems: AMD GPU execution failure vs invalid method call in GraniteMoEHybrid." + "reason": "Different models and symptoms: AMD GPU runtime issue vs GraniteMoEHybrid invalid method call." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Qwen-3-8B-NVFP4 error and GPT-OSS AMD GPU failure are unrelated." + "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to the GPT-OSS AMD GPU issue." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch vs ONNX export error; no shared concrete bug." + "reason": "DeepSpeed collective mismatch and ModernBERT ONNX export are unrelated failures." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "Different model/export failure modes: ONNX export vs FineGrainedFP8Config load failure." + "reason": "ONNX export failure and Qwen3Moe FineGrainedFP8 failure are different bugs." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export error and auto device mapping cudaErrorAssert are unrelated." + "reason": "ModernBERT ONNX export and Qwen3 auto device mapping cudaErrorAssert are unrelated." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are docs issues for v5 removals, but they reference different removed features and not the same concrete change." + "reason": "Both are docs cleanup for v5 removals, but they target different removed items and are not the same change." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export and GenerationMixin import error are separate regressions." + "reason": "ONNX export error is unrelated to the GenerationMixin import error." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both are index/shape errors, but one is DeepSpeed ZeRO-3 BERT loading and the other is a mask-shape mismatch; too different to merge." + "reason": "Same superficial shape-of-indexed-tensor family, but different model/setup and not clearly the same underlying bug." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Different error signatures and code paths; only the DeepSpeed BERT pair is a true duplicate." + "reason": "ZeRO-3 Bert loading failure and generic mask/tensor shape mismatch are different issues." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Mask/tensor shape mismatch vs GPT-OSS tensor-parallel failure are not the same bug." + "reason": "Mask/tensor shape mismatch is unrelated to GPT-OSS tensor-parallel not working." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Both involve tensor-shape-like failures, but the Qwen3.5 SFT issue is distinct from the mask index error." + "reason": "Different failures: mask/index mismatch vs Qwen3.5 embeddings unpacking with TRL SFT." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Tokenizer mapping/name-generation bug vs mask shape mismatch are unrelated." + "reason": "Tokenizer mapping-name edge case is unrelated to the mask shape mismatch." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Different DeepSpeed-related failures with different models and symptoms." + "reason": "Collective mismatch during Jamba ZeRO-3 and Bert zero3 index error are different bugs." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice preset issue is unrelated to ONNX export." + "reason": "BarkProcessor voice preset issue is unrelated to the ONNX export failure." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same concrete DeepSpeed ZeRO-3 bug: index 0 out of bounds during BERT loading/non-pretrained BERT initialization." + "reason": "Same ZeRO-3 Bert loading IndexError with only wording/model-pretraining differences; clearly duplicate." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Both mention detokenization / LoRA, but they are distinct language/model-weight issues." + "reason": "DeepSeek detokenization and LoRA merge/save output mismatch are different code paths." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel cross_entropy routing and GPT-OSS tensor-parallel support are unrelated." + "reason": "Liger Kernel cross-entropy behavior is unrelated to GPT-OSS tensor-parallel issues." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime failure and LoRA merge/save mismatch are different bugs." + "reason": "Qwen NVFP4 runtime error and LoRA merge/save inconsistency are unrelated." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation-checkpointing/FSDP recompute mismatch is not the same as a mask-shape indexing error." + "reason": "Activation checkpoint/FSDP recomputed size mismatch is not the same as the mask indexing error." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Both involve DeepSpeed, but the failures are different: weight dimensionality vs collective mismatch." + "reason": "Training weight-dimension error and DeepSpeed collective mismatch are different bugs." }, { "left": "issue:43975", "right": "issue:45237", "accept": false, - "reason": "Unrelated problems: detokenization bug vs AMD GPU model loading failure." + "reason": "Detokenization bug and AMD GPU runtime failure are unrelated." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "DeepSpeed BERT index error and GPT-OSS tensor-parallel issue are unrelated." + "reason": "Bert ZeRO-3 loading failure is unrelated to GPT-OSS tensor-parallel failure." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "FSDP activation checkpointing tensor mismatch vs CustomTrainer API signature change are unrelated." + "reason": "Activation checkpointing/FSDP tensor mismatch is unrelated to the custom trainer kwarg error." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Different models and different failure modes." + "reason": "Bert ZeRO-3 loading error and GPT-OSS TP failure are different issues." }, { "left": "issue:43716", - "right": "issue:45507", + "right": "issue:44560", "accept": false, - "reason": "Both are model-related, but one is dtype mismatch and the other is an invalid method call." + "reason": "Mistral-3 autocast dtype mismatch is unrelated to the Qwen3-vl video StopIteration failure." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Qwen3/Gemma sliding-window config problems and tokenizer regex patch crash are different bugs." + "reason": "Gemma3 config attribute mismatch and Mistral tokenizer regex crash are different bugs." }, { "left": "issue:43828", "right": "issue:45161", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to GPT-OSS tensor-parallel failure." + "reason": "Phi-tiny-MoE autocast mismatch is unrelated to GPT-OSS tensor-parallel failure." }, { - "left": "issue:44918", - "right": "issue:45161", + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and custom trainer compute_loss kwarg mismatch are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", "accept": false, - "reason": "TRL SFT embedding unpacking failure and GPT-OSS TP issue are different code paths." + "reason": "Liger Kernel cross_entropy issue does not match the mask/index shape mismatch." }, { "left": "issue:34928", - "right": "issue:41720", + "right": "issue:36010", "accept": false, - "reason": "FSDP/activation-checkpointing recompute mismatch is unrelated to device-mapping cudaErrorAssert." + "reason": "Activation checkpointing mismatch and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Gemma3 zero3 index-out-of-bounds and Bert zero3 index-out-of-bounds are similar superficially but not the same concrete bug." }, { "left": "issue:43827", "right": "issue:44512", "accept": false, - "reason": "Both are docs regressions from v5 removals, but they concern different removed items and should stay separate." + "reason": "Both are v5 docs regressions, but one is about removed pipeline tasks and the other about the removed transformers run command." }, { "left": "issue:43716", "right": "issue:44560", "accept": false, - "reason": "Different models and different symptoms: image-preprocessor dtype mismatch vs video StopIteration." + "reason": "Same model family area, but dtype mismatch in Mistral-3 and Qwen3-vl video StopIteration are different failures." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Dtype mismatch and embedding unpacking failure are not the same underlying bug." + "reason": "Autocast dtype mismatch and TRL SFT embedding unpacking are different bugs." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Liger Kernel cross-entropy issue and autocast dtype mismatch are separate regressions." + "reason": "Liger Kernel cross_entropy invocation is unrelated to the Phi-tiny-MoE autocast dtype mismatch." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "DeepSpeed collective mismatch and trainer API change are unrelated." + "reason": "Duplicate of the earlier pair: unrelated DeepSpeed collective mismatch vs trainer kwarg error." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger Kernel cross_entropy call and mask-shape indexing error are unrelated." + "reason": "Liger Kernel cross_entropy issue is unrelated to the mask shape mismatch." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "FSDP checkpointing mismatch vs GenerationMixin import failure are unrelated." + "reason": "Duplicate of the earlier pair: unrelated FSDP checkpoint mismatch vs import error." }, { "left": "issue:41762", "right": "issue:43596", "accept": false, - "reason": "Gemma3 DeepSpeed ZeRO-3 load failure and BERT ZeRO-3 index error are different model-specific bugs." + "reason": "Duplicate of the earlier pair: both are zero3 loading errors but with different models and root causes." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Docs about return_all_scores and docs about the removed run command are different documentation issues." + "reason": "Both are docs changes, but they concern different removed API mentions and should not be merged as the same bug." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Different model families and different runtime failures." + "reason": "Gemma3 sliding-window attribute error and Qwen3 auto device mapping cuda assert are different issues." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading failure and GGUF gpt-oss support are unrelated." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Corrupted checkpoint vs model implementation inability to load checkpoints are not the same issue." + "reason": "Ovis2 checkpoint corruption and NemotronH load failure are different model-specific problems." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Unit-test load failure for GLM-4.7-Flash is unrelated to Ovis2 checkpoint corruption." + "reason": "Unit test failure loading GLM-4.7-Flash is not the same as the corrupted Ovis2 checkpoint report." }, { "left": "issue:43425", - "right": "issue:44292", + "right": "issue:45070", "accept": false, - "reason": "Torch version compatibility and Qwen NVFP4 runtime failure are unrelated." + "reason": "Torch 2.10 incompatibility and pydantic PretrainedConfig field break are unrelated." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Both have index/shape errors, but the masked-tensor mismatch and the DeepSpeed BERT zero-size index error are distinct." + "reason": "Mask/index shape mismatch and Bert ZeRO-3 index-out-of-bounds are different bugs." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Different sliding-window-related config bugs on different model families; not the same concrete defect." + "reason": "Gemma3 sliding_window attribute issue and Qwen3-MoE sliding_window issue are different model/config problems." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Untied lm_head weights and checkpoint corruption are unrelated." + "reason": "lm_head weight not tied in Mistral3 is unrelated to the corrupted Ovis2 checkpoint." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both are Qwen3.5 issues, but one is chat-template crash and the other is streaming chat/completions failure." + "reason": "Both involve Qwen3.5, but one is a chat crash and the other is a streaming inference API failure; not the same concrete bug." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper model runtime failure and pydantic PretrainedConfig field breakage are unrelated." + "reason": "Whisper runtime failure and pydantic PretrainedConfig field break are unrelated." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Grouped_mm tracing failure in Mixtral and autocast dtype mismatch in Phi-tiny-MoE are different code paths." + "reason": "Mixtral grouped_mm tracing error and Phi-tiny-MoE autocast mismatch are different failures." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "GenerationMixin import regression and Gemma3 sliding-window attribute error are unrelated." + "reason": "GenerationMixin import error and Gemma3 sliding_window attribute error are unrelated." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor failure for Voxtral and template-node compilation error are different bugs." + "reason": "Voxtral processor failure and non-template node compile error are different issues." }, { - "left": "issue:41093", - "right": "issue:41762", + "left": "issue:43638", + "right": "issue:43828", + "accept": false, + "reason": "Bert ZeRO-3 index-out-of-bounds and Phi-tiny-MoE autocast dtype mismatch are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43638", "accept": false, - "reason": "Similar IndexError wording, but different models and likely different tensor shapes/causes." + "reason": "Gemma3 ZeRO-3 loading failure and Bert ZeRO-3 loading failure are different model-specific bugs." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "PaddleOCR-VL load failure in vLLM and GGUF gpt-oss support are distinct issues." + "reason": "Duplicate of the earlier pair: unrelated PaddleOCR-VL load failure vs gpt-oss GGUF support." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative. The only accepted soft edge (43596/43638) is clearly supported by matching DeepSpeed ZeRO-3 index-out-of-bounds reports on BERT, and the other pairings are appropriately rejected without overclaiming. The heterogeneity assessment is also consistent with the titles and available evidence." + "feedback": "The summary is grounded in the packet, and the soft-edge verdicts stay conservative overall. The only accepted duplicate pair, #43596/#43638, is reasonably supported by the shared ZeRO-3 Bert index-out-of-bounds pattern." }, "evaluator_used": true, "retried": false, @@ -582,8 +606,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -672,244 +696,244 @@ "issue:44560|issue:45507", "issue:36331|issue:41762" ], - "prepared_review_unit_hash": "d9988ee5495cddd227294a48716725dc65d6bb305c7964d95ea3544d053aa32b", + "prepared_review_unit_hash": "f52823afa32f6b70f7c7fef5cc2e927a0255160282a471ee06255be51c779b0f", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720193, - "estimated_input_tokens": 180049, - "estimated_eval_tokens": 360354 + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37571, - "estimated_input_tokens": 9393, - "estimated_eval_tokens": 19042 + "serialized_chars": 37564, + "estimated_input_tokens": 9391, + "estimated_eval_tokens": 19038 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated issue reports. The only clear duplicate group is the Transformers 5.x non-persistent-buffer corruption regression: #43644, #43950, and #44534 are the same underlying bug. The rest are only loosely similar by model family, API area, or v5 regression theme and should stay separate.", - "confidence": 0.91, - "canonical_issue_reason": "#43950 is the clearest representative of the shared non-persistent-buffer regression: it names the failure mode directly and matches the duplicate chain with #43644 and #44534.", + "summary": "Mostly unrelated issues, with one clear duplicate pocket around non-persistent buffer corruption in Transformers v5. I\u2019d center the cluster on the most specific report of that bug.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43950 is the clearest representative of the non-persistent-buffer regression because it names the concrete failure mode (`from_pretrained()` corrupting `register_buffer(persistent=False)`) and the v5.x scope. It also aligns with the duplicate-sounding reports in issue:43644 and issue:44534.", "canonical_pr_reason": null, - "best_issue_reason": "#43950 is the best overall issue to anchor this cluster because it most precisely describes the shared bug and is the most explicit of the duplicate reports.", + "best_issue_reason": "issue:43950 is the best global issue choice: it is specific, descriptive, and directly captures the underlying loading/buffer corruption bug with the narrowest actionable framing.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Both are v5/config regressions, but one is StableLm pad_token_idx and the other is a generic PretrainedConfig/pydantic field break; different bugs." + "reason": "Both are config/regression reports, but they describe different failures: missing `pad_token_idx` vs a pydantic `PretrainedConfig` field breakage." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Different failures: int4 quantization/OOM versus tied-weights behavior on translation models." + "reason": "Different problems: int4 quantization OOM vs tied-weights behavior in translation models." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Both mention MoE/GPT-OSS-style models, but one is a grouped_mm tracing error and the other is a tensor-parallel setup issue." + "reason": "Both involve MoE/GPT-style models, but one is a torch dynamo/grouped_mm tracing error and the other is a tensor-parallel support issue; not the same bug." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Unrelated symptoms and code paths: autocast dtype mismatch versus streaming chat/completions failure." + "reason": "Autocast dtype mismatch and streaming chat/completions failure are unrelated code paths." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Both touch v5 initialization/config internals, but one is init_empty_weights/_is_hf_initialized and the other is a pydantic PretrainedConfig field regression." + "reason": "Unexpected `_is_hf_initialized` during `init_empty_weights` is a different initialization bug from the pydantic config-field regression." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "Different architectures and failures; one is GGUF gpt-oss support, the other is Qwen3.5 streaming inference." + "reason": "GGUF support for gpt-oss and streaming inference failures are different features/issues." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is a different bug from the PretrainedConfig/pydantic regression." + "reason": "`sliding_window` handling for Qwen3-MoE is unrelated to the pydantic `PretrainedConfig` breakage." }, { "left": "issue:44661", "right": "issue:45464", "accept": false, - "reason": "Tokenizer mapping/add-new-model-like issue is unrelated to the Qwen3.5 streaming API failure." + "reason": "Tokenizer-mapping failure and streaming inference failure do not share the same underlying bug." }, { "left": "issue:39290", "right": "issue:43742", "accept": false, - "reason": "Different models and stack traces; Gemma3 vLLM attribute error is not the same as MobileLLM key error." + "reason": "Both are model-loading issues, but one is a missing `sliding_window_pattern` on Gemma3TextConfig and the other is a key error for MobileLLM-125M; not the same defect." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Both are SigLIP2-related, but one reports degraded embeddings and the other reports nonsensical AutoModel/pipeline outputs; too little evidence of the same root cause." + "reason": "Both mention SigLIP2, but one is about degraded embedding quality and the other is a docs/pipeline loading issue." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Different MoE/quantization/runtime failures; no shared concrete code path." + "reason": "Torch tracing/grouped_mm failure is unrelated to missing Float8 storage support." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Both are IndexErrors, but they occur in different model-loading paths and don't indicate the same bug." + "reason": "Both are indexing errors, but the mask-shape mismatch and the ZeRO-3 zero-size tensor index error are distinct bugs." }, { "left": "issue:42915", "right": "issue:43541", "accept": false, - "reason": "Different MoE issues: FineGrainedFP8Config versus torch dynamo grouped_mm tracing failure." + "reason": "Different MoE issues: FineGrainedFP8Config failure vs tracing/runtime grouped_mm error." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "Unrelated model/perplexity report versus a generic GLM5 issue title." + "reason": "High perplexity on gpt-oss and a generic GLM5 issue are not the same problem." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP weight-shape error is a different training-time failure from TRL unpacking embeddings." + "reason": "FSDP weight-dimension error and TRL input-embedding unpacking failure are separate training-path bugs." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Both involve tied weights, but the affected models and failure modes are different; not clearly the same bug." + "reason": "Both concern tied weights, but one is a specific Mistral3 lm_head tying bug and the other is a broader v5 translation-model issue; too different to merge." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Notebook custom-model initialization and flash-attn fallback blocking are unrelated." + "reason": "Notebook model-definition breakage and flash-attn2 fallback gating are unrelated." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weight regressions." + "reason": "PagedAttentionCache linear_attention crash is not the same as tied-weights behavior." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading and tied-weights translation regression are different issues." + "reason": "NemotronH checkpoint loading and translation-model tied weights are unrelated." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior is not the same bug as tied weights." + "reason": "Quantization/offloading behavior and tied-weight handling are different code paths." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "A DSA indexer bug and a docs typo about the removed run command are unrelated." + "reason": "A DSA kernel/math comment and a documentation typo are not the same issue." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "FineGrainedFP8Config on Qwen3-MoE is a different problem from flash-attn2 fallback logic." + "reason": "Fine-grained FP8 MoE failure and flash-attn2 fallback blocking are unrelated." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Different model families and failures: Qwen3.5 TRL unpacking versus GraniteMoEHybrid invalid method call." + "reason": "TRL SFT embedding unpacking and GraniteMoEHybrid invalid method calls are different model/training bugs." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "Both are documentation-ish, but they target different content and do not represent the same change." + "reason": "Cache-strategy typo and removed run-command docs mention are separate documentation issues." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Different models and different symptoms; detokenization bug versus NVFP4 runtime error." + "reason": "Incorrect detokenization and Qwen-3-8B-NVFP4 runtime failure do not appear to share a concrete bug." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Same Transformers 5.x non-persistent-buffer corruption regression, just described with different wording." + "reason": "Both describe the same Transformers v5 regression where non-persistent buffers are mishandled/corrupted during loading." }, { "left": "issue:43644", "right": "issue:43950", "accept": true, - "reason": "Same underlying bug: Transformers 5.x corrupts non-persistent buffers during load/save behavior." + "reason": "These are clearly the same bug: v5 corrupts/fills non-persistent buffers during model loading, just described from different angles." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime error and GraniteMoEHybrid invalid-method call are unrelated." + "reason": "Qwen-3-8B-NVFP4 runtime errors and GraniteMoEHybrid invalid method calls are unrelated." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "Both mention SigLIP2, but one is a broken documentation example and the other is a model quality complaint." + "reason": "SigLIP2 docs example errors and SigLIP2 text-embedding quality degradation are not the same concrete failure." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Different models and different failures; dtype mismatch under autocast versus Qwen3.5 RLHF gradient explosion." + "reason": "Autocast dtype mismatch and RLHF gradient explosion from 3D position_ids are different issues." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Bad AutoTokenizer error messaging for Voxtral is unrelated to Molmo tied-weights attribute failure." + "reason": "Bad tokenizer error message and missing `all_tied_weights_keys` attribute are unrelated." }, { "left": "issue:43866", "right": "issue:44403", "accept": false, - "reason": "Checkpoint corruption and noisy loading output are not the same bug." + "reason": "A corrupted checkpoint and a noisy loading message are not the same bug." }, { "left": "issue:44560", "right": "issue:45507", "accept": false, - "reason": "Qwen3-vl video StopIteration and GraniteMoEHybrid invalid method call are different code paths." + "reason": "Qwen3-vl video StopIteration and GraniteMoEHybrid invalid method calls are unrelated." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "CustomTrainer unexpected-argument TypeError and Gemma3 ZeRO-3 IndexError are unrelated." + "reason": "Trainer `compute_loss` argument mismatch and Gemma3 ZeRO-3 loading index error are separate failures." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is conservative and grounded in the packet. The only clearly supported duplicate set is the Transformers 5.x non-persistent-buffer regression around #43644, #43950, and #44534, and the other pairwise rejections stay on the safe side of the evidence. No overclaiming stands out." + "feedback": "The summary is well grounded in the packet and stays conservative. The non-persistent-buffer duplicate pocket around issue:43644 / issue:43950 / issue:44534 is supported by the issue titles, and the other soft-edge rejections look appropriately cautious given the distinct problem statements. No obvious overstatement or mergeability concern." }, "evaluator_used": true, "retried": false, @@ -925,8 +949,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -990,15 +1014,15 @@ "issue:43975|issue:45520", "issue:43643|issue:45020", "issue:42947|issue:43856", - "issue:43782|issue:44960", "issue:44403|issue:44488", + "issue:43782|issue:44960", "issue:42491|issue:44368", "issue:41762|issue:42915", "issue:43975|issue:44451", "issue:45020|issue:45356", "issue:44661|issue:45020", - "issue:43054|issue:43278", "issue:43824|issue:43872", + "issue:43054|issue:43278", "issue:44991|issue:45399", "issue:43827|issue:44509", "issue:43792|issue:44220", @@ -1017,256 +1041,250 @@ "issue:42915|issue:43872", "issue:43257|issue:45305" ], - "prepared_review_unit_hash": "429445cb02b3bf45d9726756c2d41c585d01862f6dd72e4c4bd0dc4ac17d42b3", + "prepared_review_unit_hash": "9841a2b7d9bd598b6f700601a921cf5ffe878b1d029f00071d6b4c4c0cd63a75", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720193, - "estimated_input_tokens": 180049, - "estimated_eval_tokens": 360354 + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 36, - "serialized_chars": 38599, - "estimated_input_tokens": 9650, - "estimated_eval_tokens": 19556 + "serialized_chars": 38602, + "estimated_input_tokens": 9651, + "estimated_eval_tokens": 19558 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose set of Transformers 5.x regressions around model/tokenizer loading and a few documentation/reporting issues. The only clear duplicate subgroups are the SigLIP2 discrepancy reports and the pipeline-docs regression; most other pairs are only superficially similar and should stay separate.", - "confidence": 0.46, - "canonical_issue_reason": "issue:45020 is the broadest and most representative open issue in the set: it captures the recurring theme of recent-version regressions affecting remote_code/model loading.", + "summary": "This cluster is mostly a loose collection of model-loading/regression issues rather than a single duplicate set. A few soft pairs are true duplicates or near-duplicates, especially the docs regression, the `_is_hf_initialized` loading TypeError, the SigLIP2 implementation mismatch, and the Whisper fbank-loading failure.", + "confidence": 0.61, + "canonical_issue_reason": "Issue 45020 is the broadest active umbrella report here: it captures recent-version regressions affecting `remote_code` models and best represents the cluster\u2019s general loader-regression theme.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 best represents the cluster\u2019s main user-facing failure mode and is the most useful umbrella issue to anchor related reports.", + "best_issue_reason": "45020 is the most representative issue in the set because it is broad, current, and central to the recurring theme of model-loading breakages across recent transformers versions.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Both are loading failures, but they involve different models and different failure modes; not the same bug." + "reason": "Different models and different failures: a bad AutoTokenizer error for Voxtral versus a GLM-4v loading failure." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Different root causes: bitsandbytes init kwargs vs missing torch storage class." + "reason": "Both are bitsandbytes/loading compatibility bugs, but they involve different exceptions and likely different code paths." }, { "left": "issue:38175", "right": "issue:43054", - "accept": true, - "reason": "Both report SigLIP2 output/quality regressions and point to the same underlying implementation discrepancy." + "accept": false, + "reason": "Both involve SigLIP2 quality problems, but the symptoms are different enough that the underlying bug is not clearly the same." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Both are memory-related, but one is about LoRA/gradient checkpointing behavior and the other about int4 quantization OOM." + "reason": "Unrelated regression types: LoRA/gradient-checkpointing behavior versus int4 quantization memory growth." }, { "left": "issue:43054", "right": "issue:43493", "accept": true, - "reason": "Both concern SigLIP2 behaving differently from the expected/original implementation, so they look like the same underlying bug." + "reason": "Both point to the same SigLIP2 implementation mismatch/regression relative to the expected baseline behavior." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Different model families and different crashes; no shared concrete bug." + "reason": "Different model families and different missing-weight/tied-weight issues." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise vs a specific model load failure are not the same issue." + "reason": "Generic loading noise versus a specific tokenizer load failure for ScandiBERT are not the same bug." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Tokenizer detokenization regression and a Python 3.13 import_utils KeyError are unrelated." + "reason": "A tokenizer detokenization regression is unrelated to a Python 3.13 flash-attn import KeyError." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "43643 is a specific AutoConfig trust_remote_code field-loss bug; 45020 is a broad umbrella for remote_code breakages, not the same concrete defect." + "reason": "`trust_remote_code` missing fields is a specific config-object bug, while 45020 is a broad umbrella for remote_code breakages." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Different Qwen3-related training/memory problems with different symptoms and likely different code paths." + "reason": "Different training/memory symptoms and no shared concrete code path." }, { - "left": "issue:43782", - "right": "issue:44960", + "left": "issue:44403", + "right": "issue:44488", "accept": false, - "reason": "Different model families and different loading failures; no concrete overlap." + "reason": "These are both loading-related, but one is about noisy output and the other is a specific model load failure." }, { - "left": "issue:44403", - "right": "issue:44488", + "left": "issue:43782", + "right": "issue:44960", "accept": false, - "reason": "One is a generic log-noise complaint, the other is a specific model loading failure." + "reason": "Different models and different failures; no evidence of a shared underlying bug." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "The LoRA compatibility regression and the tie_word_embeddings warning are related to Qwen3 fine-tuning, but not the same bug." + "reason": "A LoRA compatibility regression is not the same as the `tie_word_embeddings=False` warning issue." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Different models and different DeepSpeed/FP8 failure modes." + "reason": "Different architectures, different loading mechanisms, and different failure modes." }, { "left": "issue:43975", "right": "issue:44451", "accept": false, - "reason": "Different user-visible regressions: detokenization vs model loading." + "reason": "Tokenizer detokenization behavior and tokenizer loading failure are separate problems." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Broad remote_code regressions vs a specific tokenizer codec/fix_mistral_regex regression are not the same defect." + "reason": "Both mention recent-version regressions, but 45356 is a Kimi-K2.5 tokenizer-specific codec/fix_mistral_regex issue, not the same bug as 45020." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "add-new-model-like / TOKENIZER_MAPPING_NAMES failure is a separate registry bug, not the same as remote_code loading breakage." + "reason": "A tokenizer-mapping failure in add-new-model-like is a different code path from broad remote_code loading regressions." }, { - "left": "issue:43054", - "right": "issue:43278", + "left": "issue:43824", + "right": "issue:43872", "accept": false, - "reason": "SigLIP2 embedding quality and BF16->FP32 dtype drift are different symptoms with different likely causes." + "reason": "Importing Qwen2.5-VL and bitsandbytes `_is_hf_initialized` errors are unrelated." }, { - "left": "issue:43824", - "right": "issue:43872", + "left": "issue:43054", + "right": "issue:43278", "accept": false, - "reason": "Importing Qwen2.5-VL and bitsandbytes Int8Params initialization are unrelated." + "reason": "Both mention embeddings, but one is SigLIP2 quality and the other is a BF16-to-FP32 dtype change during evaluation." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading for est-roberta and flash-attn fallback gating are unrelated." + "reason": "Tokenizer loading for EST-RoBERTa is unrelated to flash-attn fallback gating." }, { "left": "issue:43827", "right": "issue:44509", "accept": true, - "reason": "Both are the same documentation regression: stale pipeline task references after v5 removals." + "reason": "Same docs regression: pipeline task docs still reference removed v5 tasks." }, { "left": "issue:43792", "right": "issue:44220", - "accept": false, - "reason": "Whisper failing to run and a low-level fbank feature helper issue are not clearly the same bug from the available evidence." + "accept": true, + "reason": "The broad Whisper loading failure is plausibly the same fbank feature-extraction bug reported in the more specific issue." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Mistral regex patch crash and flash-attn fallback gating are different code paths." + "reason": "Tokenizer regex patch crash and flash-attn fallback checks are unrelated." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Tied lm_head weights and non-persistent buffer corruption are distinct model state issues." + "reason": "A tied lm_head weight bug is not the same as non-persistent buffer corruption in from_pretrained()." }, { "left": "issue:43257", "right": "issue:43866", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate/deepspeed and an Ovis2 checkpoint corruption report are different problems." + "reason": "Qwen3 MoE weight-conversion/loading and Ovis2 checkpoint corruption are different issues." }, { "left": "issue:42915", "right": "issue:45020", "accept": false, - "reason": "FineGrainedFP8Config failure is a specific Qwen3 MoE training issue, not the same as broad remote_code regressions." + "reason": "Qwen3 MoE FP8 loading problems are a separate bug from broad remote_code breakages." }, { "left": "issue:43742", "right": "issue:45399", "accept": false, - "reason": "MobileLLM config/key loading and flash-attn fallback gating are unrelated." + "reason": "MobileLLM loading failure and flash-attn fallback gating are unrelated." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Tokenizer error messaging and est-roberta tokenizer loading failure are different bugs." + "reason": "Voxtral AutoTokenizer messaging and EST-RoBERTa tokenizer loading are different problems." }, { "left": "issue:43742", "right": "issue:45020", "accept": false, - "reason": "Different failure classes: config/key error vs broad remote_code breakage." + "reason": "A specific MobileLLM key error does not match the broad remote_code regression." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both are Qwen3 ZeRO-3 loading failures, but they affect different model variants and the available evidence is not enough to treat them as the same concrete bug." + "reason": "Both are ZeRO-3/Qwen-family loading issues, but the model variants and failure details differ too much to call them the same bug." }, { "left": "issue:43872", "right": "issue:44291", - "accept": false, - "reason": "Both mention _is_hf_initialized / init_empty_weights style loading, but the reported failure modes differ enough to keep them separate." + "accept": true, + "reason": "Same unexpected `_is_hf_initialized` argument path breaking model loading under init-empty/quantized initialization." }, { "left": "issue:43854", "right": "issue:44863", "accept": false, - "reason": "GLM-4.7 test loading and NemotronH checkpoint loading are distinct model-specific failures." + "reason": "Different models and different checkpoint-loading failures; no concrete shared root cause is evident." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "RLHF gradient explosion from SDPA/BF16 behavior and a flash_attention.py s_aux crash are unrelated." + "reason": "RLHF gradient explosion from SDPA/BF16 fallback is unrelated to the flash_attention `s_aux=None` crash." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Different models, different tokenizer/loading failures." - }, - { - "left": "issue:42915", - "right": "issue:43872", - "accept": false, - "reason": "DeepSpeed/FP8 Qwen3 training failure and bitsandbytes Int8Params construction error are unrelated." + "reason": "Bad Voxtral tokenizer error handling and a specific sleng-bert load failure are not the same issue." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Both involve Qwen3 and distributed training, but one is MoE weight loading and the other is gradient averaging with GAS." + "reason": "Qwen3 MoE weight-conversion problems and GAS gradient averaging issues are separate training/loading bugs." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet, and the soft-edge calls are generally conservative. The accepted duplicate groupings (SigLIP2 reports and the pipeline-docs regression) are reasonably supported, while the rejections avoid over-claiming shared root cause. No PR-mergeability issue applies here since these are issue pairs." + "feedback": "The summary is grounded in the packet and stays appropriately conservative. The overall characterization as a loose cluster of loading/regression issues is supported, and the accepted soft pairs are plausible near-duplicates or direct duplicates by title/body context. No pair verdict appears to overstate the evidence." }, "evaluator_used": true, "retried": false, @@ -1282,8 +1300,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -1367,223 +1385,223 @@ "issue:42491|issue:43720", "issue:44960|issue:44977" ], - "prepared_review_unit_hash": "bef9b2e3f24c8f0879e639a11fadb4042e980950897c97ce9c0dea0fa2042104", + "prepared_review_unit_hash": "a7cb6d668c1a9a761026b92561e22fbcc568db0d68f2c23abf1ed39cacb08b16", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720193, - "estimated_input_tokens": 180049, - "estimated_eval_tokens": 360354 + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36154, - "estimated_input_tokens": 9039, - "estimated_eval_tokens": 18334 + "serialized_chars": 36150, + "estimated_input_tokens": 9038, + "estimated_eval_tokens": 18332 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated issues with two real duplicate candidates: the Transformers 5.0 custom model initialization regression, and the non-persistent buffer corruption regression. The rest are only broadly similar by subsystem or error shape and should stay separate.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 43644 is the cleanest canonical issue in this set because it captures a concrete regression directly duplicated by 44534, with a clear symptom and the strongest duplicate signal.", + "summary": "Conservative dedupe pass: I kept the clearly same-bug non-persistent-buffer pair and rejected the looser model-family similarities, especially the Qwen3.5 and SigLIP2 pairs where the titles point to related regressions but not the same concrete failure mode.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43644 is the clearest broad regression report in the set: it names the non-persistent buffer corruption directly and has a near-identical follow-up in issue:44534.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43644 is the best representative issue here: it is the most exact, self-contained bug report among the true duplicates and can anchor triage better than the more specific or loosely related reports.", + "best_issue_reason": "issue:43644 is the best single issue to keep because it is specific, reproducible, and captures a broad Transformers v5 regression rather than a model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Different failures: custom trainer loss signature mismatch vs. a mask/tensor shape IndexError. Same training area, but not the same bug." + "reason": "Different failures: custom trainer signature mismatch vs. tensor mask shape IndexError." }, { "left": "issue:41093", "right": "issue:44805", "accept": false, - "reason": "Both mention a generic mask-shape mismatch, but the reports are too underspecified to confirm the same underlying code path or model/repro." + "reason": "Same error shape family, but the titles are too generic to confirm the same underlying bug or code path." }, { "left": "issue:43872", "right": "issue:45538", "accept": false, - "reason": "Completely different problems: bitsandbytes Int8Params initialization vs. CLIPTokenizer max_length handling." + "reason": "Unrelated: bitsandbytes constructor incompatibility vs. tokenizer max-length configuration." }, { "left": "issue:44479", "right": "issue:44560", "accept": false, - "reason": "Both are Qwen video-related regressions, but they affect different model families and have different failure modes (video input regression vs StopIteration)." + "reason": "Both mention Qwen video paths, but one is a v5.3.0 video-input regression and the other is a StopIteration in video embedding handling; not enough to call them the same bug." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "Unrelated: PagedAttentionCache linear_attention crash vs. NemotronH checkpoint loading failure." + "reason": "Different subsystems: PagedAttention/Qwen3.5 cache crash vs. NemotronH checkpoint loading." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "Different areas and symptoms: GGUF/gpt-oss support vs. autocast dtype mismatch in Phi-tiny-MoE." + "reason": "Different bugs: GGUF gpt-oss support vs. dtype mismatch under autocast." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "Unrelated: DeepSpeed weight dimensionality error vs. image processor void segmentation map handling." + "reason": "Completely different problems: DeepSpeed training weight shape vs. segmentation map processing." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "Different models and code paths: AudioFlamingo3 batch leakage vs. Whisper empty-transcription generation after token alignment." + "reason": "Different audio bugs: batched leakage across tracks vs. empty transcription after token alignment." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Both touch Qwen/large-model support, but one is GGUF gpt-oss support and the other is a sliding_window bug in Qwen3-MoE." + "reason": "Different Qwen-related issues, but not the same concrete bug." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different concrete bugs: torch.compile+SDPA on Bamba vs. Flash Attention illegal memory access from 3D position_ids on Qwen3.5." + "reason": "Different attention failures: torch.compile/SDPA on Bamba vs. Flash Attention position_ids handling on Qwen3.5." }, { "left": "issue:43645", "right": "issue:43646", - "accept": true, - "reason": "Same underlying regression: custom model initialization breaks in Transformers 5.0.0; the notebook report is just a specific repro of the broader custom-model init failure." + "accept": false, + "reason": "Both involve custom model initialization, but one is notebook-specific and the other is a broader initialization regression; the evidence is not strong enough to treat them as the same bug." }, { "left": "issue:43950", "right": "issue:45325", "accept": false, - "reason": "Different bugs: non-persistent buffer corruption in from_pretrained vs. Qwen2.5-VL rope index scaling for still images." + "reason": "Non-persistent buffer corruption vs. Qwen2.5-VL rope-index scaling are unrelated." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Both involve Qwen3.5/video or embeddings, but one is a video StopIteration regression and the other is a TRL SFT embedding-unpacking failure." + "reason": "Both are Qwen3.5/video-adjacent, but one is a video StopIteration regression and the other is SFT embedding unpacking." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "Unrelated: GGUF gpt-oss support vs. missing Float8 storage class error." + "reason": "Unrelated: GGUF architecture support vs. missing Float8 storage type." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Both are loading/import failures, but one is a missing Qwen2.5-VL symbol and the other is a meta-device loading regression for some models." + "reason": "Different import/load failures; no clear shared code path." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Different problems: Qwen3Moe FineGrainedFP8Config failure vs. meta-device loading regression." + "reason": "Different bugs: FineGrainedFP8 Qwen3Moe failure vs. meta-device loading regression." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "Not the same bug: 3D parallel script execution failure vs. GGUF gpt-oss support." + "reason": "Different issues: 3d_parallel.py execution vs. GGUF gpt-oss support." }, { "left": "issue:38175", "right": "issue:43994", "accept": false, - "reason": "Same model family, but the reports are not specific enough to prove the same underlying issue; one is zero probabilities, the other is nonsensical outputs with AutoModel/pipeline." + "reason": "Same model family, but the titles only show related SigLIP2 output failures, not the same concrete regression or code path." }, { "left": "issue:43646", "right": "issue:43950", "accept": false, - "reason": "Both are Transformers 5 regressions, but one is custom model initialization and the other is non-persistent buffer corruption; different code paths." + "reason": "Custom model initialization is a different bug from non-persistent buffer corruption." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Different bugs despite similar-looking error text: Qwen3-vl-embedding video StopIteration vs. a generic mask-shape IndexError report." + "reason": "Different failures: video StopIteration vs. mask/tensor shape mismatch IndexError." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "Unrelated: GenerationMixin import failure vs. Qwen3Moe FP8 config failure." + "reason": "ImportError for GenerationMixin is unrelated to Qwen3Moe FP8 loading." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Different loading/config issues: deepspeed zero3 Bert index error vs. add-new-model-like failing with TOKENIZER_MAPPING_NAMES." + "reason": "Different code paths: Deepspeed/Bert zero3 index error vs. tokenizer mapping constraint in add-new-model-like." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both involve config validation, but they affect different model families and different failure conditions." + "reason": "Both are config-validation related, but they concern different models and different validation failures." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Unrelated: zero3 Bert index-out-of-bounds vs. tokenizer mapping/add-new-model-like logic." + "reason": "IndexError under ZeRO-3 Bert loading is unrelated to TOKENIZER_MAPPING_NAMES handling." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Different symptoms and likely root causes: gpu/cpu offload loading failure vs. Strix Halo mmap OOM avoidance." + "reason": "Different bugs: offload/dequantized load failure vs. mmap OOM on Strix Halo." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Same underlying regression with effectively identical symptom: Transformers v5 fills non-persistent buffers with junk; 44534 is a duplicate phrasing of the same bug." + "reason": "Same Transformers v5 non-persistent-buffer regression; 44534 is essentially a rephrasing of the same bug." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Both are Qwen3.5 issues, but one is ZeRO-3 weight loading and the other is save_pretrained writing wrong visual encoder keys." + "reason": "Different Qwen3.5 issues: ZeRO-3 language_model loading vs. incorrect visual encoder keys on save_pretrained." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Related SigLIP2 area, but not the same bug: zero probabilities vs. a documentation example with multiple errors including model/processor mismatch and quantization failure." + "reason": "Same model family, but 39692 is a broader documentation-example report with extra quantization issues, not the same concrete inference bug." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Different bugs: LoRA checkpoint compatibility across branches vs. packed-weight handling during accelerate loading." + "reason": "Different problems: Qwen3_moe LoRA compatibility across branches vs. BitNet packed-weight loading." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Unrelated model families and failures: GLM5 vs. Qwen3.5 flash-attention generation issues." + "reason": "Different models and failure modes; no evidence of the same underlying bug." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The conclusions are conservative and supported by the packet. The two accepted pairs are strongly title-aligned, especially 43644\u219444534, and the rejections avoid overclaiming where the evidence is only thematic or underspecified. The canonical/best-issue choice is also grounded in the clearest duplicate signal." + "accept": false, + "feedback": "The summary is mostly grounded, but a few soft-edge acceptances read too strong for the evidence in the packet. In particular, issue:44479 vs issue:44560 and issue:38175 vs issue:43994 look like related model/family regressions, but the titles alone do not justify calling them the same bug or same regression with confidence. issue:43645 vs issue:43646 is closer, but still not strongly evidenced beyond both mentioning custom model initialization. The rejected pairs are generally conservative and well supported by the titles, and the canonical issue choice issue:43644 is reasonable." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1596,8 +1614,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -1660,9 +1678,9 @@ "issue:39692|issue:43994", "issue:44488|issue:44991", "issue:45362|issue:45406", - "issue:43856|issue:44387", "issue:43644|issue:43645", "issue:42915|issue:44756", + "issue:43856|issue:44387", "issue:44661|issue:44683", "issue:42491|issue:43931", "issue:44910|issue:45588", @@ -1681,279 +1699,236 @@ "issue:42947|issue:43381", "issue:44292|issue:44912", "issue:44291|issue:44756", - "issue:44743|issue:44960", "issue:45276|issue:45292", + "issue:44743|issue:44960", "issue:43381|issue:44928", "issue:43957|issue:44756", "issue:44164|issue:44756", - "issue:43646|issue:43708", - "issue:45292|issue:45335" + "issue:43646|issue:43708" ], - "prepared_review_unit_hash": "555da00e5d82820ebe83c154f72b0d6b407336d7d68e61822877c6e3c9384e56", + "prepared_review_unit_hash": "7b90a6d2720e25a5781b7c9efcf5d1b832c09a5aba6c16dbf97fd47a4cfa15a9", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720193, - "estimated_input_tokens": 180049, - "estimated_eval_tokens": 360354 + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 38, - "serialized_chars": 38401, - "estimated_input_tokens": 9601, - "estimated_eval_tokens": 19458 + "soft_pair_count": 37, + "serialized_chars": 38107, + "estimated_input_tokens": 9527, + "estimated_eval_tokens": 19310 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a collection of unrelated Transformers issues. The only clear duplicate subclusters are the resize_token_embeddings/output_embeddings reports and the missing lm_head weight-tying reports.", - "confidence": 0.63, - "canonical_issue_reason": "issue:45292 is the best representative because it states the underlying resize_token_embeddings/output_embeddings bug in the most general way and is directly supported by two very similar follow-on reports.", + "summary": "The cluster is still mostly heterogeneous. The only clear soft duplicate remains the resize_token_embeddings regression pair; the BERT loading pair should be rejected as too speculative without stronger evidence that the root cause is shared.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43646 is still the best anchor because it describes the broadest Transformers 5.x initialization regression in the set, while most other issues are narrower model-specific failures.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 is the strongest global issue candidate: it is general, centrally positioned in the only obvious duplicate subcluster, and its title matches the shared failure mode more broadly than the model-specific variants.", + "best_issue_reason": "issue:43646 is the most representative issue overall for the cluster because it captures a general upstream regression rather than a single model or checkpoint edge case.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44451", "right": "issue:44488", - "accept": true, - "reason": "Both report the same model-loading regression: current/latest Transformers versions fail to load specific BERT models." + "accept": false, + "reason": "Both are BERT-model loading failures, but the packet only shows similar symptoms, not the same tokenizer/config root cause." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Completely different bugs: checkpoint resumption/max_steps vs SGD optimizer arguments." + "reason": "Different bugs: checkpoint-resume step math versus SGD argument handling." }, { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Both are model-loading failures, but for different models and different failure modes; no clear same underlying bug." + "reason": "Both are load failures, but on different models with different reported mismatch behavior." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "One is MoE training memory usage, the other is quantization/offloading behavior; too broad to be the same bug." + "reason": "Quantization/memory-related, but the symptoms and code paths are not the same bug." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Different problems: a qwen3_moe LoRA compatibility issue vs resize_token_embeddings not updating outputs." + "reason": "Unrelated: LoRA branch-compatibility versus resize_token_embeddings propagation." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Both mention Qwen3, but the failures are different: device mapping CUDA assert vs FineGrainedFP8 loading." + "reason": "Same family name is not enough; one is an auto device-map assert and the other is a FineGrainedFP8 loading failure." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Unrelated model families and failure modes." + "reason": "Different model families and different failure modes." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Related model family, but one is a docs example with multiple issues and the other is a pipeline/AutoModel inference regression." + "reason": "Same model family, but docs/example errors and bad inference outputs are not clearly one underlying defect." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer/model loading complaints, but for different models and likely different root causes." + "reason": "Both are tokenizer/loading complaints, but for different models and likely different causes." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Different subsystems and symptoms: chat crash vs transformers serve processor attribute error." - }, - { - "left": "issue:43856", - "right": "issue:44387", - "accept": false, - "reason": "Both involve memory, but one is training inefficiency and the other is int4 quantization OOM." + "reason": "Different models and different components: chat crash versus serve-time processor attribute error." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Both are Transformers 5.0 regressions, but the specific bugs are distinct." + "reason": "Both are Transformers 5.0.0 regressions, but one is buffer initialization and the other is custom model init in notebooks." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "Different issues: Qwen3Moe FP8 loading vs Strix Halo mmap OOM." + "reason": "Unrelated bugs: Qwen3 MoE FP8 failure versus mmap/OOM avoidance on Strix Halo." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory/quantization, but the concrete failures differ." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "No shared concrete bug; one is tokenizer mapping validation, the other is compiled flex_attention on new torch." + "reason": "Different areas entirely: tokenizer mapping helper versus compiled flex_attention on newer torch." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "Different model-specific load/compatibility problems." + "reason": "Different model families and failure types; no shared concrete bug." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Both hit flash_attention, but one is a Qwen3.5 packed-sequence misparse and the other is an s_aux=None crash for sink-less models." + "reason": "Both touch attention code, but one is a position_ids packing bug and the other is an s_aux=None AttributeError." }, { "left": "issue:43404", "right": "issue:43454", - "accept": true, - "reason": "Both describe the same underlying issue class: lm_head weights are not tied, causing bad generation in multimodal models." - }, - { - "left": "issue:42491", - "right": "issue:43856", "accept": false, - "reason": "LoRA compatibility on a model-family/version boundary is unrelated to Qwen3 MoE memory usage." + "reason": "Both mention lm_head tying, but the reports do not identify the same implementation bug." }, { "left": "issue:45276", "right": "issue:45335", "accept": true, - "reason": "Same resize_token_embeddings bug, just reported for different model variants and output paths." + "reason": "Very close duplicates: both report resize_token_embeddings not updating downstream embeddings/output weights." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to Whisper return_language pipeline behavior." + "reason": "Unrelated issues: a GenerationMixin import failure versus Whisper pipeline return_language behavior." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Both touch loading/saving, but one is extra_state handling and the other is init_empty_weights argument compatibility." + "reason": "Different problems: extra_state handling versus init_empty_weights argument compatibility." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Tokenizer vocab-size mismatch vs a model-loading failure; not the same bug." + "reason": "Different symptoms: tokenizer vocab mismatch versus a model loading failure." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Different model paths and symptoms: Qwen3 device mapping vs AudioFlamingo3 batched inference leakage." + "reason": "Different models and bugs: device-mapping assert versus batched inference leakage." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Related to quantization and memory, but offloading failure is not the same as increased reserved memory/OOM." + "reason": "Both are quantization/memory issues, but they are different failure mechanisms." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "Different model families and unrelated symptoms." + "reason": "No meaningful overlap beyond being model-specific issues." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch version incompatibility is not the same as meta-device loading breakage." + "reason": "Torch-version incompatibility versus meta-device loading failures are distinct regressions." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Different performance/memory regressions with no shared concrete code path." + "reason": "Different OOM causes and different subsystems." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "Different bugs: test-time model loading failure vs incorrect checkpoint saving in Qwen3.5." + "reason": "Different models and different persistence/loading behaviors." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both mention gradient checkpointing, but one is ineffectiveness with PEFT LoRA and the other is an eval-mode restriction." + "reason": "Both mention gradient checkpointing, but one is ineffectiveness with PEFT LoRA and the other is eval-mode prohibition." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Different quantization formats and different models; not the same underlying defect." + "reason": "Different quantization/model issues with different failure modes." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "init_empty_weights TypeError and mmap OOM are unrelated." - }, - { - "left": "issue:44743", - "right": "issue:44960", - "accept": false, - "reason": "Different model implementations and failure modes." - }, - { - "left": "issue:45276", - "right": "issue:45292", - "accept": true, - "reason": "Same resize_token_embeddings/output_embeddings bug; 45292 is the generic formulation." - }, - { - "left": "issue:43381", - "right": "issue:44928", - "accept": false, - "reason": "Both involve training behavior, but gradient checkpointing in eval mode is unrelated to the Qwen3.5 SDPA/BF16 crash." - }, - { - "left": "issue:43957", - "right": "issue:44756", - "accept": false, - "reason": "Meta-device loading breakage vs mmap OOM are unrelated." - }, - { - "left": "issue:44164", - "right": "issue:44756", - "accept": false, - "reason": "save/from_pretrained extra_state handling is unrelated to Strix Halo mmap behavior." + "reason": "init_empty_weights constructor mismatch is unrelated to mmap-related OOM." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom-model init regression vs trainer resume/max_steps bug are not the same issue." - }, - { - "left": "issue:45292", - "right": "issue:45335", - "accept": true, - "reason": "Both are the same resize_token_embeddings bug manifested in different model components." + "reason": "Different regressions: custom model initialization versus trainer resume/max_steps calculation." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: the only clearly supported duplicate subclusters are the resize_token_embeddings/output_embeddings reports and the lm_head weight-tying reports. The accepted soft-edge pairs are plausible, and the rejected pairs avoid overstating shared root causes." + "accept": false, + "feedback": "Rejecting because one accepted soft-edge verdict is a bit too speculative for the packet. For issue:44451 vs issue:44488, the titles only support that both are recent model-loading failures on BERT checkpoints; the claim that they are 'likely the same tokenizer/config regression' is not grounded in the packet. The other verdicts look appropriately conservative, and the overall summary is reasonable, but this accepted pair overstates the evidence." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1966,8 +1941,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -1985,7 +1960,6 @@ "issue:43596", "issue:43611", "issue:43632", - "issue:43644", "issue:43645", "issue:43716", "issue:43828", @@ -2018,10 +1992,12 @@ "issue:44991", "issue:45081", "issue:45084", - "issue:45161" + "issue:45292", + "issue:45335" ], "soft_pairs": [ "issue:44479|issue:44877", + "issue:45292|issue:45335", "issue:44402|issue:44451", "issue:43645|issue:44164", "issue:43257|issue:44863", @@ -2031,8 +2007,8 @@ "issue:43931|issue:44863", "issue:43906|issue:44530", "issue:43611|issue:43645", - "issue:39404|issue:44912", "issue:43425|issue:43716", + "issue:39404|issue:44912", "issue:44530|issue:45084", "issue:43901|issue:44509", "issue:43299|issue:43931", @@ -2040,269 +2016,288 @@ "issue:44479|issue:44805", "issue:43994|issue:44079", "issue:44671|issue:44991", - "issue:43856|issue:44756", "issue:43425|issue:44918", - "issue:39404|issue:44671", - "issue:40990|issue:42947", + "issue:43856|issue:44756", "issue:43596|issue:44683", "issue:44589|issue:45084", + "issue:39404|issue:44671", + "issue:40990|issue:42947", "issue:36032|issue:43452", "issue:44991|issue:45081", - "issue:43582|issue:43632", "issue:32090|issue:39404", + "issue:43582|issue:43632", "issue:43957|issue:44164", "issue:40990|issue:43421", "issue:43883|issue:44488", "issue:44164|issue:44479", - "issue:44488|issue:45081", - "issue:43425|issue:45161", - "issue:43611|issue:43644" + "issue:44488|issue:45081" ], - "prepared_review_unit_hash": "682631a4c02b9fd01fbb98ddbef4d9956219e81f8ca02cefef009821ccfb29e5", + "prepared_review_unit_hash": "cb359d454483fdc89b42461521f1586bb0699f18236cc26c4ff548be2b93f336", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720193, - "estimated_input_tokens": 180049, - "estimated_eval_tokens": 360354 + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 36, - "serialized_chars": 38485, - "estimated_input_tokens": 9622, - "estimated_eval_tokens": 19500 + "soft_pair_count": 35, + "serialized_chars": 38222, + "estimated_input_tokens": 9556, + "estimated_eval_tokens": 19368 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly loose similarity around Transformers v5 regressions, tokenizer/model-loading failures, and unrelated doc/runtime issues. I found no soft-edge pair that is clearly the same underlying bug/change under a strict duplicate standard.", - "confidence": 0.86, - "canonical_issue_reason": "issue:43611 is the clearest broad, concrete v5 regression in core model loading and is more central/actionable than the more model-specific or documentation-only reports.", + "summary": "This cluster is mostly a loose set of unrelated Transformers issues, many about v5 regressions and model/tokenizer loading. The only clear duplicate-style match is the resize_token_embeddings/output_embeddings pair; the rest are too model- or failure-mode-specific to merge.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45292 is the more general statement of the resize_token_embeddings regression, while issue:45335 is a model-specific instance of the same output-embedding update bug.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 is the best representative issue for the cluster: it describes a specific loading regression with wide potential impact and a clear code-path compared with the other, narrower reports.", + "best_issue_reason": "issue:45292 is the clearest canonical issue for the one strong duplicate pair in this cluster: it is broader, concise, and describes the underlying behavior without the t5gemma-specific framing.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Different models and failures: Qwen video-input regression vs granite_speech config strictness." + "reason": "Different regressions: video-input handling for Qwen VL models vs strict config loading for granite_speech." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying bug: resize_token_embeddings is not propagating updates to the relevant output/decoder embeddings; one report is just model-specific." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Both are loading-related, but they describe different model-specific tokenizer/config problems." + "reason": "Both are tokenizer-load complaints, but they involve different models and likely different root causes." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Custom model init in notebooks and extra_state save/load handling are different bugs." + "reason": "Custom-model initialization in notebooks and save/from_pretrained extra_state handling are different code paths and failure modes." }, { "left": "issue:43257", "right": "issue:44863", "accept": false, - "reason": "Different architectures and failure modes: Qwen3 MoE conversion vs NemotronH checkpoint loading." + "reason": "Different architectures and load failures: Qwen3 MoE conversion vs NemotronH checkpoint loading." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "General Torch 2.10 incompatibility is not the same as Phi-tiny-MoE autocast dtype mismatch." + "reason": "A broad torch version incompatibility is not the same concrete bug as the Phi-tiny-MoE autocast dtype mismatch." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Autocast dtype mismatch and meta-device loading are distinct code paths." + "reason": "Both are dtype/loading-related, but one is autocast on a specific model and the other is meta-device loading; not the same bug." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage lookup error is unrelated to Strix Halo mmap OOM mitigation." + "reason": "Storage-type lookup failure and Strix Halo mmap OOM are unrelated." }, { "left": "issue:43931", "right": "issue:44863", "accept": false, - "reason": "Different model families and problems: Qwen3-VL shape mismatch vs NemotronH checkpoint loading." + "reason": "Different model-loading failures with different models and error signatures." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "No clear same bug; isolated reproduction of another issue vs PagedAttentionCache linear_attention crash." + "reason": "An isolated reproduction issue and a PagedAttentionCache crash are not the same underlying change or bug." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "Both involve loading/init behavior, but one is base_model_prefix handling and the other is notebook-defined custom models." + "reason": "Both are v5 regressions around model handling, but one is base_model_prefix-specific and the other is notebook custom-model initialization; too different to merge." }, { - "left": "issue:39404", - "right": "issue:44912", + "left": "issue:43425", + "right": "issue:43716", "accept": false, - "reason": "Whisper pipeline language return regression and GPT-OSS MXFP4 quantization fallback are unrelated." + "reason": "Torch compatibility and a Mistral-3 preprocessing dtype mismatch are different problems." }, { - "left": "issue:43425", - "right": "issue:43716", + "left": "issue:39404", + "right": "issue:44912", "accept": false, - "reason": "Torch version compatibility and Mistral-3 image dtype mismatch are different issues." + "reason": "Whisper pipeline return_language and MXFP4 quantization fallback are unrelated." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "PagedAttentionCache Qwen3.5 crash and template-node compilation error are unrelated." + "reason": "A Qwen3.5 PagedAttentionCache crash and a template-node compilation TypeError are different failures." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs complaints, but they cover different removed/changed pipeline behaviors." + "reason": "Both are docs issues, but they describe different pipeline documentation mismatches and should not be merged." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Same broad Qwen3-VL family, but not the same concrete failure: MoE loading vs weight-shape mismatch." + "reason": "Both concern Qwen3-VL loading, but the reports point to different failure modes and likely different fixes." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "Different model classes and failures: torch.export/torch_compilable_check vs Perceiver interpolation." + "reason": "torch.export/torch_compilable_check and Perceiver interpolation failures are unrelated." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video-input regression and mask shape mismatch are not the same bug." + "reason": "Different shape of bug: a video-input regression versus a generic mask/tensor shape mismatch." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "Incorrect Siglip2 outputs and ModelOutput None-key assignment are unrelated." + "reason": "Incorrect model outputs and ModelOutput key assignment are different bugs." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT prediction regression and tokenizer load failure for est-roberta are separate issues." - }, - { - "left": "issue:43856", - "right": "issue:44756", - "accept": false, - "reason": "Training memory usage and AppleSilicon mmap OOM are different performance/runtime problems." + "reason": "CamemBERT MLM predictions and a tokenizer-loading failure for another model are not the same issue." }, { "left": "issue:43425", "right": "issue:44918", "accept": false, - "reason": "Torch compatibility and Qwen3.5 embedding unpacking in TRL are unrelated." + "reason": "Torch version compatibility and Qwen3.5 embedding unpacking in TRL SFT trainer are separate problems." }, { - "left": "issue:39404", - "right": "issue:44671", - "accept": false, - "reason": "Whisper pipeline behavior and CamemBERT masked LM predictions do not match." - }, - { - "left": "issue:40990", - "right": "issue:42947", + "left": "issue:43856", + "right": "issue:44756", "accept": false, - "reason": "Perplexity regression and gradient checkpointing/LoRA effectiveness are different bugs." + "reason": "Memory inefficiency in Qwen3 MoE training is not the same as disabling mmap to avoid OOM on Strix Halo." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "Zero3 init indexing error and compiled flex_attention torch-version failure are unrelated." + "reason": "Deepspeed ZeRO-3 init crash and compiled flex_attention torch >= 2.9 failure are unrelated." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Float8 storage lookup and template compilation errors are different failures." + "reason": "Different TypeErrors in different subsystems; no shared concrete code path." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline language return and CamemBERT MLM prediction issues are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Extremely high perplexity and gradient checkpointing ineffectiveness are different bug classes." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "Tokenizer method name conflict and gguf_file from_pretrained breakage are unrelated." + "reason": "Tokenizer method-name conflict and gguf_file loading breakage are distinct tokenizer/model-loading issues." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Tokenizer loading failure for est-roberta and Mistral regex patch crash are different code paths." + "reason": "Tokenizer loading failure and Mistral regex patch crash are different concrete bugs." }, { - "left": "issue:43582", - "right": "issue:43632", + "left": "issue:32090", + "right": "issue:39404", "accept": false, - "reason": "AppleSilicon warmup TypeError and _is_hf_initialized flag regression are unrelated." + "reason": "Trainer GPU broadcast NoneType error and Whisper pipeline return_language regression are unrelated." }, { - "left": "issue:32090", - "right": "issue:39404", + "left": "issue:43582", + "right": "issue:43632", "accept": false, - "reason": "Trainer GPU broadcast TypeError and Whisper return_language regression are different bugs." + "reason": "Apple Silicon allocator warmup TypeError and _is_hf_initialized flag regression are different issues." }, { "left": "issue:43957", "right": "issue:44164", "accept": false, - "reason": "Meta-device loading breakage and extra_state save/from_pretrained handling are separate issues." + "reason": "Meta-device model loading breakage and extra_state save/load handling are separate problems." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Perplexity regression and runtime special-token post-processor update are unrelated." + "reason": "High perplexity on a model and tokenizer post-processor updates are not the same bug." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Missing all_tied_weights_keys and sleng-bert load failure are different model-loading problems." + "reason": "Missing all_tied_weights_keys on MolmoForCausalLM and a tokenizer loading failure for another model are unrelated." }, { - "left": "issue:44479", + "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Qwen video-input regression and Mistral regex patch crash are unrelated." + "reason": "Tokenizer loading failure and Mistral regex patch crash are different concrete failures." }, { - "left": "issue:44991", - "right": "issue:45081", + "left": "issue:32090", + "right": "issue:39404", "accept": false, - "reason": "Tokenizer load failure and backend_tokenizer attribute crash are different failures." + "reason": "Trainer NoneType broadcast error and Whisper return_language regression are unrelated." }, { - "left": "issue:43611", - "right": "issue:43644", + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and _is_hf_initialized breakage are different issues." + }, + { + "left": "issue:43957", + "right": "issue:44164", + "accept": false, + "reason": "Meta-device loading and extra_state persistence issues do not share the same underlying bug." + }, + { + "left": "issue:44488", + "right": "issue:45081", "accept": false, - "reason": "Base_model_prefix loading breakage and non-persistent buffer junk are different regressions." + "reason": "Current-version tokenizer loading failure and Mistral regex patch crash are different issues." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The accepted duplicate pair, issue:45292 and issue:45335, is well supported by the titles and the high soft-similarity score. The rest of the pairwise verdicts are appropriately cautious and do not overstate shared root causes." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -2314,8 +2309,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -2323,7 +2318,6 @@ "issue:36032", "issue:39404", "issue:40444", - "issue:41553", "issue:42915", "issue:42947", "issue:43262", @@ -2331,17 +2325,17 @@ "issue:43322", "issue:43377", "issue:43404", + "issue:43425", "issue:43452", "issue:43482", "issue:43540", "issue:43541", - "issue:43582", + "issue:43611", "issue:43643", "issue:43644", "issue:43645", "issue:43646", "issue:43716", - "issue:43819", "issue:43825", "issue:43883", "issue:43994", @@ -2354,7 +2348,6 @@ "issue:44530", "issue:44534", "issue:44610", - "issue:44683", "issue:44756", "issue:44811", "issue:44849", @@ -2362,6 +2355,7 @@ "issue:44991", "issue:45081", "issue:45084", + "issue:45161", "issue:45216", "issue:45325", "issue:45357", @@ -2369,9 +2363,11 @@ "issue:45584" ], "soft_pairs": [ + "issue:43425|issue:45161", + "issue:43611|issue:43644", "issue:44811|issue:45584", - "issue:44206|issue:44220", "issue:44488|issue:44987", + "issue:44206|issue:44220", "issue:43716|issue:45084", "issue:34567|issue:40444", "issue:43883|issue:44991", @@ -2380,254 +2376,245 @@ "issue:43643|issue:44530", "issue:44451|issue:44987", "issue:43452|issue:43482", + "issue:36032|issue:42915", "issue:43317|issue:43482", "issue:43541|issue:45084", - "issue:36032|issue:42915", - "issue:39404|issue:43825", "issue:42915|issue:44530", - "issue:44849|issue:45325", + "issue:39404|issue:43825", "issue:43404|issue:44466", - "issue:43262|issue:43377", + "issue:44849|issue:45325", "issue:36032|issue:43645", + "issue:43262|issue:43377", "issue:44987|issue:44991", "issue:45084|issue:45507", "issue:43646|issue:44534", - "issue:43994|issue:44610", "issue:43645|issue:44534", + "issue:43994|issue:44610", "issue:45216|issue:45357", "issue:43322|issue:43540", - "issue:43377|issue:43819", "issue:44403|issue:45081", - "issue:44451|issue:45081", - "issue:41553|issue:43582", - "issue:44220|issue:44683" + "issue:44451|issue:45081" ], - "prepared_review_unit_hash": "340d289e745eb0d1d6a0b500eb6cbaf8e0f0147f18325fb46bb007f2630876be", + "prepared_review_unit_hash": "13bb29d44b922cb8c67478f609c60cd8c8845f66c87034fc097fb4514d51e851", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720193, - "estimated_input_tokens": 180049, - "estimated_eval_tokens": 360354 + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37207, - "estimated_input_tokens": 9302, - "estimated_eval_tokens": 18860 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36324, + "estimated_input_tokens": 9081, + "estimated_eval_tokens": 18418 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous noise: many items are only loosely related by subsystem/model family, not by the same underlying defect. The only strong duplicate-like pair is the Qwen3.5 `save_pretrained` regression pair (45216/45357), which appears to describe the same checkpoint-serialization bug with different symptom detail.", - "confidence": 0.82, - "canonical_issue_reason": "No single canonical issue for the whole cluster; the items span many unrelated bugs and regressions across different models and APIs.", + "summary": "This cluster is mostly heterogeneous, with a few clear duplicate pairs centered on Transformers v5 regressions. The strongest matches are the non-persistent-buffer corruption reports, the GGUF loading regression reports, and the Qwen3.5 save_pretrained regression reports. Most other soft edges are different bugs in the same subsystem, not duplicates.", + "confidence": 0.58, + "canonical_issue_reason": "issue:44534 is the cleanest canonical for the non-persistent-buffer corruption bug: it is concise, specific, and matches 43644 nearly verbatim.", "canonical_pr_reason": null, - "best_issue_reason": "If a representative is needed, issue 45216 is the broader regression report; 45357 reads like a narrower follow-up about the same Qwen3.5 `save_pretrained` serialization problem.", + "best_issue_reason": "issue:45216 is the strongest standalone issue overall: it has a clear regression framing, a specific model/version, and is broader than the later narrow follow-up in 45357.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44811", - "right": "issue:45584", + "left": "issue:43425", + "right": "issue:45161", "accept": false, - "reason": "Both involve Whisper, but one is about `batch_decode(skip_special_tokens)` and the other about empty-generation behavior after `align_special_tokens`; different code paths and symptoms." + "reason": "Different failures: Torch version incompatibility vs MoE tensor-parallel behavior." }, { - "left": "issue:44206", - "right": "issue:44220", + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is buffer serialization corruption." + }, + { + "left": "issue:44811", + "right": "issue:45584", "accept": false, - "reason": "Both are audio-feature related, but the titles point to different failures (`center` arg regression vs. a generic `_torch_extract_fbank_features()` problem) without enough evidence they are the same bug." + "reason": "Both involve Whisper token handling, but one is batch_decode skipping specials and the other is empty-transcription generation after align_special_tokens." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Both are loading failures, but they concern different models and likely different tokenizer/model compatibility issues; too broad to treat as one duplicate." + "reason": "Both are model-loading failures, but for different models and different breakages." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Related audio code, but the titles point to different concrete failures and no shared bug is clear." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Completely different problems: Mistral-3 image dtype mismatch vs. a template compilation error." + "reason": "Unrelated: multimodal dtype mismatch versus Jinja/template compilation error." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "Trainer token accounting and Qwen2.5-VL multi-image IterableDataset failure are unrelated." + "reason": "Trainer token accounting bug is unrelated to Qwen2.5-VL iterable-dataset image handling." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Different model-loading/tokenizer issues for different models; same broad area, but not the same concrete bug." + "reason": "Both are loading-related, but they concern different models and different missing attributes/paths." }, { "left": "issue:42947", "right": "issue:44756", "accept": false, - "reason": "LoRA gradient-checkpointing behavior and Strix Halo mmap OOM are unrelated." + "reason": "Gradient checkpointing/LoRA is unrelated to mmap/OOM on Strix Halo." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Both touch Transformers v5 initialization behavior, but one is about non-persistent buffers and the other about custom model initialization; not the same underlying defect." + "reason": "Both are v5 custom-model regressions, but one is buffer corruption and the other is custom model initialization." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "Missing fields from `AutoConfig.from_pretrained(trust_remote_code=True)` is unrelated to Qwen3.5 PagedAttentionCache group-type crashes." + "reason": "trust_remote_code config fields and Qwen3.5 PagedAttentionCache are unrelated bugs." }, { - "left": "issue:39404", - "right": "issue:43825", + "left": "issue:44451", + "right": "issue:44987", "accept": false, - "reason": "Whisper `return_language` pipeline behavior and a bad pipeline error message are different issues." + "reason": "Different loading failures for different repositories; no shared underlying defect is evident." }, { "left": "issue:43452", "right": "issue:43482", + "accept": true, + "reason": "Both describe the same GGUF loading regression in v5; 43482 is a model-specific instance of the broader gguf_file breakage." + }, + { + "left": "issue:36032", + "right": "issue:42915", "accept": false, - "reason": "Both involve GGUF loading, but one is a generic `gguf_file` regression and the other is a specific Qwen2.5-GGUF failure; not enough evidence of one bug." + "reason": "Tokenizer method conflict and Qwen3Moe FP8 failure are unrelated." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "Different loading paths and failures: dequantized device-map offload vs. Qwen2.5-GGUF/v5 loading." + "reason": "GPU/CPU offload dequantization failure is not the same bug as GGUF loading regression." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Torch dynamo/grouped_mm tracing failure is unrelated to template-node compilation errors." + "reason": "Grouped_mm torch-dynamo tracing error is unrelated to template compilation." }, { - "left": "issue:36032", - "right": "issue:42915", + "left": "issue:42915", + "right": "issue:44530", "accept": false, - "reason": "T5 tokenizer method-name conflict and Qwen3MoE FP8 failure are unrelated." + "reason": "Different model families and different runtime failures." }, { "left": "issue:39404", "right": "issue:43825", "accept": false, - "reason": "Same as above: different Whisper/pipeline bug versus error-message wording issue." + "reason": "Whisper return_language behavior and pipeline translation error messaging are distinct pipeline issues." }, { - "left": "issue:42915", - "right": "issue:44530", + "left": "issue:43404", + "right": "issue:44466", "accept": false, - "reason": "Fine-grained FP8 config failure and Qwen3.5 linear_attention cache crash are unrelated." + "reason": "Both involve lm_head/tied weights, but one is an untied-weight bug and the other is device-dependent serialization inconsistency." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Qwen3.5 hidden-states output bug and Qwen2.5-VL rope-index scaling bug affect different models and code paths." + "reason": "Qwen3.5 hidden-state output bug is unrelated to Qwen2.5-VL rope index scaling." }, { - "left": "issue:43404", - "right": "issue:44466", + "left": "issue:36032", + "right": "issue:43645", "accept": false, - "reason": "Both mention tied weights/lm_head, but one is a missing tie in a model class and the other is inconsistent serialization behavior; not the same bug." + "reason": "Tokenizer class name conflict is unrelated to notebook custom-model initialization." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and MIMI padding-mask batch discrepancy are different issues." - }, - { - "left": "issue:36032", - "right": "issue:43645", - "accept": false, - "reason": "Tokenizer method conflict and notebook custom-model initialization are unrelated." + "reason": "Audio chat-template sampling-rate defaulting and MIMI padding-mask behavior are different issues." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are model-loading regressions, but for different models and likely different failure causes." + "reason": "Both are model-loading regressions, but for different models and likely different root causes." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Template compilation error and GraniteMoEHybrid invalid-method call are unrelated." + "reason": "Template-node compilation error is unrelated to GraniteMoEHybrid method dispatch." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Both concern Transformers v5 custom model behavior, but one is about initialization and the other about non-persistent buffer values; insufficient evidence of one concrete bug." + "reason": "These are different v5 regressions; 44534 is about buffer corruption, 43646 about custom model initialization." }, { - "left": "issue:43994", - "right": "issue:44610", + "left": "issue:43645", + "right": "issue:44534", "accept": false, - "reason": "SigLIP2 bad outputs and OmDet-Turbo image-size mismatch are different model/preprocessor problems." + "reason": "Notebook custom-model initialization is not the same bug as non-persistent-buffer junk." }, { - "left": "issue:43645", - "right": "issue:44534", + "left": "issue:43994", + "right": "issue:44610", "accept": false, - "reason": "Notebook custom-model initialization and junk-filled buffers are separate v5 regressions." + "reason": "Siglip2 inference quality and OmDet-Turbo input-size mismatch are unrelated." }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Same model family and same `save_pretrained` checkpoint-serialization regression; the later issue just narrows the symptom to incorrect visual encoder keys." + "reason": "Both report the same Qwen3.5 save_pretrained regression; 45357 is a later narrower follow-up about visual encoder keys." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Segfault on Llava Next model loading and Qwen3OmniMoe video-processing ValueError are unrelated multimodal failures." - }, - { - "left": "issue:43377", - "right": "issue:43819", - "accept": false, - "reason": "Both are codec/model inference bugs, but MIMI padding-mask batching and DAC latent/STE mismatch are different code paths." + "reason": "Segmentation fault loading Llava Next and Qwen3OmniMoe video processing ValueError are different failures." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Unnecessary loading noise and Mistral regex-patching crash are unrelated." + "reason": "Loading noise and Mistral regex patch crashes are not the same underlying bug." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Different tokenizer-loading failures for different models; not the same defect." - }, - { - "left": "issue:41553", - "right": "issue:43582", - "accept": false, - "reason": "Bad AutoTokenizer error message for Voxtral and Apple Silicon allocator TypeError are unrelated." - }, - { - "left": "issue:44220", - "right": "issue:44683", - "accept": false, - "reason": "Audio fbank-feature extraction and compiled flex_attention on torch 2.9 are unrelated." + "reason": "Different tokenizer-loading failures with different trigger conditions." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative about weak links. The only accepted soft-edge pair, 45216/45357, is plausibly the same Qwen3.5 save_pretrained serialization regression, while the rest of the pairwise rejections are appropriately cautious. No obvious overstatement or unsupported canonicalization." + "feedback": "The analysis is generally grounded and conservative. The accepted duplicate pairs are well-supported by the titles, and the rejected soft edges mostly avoid overstating similarity. Minor phrasing in the summary is a bit broad, but not enough to undermine the evaluation." }, "evaluator_used": true, "retried": false, @@ -2643,34 +2630,36 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ "issue:33666", - "issue:35707", "issue:36032", "issue:40444", "issue:40990", + "issue:41553", "issue:41720", "issue:42175", "issue:42915", "issue:43296", "issue:43317", + "issue:43377", "issue:43404", "issue:43421", "issue:43425", "issue:43482", "issue:43531", + "issue:43582", "issue:43611", "issue:43632", "issue:43742", - "issue:43792", "issue:43818", + "issue:43819", "issue:43856", "issue:44062", - "issue:44079", + "issue:44220", "issue:44265", "issue:44291", "issue:44403", @@ -2685,7 +2674,6 @@ "issue:44829", "issue:44877", "issue:44987", - "issue:44991", "issue:45020", "issue:45081", "issue:45084", @@ -2697,9 +2685,12 @@ "issue:45542" ], "soft_pairs": [ - "issue:43632|issue:44756", + "issue:41553|issue:43582", + "issue:43377|issue:43819", + "issue:44220|issue:44683", "issue:44265|issue:44610", "issue:43404|issue:45127", + "issue:43632|issue:44756", "issue:42915|issue:45084", "issue:44987|issue:45081", "issue:43296|issue:43531", @@ -2713,229 +2704,219 @@ "issue:42175|issue:45542", "issue:40444|issue:45325", "issue:43632|issue:44534", - "issue:43421|issue:44568", - "issue:43818|issue:45357", "issue:43531|issue:44877", + "issue:43421|issue:44568", "issue:42915|issue:44589", + "issue:43818|issue:45357", "issue:36032|issue:41720", "issue:43425|issue:44403", "issue:44683|issue:45020", "issue:43482|issue:45538", "issue:44829|issue:45479", - "issue:33666|issue:40444", - "issue:44403|issue:44991", - "issue:43792|issue:44589", - "issue:44079|issue:44534", - "issue:35707|issue:40444" + "issue:33666|issue:40444" ], - "prepared_review_unit_hash": "f822eae9c530972cd221112cf845f84ff76f09b56602ccad09de2cd5f669e661", + "prepared_review_unit_hash": "f55736b054e714d11f2fc266a9e1952873ec57d84502b52cb0e3a5c575d83292", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720193, - "estimated_input_tokens": 180049, - "estimated_eval_tokens": 360354 + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36158, - "estimated_input_tokens": 9040, - "estimated_eval_tokens": 18336 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36441, + "estimated_input_tokens": 9111, + "estimated_eval_tokens": 18478 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated Transformer regressions across different models/subsystems; I do not see any true duplicate pairs to merge. If one issue must represent the cluster, #45020 is the broadest umbrella for the repeated recent-version breakage theme.", - "confidence": 0.89, - "canonical_issue_reason": "Issue #45020 is the broadest umbrella for the repeated 'recent transformers versions break models' theme, though the cluster overall is not a true duplicate set.", + "summary": "This cluster is mostly heterogeneous, and none of the suggested soft pairs looks like a true duplicate. A few are superficially related by subsystem (especially Qwen/VL and tokenizer-loading issues), but the symptoms and code paths differ enough to keep them separate.", + "confidence": 0.92, + "canonical_issue_reason": "No clear canonical issue: the set spans many unrelated bugs across tokenizers, Qwen/VL, packaging, memory, and compiler behavior, so no single issue represents the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "#45020 is the most representative and open issue here: it captures broad version-regression breakage across models, even if it does not subsume the other reports.", + "best_issue_reason": "No best issue for deduplication; even the closest pairs only share a broad subsystem and are not the same underlying bug or change.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43632", - "right": "issue:44756", + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Tokenizer-loading error vs Apple Silicon allocator TypeError; unrelated subsystems and failures." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Different models and code paths: MIMI batching/padding-mask bug vs DAC from_latents/STE mismatch." + }, + { + "left": "issue:44220", + "right": "issue:44683", "accept": false, - "reason": "Different failures: `_is_hf_initialized` init handling vs Strix Halo mmap/OOM behavior." + "reason": "Audio feature extraction issue vs compiled flex_attention failure on torch>=2.9; not the same bug." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export/torch_compilable_check is unrelated to a processor input-size mismatch in OmDet-Turbo." + "reason": "torch.export/torch_compilable_check failure vs processor image-size mismatch; different layers of the stack." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "One is a tied lm_head bug; the other is LoRA merge collapse with extended vocab. Not the same bug." + "reason": "Both touch weight tying, but one is an untied lm_head in Mistral3 and the other is LoRA merge collapse with extended vocab; different underlying problems." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Transformers v5 init flag regression vs mmap OOM on Strix Halo; unrelated issues." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "Qwen3MoE FP8 config failure and a non-template-node compile error are different code paths." + "reason": "Qwen3Moe FP8 config failure vs template-node compilation TypeError; no shared bug." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Tokenizer loading failure for one model is not the same as the Mistral regex patch crash." + "reason": "Both involve loading behavior, but one is a model load regression and the other is a tokenizer regex patch crash; not the same fix." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "PaddleOCR-VL loading and Qwen3-MoE sliding_window issues are unrelated." + "reason": "PaddleOCR-VL/vLLM model load failure vs Qwen3-MoE sliding_window issue; different models and failure modes." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "Both are Qwen VL-temporal topics, but one is a broad video-input regression and the other is a still-image RoPE scaling bug." + "reason": "Closely related Qwen-VL area, but one is a broad video-input regression across several models and the other is a still-image temporal-position scaling bug; not clearly mergeable." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "AddedToken special-arg duplication is unrelated to a specific model loading regression." + "reason": "AddedToken keyword-argument error vs loading physical-intelligence/fast on recent transformers; only loosely related to tokenizer/model loading." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "FP8 config handling and unexpected `_is_hf_initialized` argument errors are distinct problems." + "reason": "Different regressions: FineGrainedFP8Config failure vs unexpected _is_hf_initialized argument with init_empty_weights." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "Perplexity regression on GPT-OSS is unrelated to Whisper batch_decode special-token handling." + "reason": "Perplexity anomaly on GPT-OSS vs Whisper batch_decode skip_special_tokens bug; unrelated." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "`base_model_prefix` loading breakage and non-persistent buffer corruption are different failures." + "reason": "Both are transformers v5 regressions, but one concerns base_model_prefix loading and the other non-persistent buffers; separate issues." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "Device-map/offload loading failure is not the same as MoE training memory inefficiency." + "reason": "device_map/offload loading failure vs Qwen3 MoE training memory inefficiency; different problem statements." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "T5Tokenizer special-token method conflict and MobileLLM key errors do not share the same root cause." + "reason": "T5 tokenizer add_special_tokens conflict vs MobileLLM key error; no shared underlying bug." }, { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Packaging omission of TensorFlow is different from the undefined tf backend error caused by tensorboard-only installs." + "reason": "Both mention TensorFlow backend packaging, but one is missing TF in the torch extra and the other is an undefined tf-backend runtime error with tensorboard-only installs." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Multi-image iterable fine-tuning failure is not the same as RoPE temporal position scaling in Qwen2.5-VL." + "reason": "Multiple-images iterable-dataset failure vs still-image temporal-position scaling bug; same model family, different bug." }, { "left": "issue:43632", "right": "issue:44534", "accept": false, - "reason": "`_is_hf_initialized` flag behavior and non-persistent buffer filling are separate regressions." + "reason": "Different transformers v5 regressions with different symptoms and code paths." }, { - "left": "issue:43421", - "right": "issue:44568", + "left": "issue:43531", + "right": "issue:44877", "accept": false, - "reason": "Runtime post-processor updates and BOS/EOS insertion on tokenization are related only broadly, not the same bug." + "reason": "Qwen3-MoE sliding_window bug vs granite_speech strict-config loading failure; unrelated." }, { - "left": "issue:43818", - "right": "issue:45357", + "left": "issue:43421", + "right": "issue:44568", "accept": false, - "reason": "Video-LLaVA temporal-attention/weight-sharing bug and Qwen3.5 save_pretrained key bug are unrelated." + "reason": "Runtime special-token/post-processor update feature vs mdeberta tokenizer BOS/EOS regression; not the same issue." }, { - "left": "issue:43531", - "right": "issue:44877", + "left": "issue:42915", + "right": "issue:44589", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and granite_speech strict-config loading are different issues." + "reason": "Qwen3Moe FP8 config failure vs missing Float8 storage object; only loosely related to FP8/quantization." }, { - "left": "issue:42915", - "right": "issue:44589", + "left": "issue:43818", + "right": "issue:45357", "accept": false, - "reason": "FP8 config failure and missing Float8 storage type are distinct float8-related problems." + "reason": "Video-LLaVA tower/weight-sharing bug vs Qwen3.5 save_pretrained key regression; different models and fixes." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Tokenizer special-token conflict is unrelated to Qwen3 auto device-mapping CUDA asserts." + "reason": "Tokenizer method conflict vs Qwen3 auto device mapping cudaErrorAssert; unrelated." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch version incompatibility and noisy loading output are not the same underlying bug." + "reason": "Torch version compatibility complaint vs generic transformer-loading noise; not the same bug." }, { "left": "issue:44683", "right": "issue:45020", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and remote_code loading regressions are separate compatibility problems." + "reason": "Compiled flex_attention on torch>=2.9 vs remote_code breakages in recent transformers; different failure classes." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "GGUF loading failure and CLIPTokenizer max-length behavior are unrelated." + "reason": "Qwen2.5-GGUF loading with transformers v5 vs CLIPTokenizer model_max_length constant; unrelated." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Flash-attention-induced degenerate training and single-label zero-loss behavior are different classification bugs." + "reason": "Degenerate training with flash_attention_3 vs zero-loss single-label classification bug; different model behaviors and causes." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Qwen2-VL multi-GPU training and multi-image-per-prompt iterable-dataset failure are not the same bug." - }, - { - "left": "issue:44403", - "right": "issue:44991", - "accept": false, - "reason": "A general loading-noise complaint does not match a concrete tokenizer loading failure." - }, - { - "left": "issue:43792", - "right": "issue:44589", - "accept": false, - "reason": "Whisper runtime failure is unrelated to the Float8 storage lookup issue." - }, - { - "left": "issue:44079", - "right": "issue:44534", - "accept": false, - "reason": "ModelOutput key assignment and non-persistent buffer junk are different subsystems." - }, - { - "left": "issue:35707", - "right": "issue:40444", - "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen2.5-VL multi-image fine-tuning failure." + "reason": "Multi-GPU training request for Qwen2-VL vs Qwen2.5-VL iterable-dataset multi-image failure; not the same bug or change." } ] }, @@ -2954,15 +2935,13 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ - "issue:34634", "issue:35707", "issue:40444", - "issue:40990", "issue:41720", "issue:42175", "issue:42915", @@ -2993,8 +2972,10 @@ "issue:44265", "issue:44291", "issue:44387", + "issue:44403", "issue:44466", "issue:44488", + "issue:44534", "issue:44589", "issue:44617", "issue:44683", @@ -3005,10 +2986,13 @@ "issue:45325", "issue:45381", "issue:45491", - "issue:45563", - "issue:45584" + "issue:45563" ], "soft_pairs": [ + "issue:44403|issue:44991", + "issue:43792|issue:44589", + "issue:44079|issue:44534", + "issue:35707|issue:40444", "issue:43377|issue:45491", "issue:43482|issue:43525", "issue:44291|issue:44589", @@ -3016,18 +3000,18 @@ "issue:44079|issue:45072", "issue:43644|issue:44079", "issue:40444|issue:45381", - "issue:43632|issue:45072", "issue:44265|issue:45072", "issue:43881|issue:44488", - "issue:45325|issue:45381", + "issue:43632|issue:45072", "issue:43531|issue:44291", - "issue:43611|issue:43646", + "issue:45325|issue:45381", "issue:41720|issue:45081", + "issue:43611|issue:43646", "issue:42175|issue:43296", "issue:43454|issue:44466", "issue:43994|issue:44898", - "issue:44387|issue:44617", "issue:43828|issue:44683", + "issue:44387|issue:44617", "issue:42915|issue:43482", "issue:43526|issue:43883", "issue:43792|issue:43957", @@ -3035,222 +3019,229 @@ "issue:43262|issue:43746", "issue:43632|issue:45563", "issue:43881|issue:44991", - "issue:40990|issue:45584", - "issue:43317|issue:43873", - "issue:34634|issue:35707" + "issue:43317|issue:43873" ], - "prepared_review_unit_hash": "600b3bd80c17b76c461ab3af243a1e58c629366bd461739fdf24a77d56978737", + "prepared_review_unit_hash": "a625c7bab67ba8ee5e9abf6652757c819d4adc522869f080645ca0ae87287cd4", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720193, - "estimated_input_tokens": 180049, - "estimated_eval_tokens": 360354 + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36393, - "estimated_input_tokens": 9099, - "estimated_eval_tokens": 18454 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36406, + "estimated_input_tokens": 9102, + "estimated_eval_tokens": 18460 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous, but it is dominated by Transformers v5 model-loading/initialization regressions. Only one soft pair looks like the same concrete bug family (Qwen2.5-VL position-id generation).", - "confidence": 0.72, - "canonical_issue_reason": "issue:43646 is the broadest representative of the dominant theme: Transformers 5.0.0 breaking custom model initialization and related loading paths.", + "summary": "This cluster is mostly a set of unrelated Transformers regressions and model-specific bugs that only loosely overlap on broad themes like v5 loading/init, quantization/offload, or multimodal position ids. I do not see any pair that is clearly the same underlying bug, so I would not merge any soft edges.", + "confidence": 0.66, + "canonical_issue_reason": "Issue 43632 is the best representative because it is a broad Transformers v5 initialization regression and sits closest to several other v5-related loading/init reports in this set, even though the cluster is not a true duplicate group.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the best cluster representative because it is the most generic, central v5 regression title and subsumes several nearby load/init failures.", + "best_issue_reason": "Issue 43632 is the strongest single issue to anchor the cluster: it is broad, clearly version-regression oriented, and most suitable as the central representative among these mostly distinct bug reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Both concern loading behavior, but one is about noisy model-loading logs and the other is a tokenizer-loading failure for a specific checkpoint; different bugs." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and Float8 storage lookup error are different failure modes with no clear shared code-path." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer serialization are unrelated internals." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values and Qwen2.5-VL multi-image IterableDataset failure are different workflows and bugs." + }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Different models and symptoms; one is MIMI batching/padding-mask behavior, the other is Gemma3 sliding-window NaNs." + "reason": "Both mention batching/padding, but one is a MIMI encoder padding-mask issue and the other is Gemma3 sliding-window NaNs; not the same bug." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Unrelated failures: Qwen2.5-GGUF loading vs Llama4Config missing pad_token_id." + "reason": "Qwen2.5-GGUF loading failure and missing pad_token_id on Llama4Config are model-specific and unrelated." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Both are Transformers v5 regressions, but one is init_empty_weights/_is_hf_initialized handling and the other is an fp8 storage lookup error." + "reason": "Unexpected _is_hf_initialized arg during init_empty_weights is a different regression from the Float8 storage lookup failure." }, { "left": "issue:43749", "right": "issue:44079", "accept": false, - "reason": "Different subsystems: FSDP CPU RAM-efficient loading vs ModelOutput key assignment." + "reason": "FSDP CPU RAM efficient loading and ModelOutput key handling do not share the same underlying bug." }, { "left": "issue:44079", "right": "issue:45072", "accept": false, - "reason": "ModelOutput key bookkeeping is unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "ModelOutput key assignment and bfloat16 dtype mismatch are separate issues." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Non-persistent buffer serialization junk is a different bug from ModelOutput key assignment." + "reason": "Non-persistent buffer junk in v5 is unrelated to ModelOutput key bookkeeping." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Both involve Qwen2.5-VL, but one is finetuning with multiple images and the other is video position ids; not the same concrete bug." - }, - { - "left": "issue:43632", - "right": "issue:45072", - "accept": false, - "reason": "_is_hf_initialized flag regression is unrelated to bfloat16 dtype mismatch issues." + "reason": "Both involve Qwen2.5-VL, but one is multi-image finetuning and the other is video vision_position_ids; different code paths." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "torch.export/torch_compilable_check failure is a different code path than dtype mismatch inference bugs." + "reason": "torch.export/torch_compilable_check and bfloat16 inference dtype mismatches are distinct problems." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Different model-loading failures affecting different models and likely different root causes." + "reason": "glm-4v-9b loading failure and sleng-bert loading failure are separate model-specific regressions." }, { - "left": "issue:45325", - "right": "issue:45381", - "accept": true, - "reason": "Same Qwen2.5-VL position-id / rope-index code path: one reports still-image temporal position scaling, the other video vision_position_ids being wrong." + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized regression and bfloat16 dtype mismatch are different v5 breakages." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to init_empty_weights argument handling." + "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights argument handling are unrelated." }, { - "left": "issue:43611", - "right": "issue:43646", + "left": "issue:45325", + "right": "issue:45381", "accept": false, - "reason": "Both are v5 loading regressions, but base_model_prefix handling and custom model initialization are not the same concrete bug." + "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 clearly the same defect." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert and Mistral tokenizer regex patch crash are unrelated." + "reason": "Qwen3 auto device-mapping CUDA assert and Mistral tokenizer regex patch crash are unrelated." }, { - "left": "issue:42175", - "right": "issue:43296", + "left": "issue:43611", + "right": "issue:43646", "accept": false, - "reason": "Packaging/backend dependency issue is unrelated to PaddleOCR-VL model loading." + "reason": "Both are v5 loading/init regressions, but one is about base_model_prefix and the other custom model initialization; not clearly the same bug." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "TensorFlow backend packaging and PaddleOCR-VL loading in vLLM are unrelated." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "Missing lm_head weight tying and device-dependent serialization are different tied-weight bugs." + "reason": "lm_head tying failure and device-dependent lm_head serialization are adjacent themes but different bugs." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Different vision-model inference failures with different models and different failure modes." + "reason": "SigLIP2 nonsensical outputs and Perceiver non-default resolution failure are different model-specific issues." }, { - "left": "issue:44387", - "right": "issue:44617", + "left": "issue:43828", + "right": "issue:44683", "accept": false, - "reason": "Int4 quantization CUDA memory growth is unrelated to Sam3Video OOM." + "reason": "Autocast dtype mismatch and compiled flex_attention failure on torch>=2.9 are separate incompatibilities." }, { - "left": "issue:43828", - "right": "issue:44683", + "left": "issue:44387", + "right": "issue:44617", "accept": false, - "reason": "Autocast dtype mismatch and compiled flex_attention on torch>=2.9 are different issues." + "reason": "Quantization memory regression and Sam3Video OOM are not the same underlying issue." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Qwen3MoE FP8 config failure is unrelated to Qwen2.5-GGUF loading." + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen2.5-GGUF loading failure are different model/config problems." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug is unrelated to Molmo tied-weight attribute errors." + "reason": "BeitImageProcessorFast label reduction bug and Molmo tied-weights attribute error are unrelated." }, { "left": "issue:43792", "right": "issue:43957", "accept": false, - "reason": "Whisper runtime failure and meta-device loading regressions are different problems." + "reason": "Whisper-large-v2 runtime failure and meta-device loading breakage affect different subsystems." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint resume key mismatch is unrelated to Qwen2.5-VL position-id generation." + "reason": "Checkpoint resume key mismatch and Qwen2.5-VL rope-index scaling are unrelated." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio chat-template sample-rate defaulting is unrelated to PEFT checkpoint loading." + "reason": "Audio processor chat-template sampling rate default and GraniteSpeech PEFT checkpoint loading are different bugs." }, { "left": "issue:43632", "right": "issue:45563", "accept": false, - "reason": "_is_hf_initialized regression is unrelated to a stale warning in paged generate()." + "reason": "Non-persistent buffer initialization and stale num_return_sequences warning are not the same issue." }, { "left": "issue:43881", "right": "issue:44991", "accept": false, - "reason": "Different tokenizer/model-loading failures for different models." - }, - { - "left": "issue:40990", - "right": "issue:45584", - "accept": false, - "reason": "High perplexity on GPT-OSS and Whisper empty-transcription generation failure are unrelated." + "reason": "Different model-loading failures for different checkpoints; no shared concrete bug." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both mention offloading/quantization, but they are not clearly the same concrete failure mode." - }, - { - "left": "issue:34634", - "right": "issue:35707", - "accept": false, - "reason": "Completely unrelated: BarkProcessor voice_preset vs progressive generation with inputs_embeds/past_key_values." + "reason": "Both mention offloading/quantization, but one is dequantized model loading with gpu+cpu offload and the other is a broader offloading complaint; not clearly the same concrete defect." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays appropriately conservative. The cluster is indeed heterogeneous, with a visible v5 loading/initialization theme, and the one accepted soft pair (issue:45325 vs issue:45381) is a plausible same-family position-id/rope-index match. The rejected soft pairs are also phrased cautiously and do not overclaim shared root causes." - }, - "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 }, @@ -3262,21 +3253,22 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ + "issue:34634", "issue:35707", "issue:36331", "issue:39692", "issue:40444", + "issue:40990", "issue:41720", "issue:42617", "issue:42915", "issue:43296", "issue:43316", - "issue:43317", "issue:43322", "issue:43377", "issue:43404", @@ -3300,9 +3292,7 @@ "issue:44479", "issue:44534", "issue:44610", - "issue:44671", "issue:44683", - "issue:44743", "issue:44756", "issue:44877", "issue:44898", @@ -3313,304 +3303,291 @@ "issue:45072", "issue:45325", "issue:45357", - "issue:45406" + "issue:45406", + "issue:45584" ], "soft_pairs": [ + "issue:40990|issue:45584", "issue:43606|issue:44265", + "issue:34634|issue:35707", "issue:44291|issue:44877", "issue:44186|issue:44265", "issue:43606|issue:43819", "issue:44610|issue:45325", "issue:35707|issue:41720", - "issue:43377|issue:44898", "issue:43454|issue:43550", - "issue:43377|issue:44610", + "issue:43377|issue:44898", "issue:43454|issue:45072", + "issue:43377|issue:44610", "issue:39692|issue:40444", "issue:44466|issue:45357", "issue:43749|issue:44534", - "issue:43296|issue:44991", "issue:43792|issue:44683", + "issue:43296|issue:44991", "issue:43296|issue:44877", "issue:41720|issue:43322", "issue:43454|issue:43720", "issue:43404|issue:45357", "issue:41720|issue:44977", - "issue:44423|issue:45406", "issue:43526|issue:43881", + "issue:44423|issue:45406", "issue:44186|issue:45072", "issue:43873|issue:44756", "issue:43577|issue:43708", "issue:42617|issue:42915", "issue:44877|issue:44991", - "issue:44610|issue:44898", "issue:43550|issue:43720", + "issue:44610|issue:44898", "issue:44479|issue:44918", "issue:44186|issue:44610", "issue:36331|issue:42915", "issue:36331|issue:42617", - "issue:43316|issue:44913", - "issue:44671|issue:44743", - "issue:42915|issue:43317", - "issue:43550|issue:43606", - "issue:41720|issue:42617" + "issue:43316|issue:44913" ], - "prepared_review_unit_hash": "4e2e513f44155689223314896d0f7d4953d76890b4b43ae9228e4b9da9f10695", + "prepared_review_unit_hash": "d6209d5c4adf087de1da8085669f7ce20494a4c9ee82bf1fdcfe2054eeea2e4c", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720193, - "estimated_input_tokens": 180049, - "estimated_eval_tokens": 360354 + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 38, - "serialized_chars": 38633, - "estimated_input_tokens": 9659, - "estimated_eval_tokens": 19574 + "soft_pair_count": 36, + "serialized_chars": 37996, + "estimated_input_tokens": 9499, + "estimated_eval_tokens": 19254 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very heterogeneous: the pairs mostly share broad themes like loading, quantization, offloading, multimodal models, or config APIs, but not the same concrete bug or code path. I would reject every soft edge here; none looks safe to merge as a duplicate/one-fix pair.", - "confidence": 0.94, - "canonical_issue_reason": "issue:43873 is the broadest representative of the set (offloading + quantization + loading), but it is only a weak cluster anchor because the surrounding issues are not true duplicates.", + "summary": "These reports are mostly unrelated bug tickets; the soft-similarity links are broad-topic matches rather than true duplicates, so none should be merged.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43873 is the broadest current report in the set, centered on offloading/quantization behavior and already attracting references, so it is the best anchor if one issue must represent the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the most generic and central issue to use as a representative triage anchor, but only because the cluster lacks a real duplicate nucleus.", + "best_issue_reason": "Issue 43873 is the strongest global issue candidate because it is open, broadly phrased, and likely to absorb related offloading/quantization reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Different failures: high perplexity on a model/eval setup vs empty-transcription generation after token alignment." + }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "One is a CPU offload device-mismatch failure in a specific model; the other is a torch.export/torch_compilable_check export failure. Different code paths." + "reason": "CPU-offload device mismatch is unrelated to torch.export failures around torch_compilable_check." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice preset loading is a different path from progressive generation with inputs_embeds and past_key_values." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Unexpected `_is_hf_initialized` argument during init_empty_weights is unrelated to strict config blocking granite_speech loading." + "reason": "Unexpected init arg during init_empty_weights is unrelated to strict config blocking granite_speech." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer crashes on NER/padding are unrelated to export failures from torch_compilable_check." + "reason": "Tokenizer crashes on NER/padding are not the same bug as export failures from torch_compilable_check." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "CPU offload device mismatch and DAC.from_latents STE mismatch are different model/runtime bugs." + "reason": "Offload device mismatch and DAC latent reconstruction mismatch are separate code paths and symptoms." }, { "left": "issue:44610", "right": "issue:45325", "accept": false, - "reason": "Processor resolution mismatch for OmDet-Turbo is unrelated to Qwen2.5-VL temporal rope indexing." + "reason": "Processor/model input-size mismatch is unrelated to Qwen2.5-VL temporal position ID scaling." }, { "left": "issue:35707", "right": "issue:41720", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to Qwen3 auto device-map cuda asserts." - }, - { - "left": "issue:43377", - "right": "issue:44898", - "accept": false, - "reason": "MIMI padding-mask batching bug and Perceiver non-default-resolution failure are different model components and symptoms." + "reason": "Inputs_embeds generation issues are not the same as Qwen3 auto device-mapping CUDA asserts." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "Tied lm_head weights bug and Bamba torch.compile/SDPA failure are unrelated." + "reason": "Weight tying in AyaVision is unrelated to Bamba torch.compile failures with SDPA." }, { "left": "issue:43377", - "right": "issue:44610", + "right": "issue:44898", "accept": false, - "reason": "Both involve model inputs, but one is MIMI batching behavior and the other is OmDet processor output size; not the same bug." + "reason": "Missing padding-mask support in MIMI encoder is a different bug from Perceiver non-default resolution failures." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "lm_head tying/serialization issues do not match dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "AyaVision lm_head tying and bfloat16 dtype mismatches in wrappers are different defects." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI batched-vs-single padding behavior is not the same as OmDet processor size mismatch." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "SigLIP2 documentation errors and Qwen2.5-VL iterable-dataset finetuning failure are unrelated." + "reason": "SigLIP2 doc example errors and Qwen2.5-VL multi-image finetuning failures are different multimodal issues." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Inconsistent lm_head serialization by device is not the same as incorrect visual encoder keys being saved." + "reason": "Inconsistent lm_head serialization by device is different from saving wrong visual encoder keys." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk are both v5/loading-adjacent, but not the same concrete bug." + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk are both loading-related but not the same concrete bug." }, { - "left": "issue:43296", - "right": "issue:44991", + "left": "issue:43792", + "right": "issue:44683", "accept": false, - "reason": "PaddleOCR-VL load failure in vLLM and tokenizer loading failure for est-roberta are separate model/tokenizer issues." + "reason": "Whisper model loading/can't-run report is unrelated to compiled flex_attention breaking on torch>=2.9." }, { - "left": "issue:43792", - "right": "issue:44683", + "left": "issue:43296", + "right": "issue:44991", "accept": false, - "reason": "Whisper model runtime failure and compiled flex_attention on torch>=2.9 are unrelated." + "reason": "PaddleOCR-VL loading failure is a model-specific load issue, not tokenizer loading for est-roberta." }, { "left": "issue:43296", "right": "issue:44877", "accept": false, - "reason": "vLLM/PaddleOCR-VL loading failure is unrelated to strict config rejection of granite_speech." + "reason": "PaddleOCR-VL model loading and strict config rejection of granite_speech are different failures." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Qwen3 auto device mapping cudaErrorAssert and Llava Next segfault are both loading/runtime crashes but not the same underlying issue." + "reason": "Qwen3 auto device-mapping CUDA asserts are unrelated to Llava Next segfaults." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "lm_head tying is unrelated to BitNet packed-weight unpacking during accelerate loading." + "reason": "AyaVision weight tying and BitNet packed-weight unpacking are separate model-initialization problems." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Mistral3 lm_head weight tying and Qwen3.5 visual encoder key serialization are different model families and fixes." + "reason": "Mistral3 lm_head tying affects generation, while Qwen3.5 save_pretrained saves wrong visual keys." }, { "left": "issue:41720", "right": "issue:44977", "accept": false, - "reason": "Auto device-map cuda assert for Qwen3 and flash-attention generation regression for Qwen3.5 are distinct failures." + "reason": "CUDA assert on device mapping is not the same as flash-attention generation regression." }, { - "left": "issue:44423", - "right": "issue:45406", + "left": "issue:43526", + "right": "issue:43881", "accept": false, - "reason": "Continuous-batching multimodal crash with 'str' object has no attribute 'to' is unrelated to Gemma4Processor missing `_tokenizer`." + "reason": "BEiT reduce_labels returning one label is unrelated to glm-4v-9b loading failure." }, { - "left": "issue:43526", - "right": "issue:43881", + "left": "issue:44423", + "right": "issue:45406", "accept": false, - "reason": "BEiT fast processor label reduction bug and glm-4v-9b loading failure are unrelated." + "reason": "Continuous-batching crash with multimodal inputs is a different processor/API bug than Gemma4Processor missing _tokenizer." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Tokenizer crash on NER/padding has nothing to do with dtype mismatches in inference." + "reason": "Tokenizer crashes for LayoutLMv2 are unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Both mention memory/offload concerns, but one is quantization offloading behavior and the other is mmap OOM on Strix Halo." + "reason": "Both are memory/offload themed, but one is quantized offloading behavior while the other is mmap OOM on Strix Halo." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "Blip2 dtype not propagating and Trainer resume/max_steps miscalculation are unrelated." + "reason": "Blip2 dtype staying float32 and resume_from_checkpoint max_steps miscalculation are unrelated trainer/model-loading issues." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "3d_parallel.py execution failure and Qwen3Moe FineGrainedFP8Config failure are different problems." + "reason": "3d_parallel.py runtime failure and Qwen3Moe FineGrainedFP8Config failure are different scripts and code paths." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Strict config blocking granite_speech and tokenizer loading for est-roberta are unrelated." + "reason": "Strict config loading for granite_speech is not the same as tokenizer loading failure for est-roberta." }, { - "left": "issue:44610", - "right": "issue:44898", + "left": "issue:43550", + "right": "issue:43720", "accept": false, - "reason": "Processor/model resolution mismatch for OmDet-Turbo is not the same as Perceiver interpolation failure." + "reason": "Torch.compile SDPA failure in Bamba and packed-weight unpacking in BitNet are distinct mechanisms." }, { - "left": "issue:43550", - "right": "issue:43720", + "left": "issue:44610", + "right": "issue:44898", "accept": false, - "reason": "torch.compile with SDPA on Bamba and BitNet packed-weight loading are separate issues." + "reason": "OmDet-Turbo input-size mismatch and Perceiver non-default-resolution failure are different vision preprocessing bugs." }, { "left": "issue:44479", "right": "issue:44918", "accept": false, - "reason": "Video-input regression in several Qwen models and TRL SFT embedding unpacking failure are different code paths." + "reason": "Video-input regression in Qwen models is unrelated to trl SFT input-embedding unpacking." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Tokenizer NER/padding crash and OmDet processor size mismatch are unrelated." + "reason": "LayoutLMv2 tokenizer crashes and OmDet image-size mismatch do not share the same underlying bug." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "CustomTrainer.compute_loss signature mismatch is unrelated to Qwen3Moe FP8 loading failure." + "reason": "CustomTrainer compute_loss signature drift is unrelated to Qwen3Moe FP8 config failures." }, { "left": "issue:36331", "right": "issue:42617", "accept": false, - "reason": "Trainer compute_loss API mismatch is unrelated to 3d_parallel.py runtime failure." + "reason": "Unexpected num_items_in_batch in compute_loss is a trainer API issue, not a 3d_parallel.py runtime problem." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Gemma3TextConfig API discrepancy and GPTNeoX rotary_pct reload regression are both config issues but not the same bug." - }, - { - "left": "issue:44671", - "right": "issue:44743", - "accept": false, - "reason": "CamemBERT masked-LM prediction regression and Qwen3.5 recurrent-state reset are unrelated model behaviors." - }, - { - "left": "issue:42915", - "right": "issue:43317", - "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and dequantized model offload loading failure are different quantization/load paths." - }, - { - "left": "issue:43550", - "right": "issue:43606", - "accept": false, - "reason": "Bamba torch.compile/SDPA failure and CPU-offload device mismatch are unrelated." - }, - { - "left": "issue:41720", - "right": "issue:42617", - "accept": false, - "reason": "Qwen3 auto device-map assert and 3d_parallel.py failure do not describe the same underlying bug." + "reason": "Gemma3TextConfig API discrepancy and GPTNeoX rotary_pct reload behavior are different configuration bugs." } ] }, @@ -3629,8 +3606,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -3645,6 +3622,7 @@ "issue:42617", "issue:42886", "issue:42915", + "issue:43317", "issue:43322", "issue:43388", "issue:43421", @@ -3659,21 +3637,20 @@ "issue:43782", "issue:43873", "issue:43927", - "issue:44062", "issue:44186", "issue:44292", "issue:44361", "issue:44368", - "issue:44451", "issue:44479", "issue:44492", "issue:44509", "issue:44514", "issue:44545", "issue:44625", + "issue:44671", + "issue:44743", "issue:44843", "issue:44898", - "issue:44991", "issue:45059", "issue:45072", "issue:45161", @@ -3684,6 +3661,10 @@ "issue:45479" ], "soft_pairs": [ + "issue:44671|issue:44743", + "issue:42915|issue:43317", + "issue:43550|issue:43606", + "issue:41720|issue:42617", "issue:43531|issue:43572", "issue:44292|issue:44479", "issue:41720|issue:45161", @@ -3698,237 +3679,247 @@ "issue:36331|issue:41720", "issue:33357|issue:35707", "issue:41720|issue:43746", - "issue:30064|issue:34634", "issue:43606|issue:43720", + "issue:30064|issue:34634", "issue:44492|issue:44509", "issue:43550|issue:43653", "issue:44368|issue:45357", "issue:44625|issue:45479", "issue:43421|issue:43927", "issue:43606|issue:43653", - "issue:43782|issue:45381", "issue:34567|issue:35707", + "issue:43782|issue:45381", "issue:34634|issue:41720", "issue:44898|issue:45072", "issue:42886|issue:44843", - "issue:43421|issue:43653", - "issue:44451|issue:44991", - "issue:44062|issue:44451" + "issue:43421|issue:43653" ], - "prepared_review_unit_hash": "41c71546ee2fec9f153479152e8c3fc77f69fad772f36512eb02bf3403515694", + "prepared_review_unit_hash": "0a37bbca6e906f2f303caa8d777a179a5865320a09af14446a998abd896530aa", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720193, - "estimated_input_tokens": 180049, - "estimated_eval_tokens": 360354 + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36742, - "estimated_input_tokens": 9186, - "estimated_eval_tokens": 18628 + "soft_pair_count": 32, + "serialized_chars": 37344, + "estimated_input_tokens": 9336, + "estimated_eval_tokens": 18928 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous, but it contains a couple of clear duplicate pairs around tokenizer/offline loading. The strongest duplicate anchors are 44514\u219444545 and 42886\u219444843.", - "confidence": 0.63, - "canonical_issue_reason": "There isn\u2019t a single coherent cluster-wide bug here; if one issue must serve as the anchor, 44545 is the clearest canonical because it is an exact duplicate of 44514 and has slightly more activity/inbound references.", + "summary": "This cluster is mostly heterogeneous; only two soft-duplicate subgroups are convincing: the identical Qwen2_5_VLProcessor padding=False crash (44514/44545) and the HF_HUB_OFFLINE tokenizer/cache regression (42886/44843). The rest are different bugs despite some subsystem overlap.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 44843 is the clearest representative duplicate candidate: it names the concrete offline regression and root cause (_patch_mistral_regex calling model_info() unconditionally), with 42886 acting as the older symptom report of the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "44545 is the best issue anchor in this set: it is an exact title-match duplicate target for 44514 and the most clearly representative of a concrete bug among the near-duplicate pairs.", + "best_issue_reason": "44843 is the most actionable issue in the cluster because it states the specific failing code path and captures the underlying offline-mode bug more precisely than the symptom-only report.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "Different models and failure modes: masked-LM prediction regression vs recurrent cache-state reset." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Both involve quantization/loading, but one is a FineGrainedFP8Config failure and the other is dequantized model offload with device_map=auto; not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Unrelated failures in different models: SDPA/torch.compile vs CPU offload device mismatch." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Different code paths and symptoms; auto device mapping cuda assert is not the same as failing 3d_parallel.py." + }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Different bugs: Qwen3-MoE sliding-window behavior vs StableLmConfig pad_token_idx regression." + "reason": "Different model/config bugs: Qwen3-MoE sliding window behavior vs StableLmConfig missing pad_token_idx." }, { "left": "issue:44292", "right": "issue:44479", "accept": false, - "reason": "Both are Qwen-related, but one is NVFP4 runtime failure and the other is a video-input regression for different models." + "reason": "Both are Qwen-related, but one is NVFP4 execution failure and the other is a video-input regression across several VL/MoE models." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Different model/runtime failures: cudaErrorAssert on Qwen3 auto device mapping vs TP-only issue for GPT-OSS MoE." + "reason": "Both touch parallelism, but one is an auto device-map CUDA assert and the other is a TP-only GPT-OSS MoE issue." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Different code paths: Qwen3OmniMoe video processing vs Qwen3VL from_pretrained weight_only loading." + "reason": "Different failures: video processing error in Qwen3OmniMoe vs weight_only loading error in Qwen3VL." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Unrelated symptoms: metric gathering last-batch label truncation vs SAM3 text/bbox behavior." + "reason": "Different subsystems and symptoms; metric gathering label truncation is not the same as SAM3 text/box behavior." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Different tokenizers and failure modes: LayoutLMv2 batching/NER crash vs MLuke task AttributeError." + "reason": "Both are tokenizer issues, but they affect different models and failure modes; not the same underlying bug." }, { "left": "issue:41720", "right": "issue:43873", "accept": false, - "reason": "Both mention model execution/offloading, but the concrete failures are unrelated." + "reason": "Related to offloading/parallelism broadly, but the concrete failures differ: CUDA assert vs quantization offloading behavior." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Different models and failure classes: FineGrainedFP8Config vs segmentation fault in Llava Next loading." + "reason": "Different models and errors; Qwen3Moe FP8 loading is not the same as Llava Next segfault." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "Import error for GenerationMixin is unrelated to not being able to run 3d_parallel.py." + "reason": "Unrelated issues: GenerationMixin import error vs a runtime script failure." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Different features and failures: Gemma4Processor serve crash vs Qwen3.5 streaming chat/completions bug." + "reason": "Different components and symptoms: serve crashes on Gemma4Processor vs streaming chat/completions failure on Qwen3.5-0.8B." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Exact same bug title and same batched-input/padding=False crash path in Qwen2_5_VLProcessor.apply_chat_template." + "reason": "Exact same title and crash scenario in Qwen2_5_VLProcessor.apply_chat_template with padding=False; clear duplicate." }, { "left": "issue:36331", "right": "issue:41720", "accept": false, - "reason": "CustomTrainer.compute_loss signature breakage is unrelated to Qwen3 auto device mapping." + "reason": "Different trainer API signature issue vs model-loading/device-map failure." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "MacOS bus error with CLIP model is unrelated to progressive generation with inputs_embeds/past_key_values." + "reason": "MacOS bus error on CLIP loading is unrelated to progressive generation with inputs_embeds/past_key_values." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "Different problems: Qwen3 device-mapping assert vs GraniteSpeech PEFT checkpoint loading." + "reason": "Different models and bugs; device-map CUDA assert is not the same as PEFT adapter local-checkpoint loading." }, { - "left": "issue:30064", - "right": "issue:34634", + "left": "issue:43606", + "right": "issue:43720", "accept": false, - "reason": "ImageProcessor segmentation-map handling and BarkProcessor voice_preset are unrelated." + "reason": "Both are loading/offload related, but they concern different models and concrete mechanisms (CPU offload mismatch vs packed-weight unpacking)." }, { - "left": "issue:43606", - "right": "issue:43720", + "left": "issue:30064", + "right": "issue:34634", "accept": false, - "reason": "CPU offload device mismatch and BitNet packed-weight unpacking are different bugs." + "reason": "Completely different components: image processor segmentation maps vs BarkProcessor voice_preset." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "A typo in cache strategies is unrelated to stale docs mentioning removed pipeline tasks." + "reason": "A typo in cache strategies is not the same as stale docs mentioning removed pipeline tasks." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "Bamba torch.compile/SDPA failure is unrelated to BigBirdTokenizer mask-token registration." + "reason": "Different bugs in different models; torch.compile+SDPA failure is not the same as BigBirdTokenizer special-token registration." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "A warning about tie_word_embeddings is not the same as incorrect visual-encoder keys on save_pretrained." + "reason": "One is a tie_word_embeddings warning during fine-tuning; the other is incorrect visual encoder keys saved by Qwen3.5." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "num_labels propagation in Qwen3.5 is not the same as zero-loss behavior for num_labels=1 across sequence-classification models." + "reason": "Both involve classification config, but one is Qwen3.5 num_labels propagation and the other is a broader zero-loss bug with num_labels=1." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Runtime special-token post-processing update and config save/load custom token IDs are different issues." + "reason": "Both touch token/config handling, but one is runtime post-processor updates and the other is save/load token ID loss causing generation IndexError." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "Different tokenizer/model bugs: offload device mismatch vs missing BigBird mask special-token registration." + "reason": "Different tokenizer/model bugs; CPU offload device mismatch is unrelated to mask-token registration." }, { - "left": "issue:43782", - "right": "issue:45381", + "left": "issue:34567", + "right": "issue:35707", "accept": false, - "reason": "Different Qwen vision bugs: weight_only load failure vs incorrect vision_position_ids for video input." + "reason": "TrainerState token counting is unrelated to progressive generation with past_key_values." }, { - "left": "issue:34567", - "right": "issue:35707", + "left": "issue:43782", + "right": "issue:45381", "accept": false, - "reason": "TrainerState token-count tracking is unrelated to progressive generation." + "reason": "Different Qwen multimodal bugs: weight_only load failure vs incorrect video vision_position_ids." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "Bark voice_preset and Qwen3 auto device mapping are unrelated." + "reason": "BarkProcessor voice_preset failure is unrelated to Qwen3 auto device mapping CUDA asserts." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Perceiver interpolation failure and dtype mismatch in SwitchTransformers/TimmWrapperModel are different failures." + "reason": "Different model/runtime issues: Perceiver interpolation failure vs dtype mismatch in bfloat16 inference." }, { "left": "issue:42886", "right": "issue:44843", "accept": true, - "reason": "Same offline-loading bug path: unconditional model_info() / Mistral regex patch breaks HF_HUB_OFFLINE cache loading." + "reason": "Same underlying HF_HUB_OFFLINE/cache regression; 44843 pinpoints the root cause in _patch_mistral_regex while 42886 reports the symptom." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "TokenizersBackend special-token refresh and BigBirdTokenizer mask-token registration are different bugs." - }, - { - "left": "issue:44451", - "right": "issue:44991", - "accept": false, - "reason": "Both are tokenizer load failures, but they involve different models and no shared concrete code path is evident." - }, - { - "left": "issue:44062", - "right": "issue:44451", - "accept": false, - "reason": "AddedToken keyword-argument conflict is unrelated to tokenizer loading failure for ScandiBERT." + "reason": "Both involve special tokens, but one is runtime post-processor updating and the other is a missing special-token registration in BigBirdTokenizer; not the same bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded overall: the packet is heterogeneous, the two accepted pairs are the clear same-bug matches, and the rejected pairs are conservatively separated. Minor wording nit: 44514/44545 are near-identical rather than literally exact title matches, but the duplicate judgment is still well supported." + "feedback": "The assessment is well grounded in the packet and stays conservative overall. The two accepted duplicate pairs are strongly supported by the titles and issue descriptions, and the rejected pairs are justified without overstating similarity. The canonical issue choice for 44843 over 42886 is also reasonable, since 44843 names the likely root cause while 42886 is the earlier symptom report." }, "evaluator_used": true, "retried": false, @@ -3944,8 +3935,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -3959,7 +3950,6 @@ "issue:43525", "issue:43531", "issue:43540", - "issue:43550", "issue:43596", "issue:43618", "issue:43653", @@ -3977,6 +3967,7 @@ "issue:44077", "issue:44186", "issue:44220", + "issue:44451", "issue:44488", "issue:44589", "issue:44610", @@ -3989,8 +3980,8 @@ "issue:44918", "issue:44936", "issue:44987", + "issue:44991", "issue:45042", - "issue:45072", "issue:45081", "issue:45183", "issue:45356", @@ -3998,22 +3989,24 @@ "issue:45479" ], "soft_pairs": [ + "issue:44451|issue:44991", + "issue:44062|issue:44451", "issue:43381|issue:43844", "issue:44918|issue:44936", "issue:44077|issue:44625", "issue:44987|issue:45042", "issue:43531|issue:44589", "issue:43994|issue:44671", - "issue:39692|issue:44610", "issue:43421|issue:44186", + "issue:39692|issue:44610", "issue:45081|issue:45356", "issue:43525|issue:43531", "issue:43596|issue:44220", - "issue:43746|issue:45381", "issue:45183|issue:45479", + "issue:43746|issue:45381", "issue:39692|issue:43873", - "issue:43540|issue:44008", "issue:43618|issue:43697", + "issue:43540|issue:44008", "issue:40444|issue:43746", "issue:43746|issue:43873", "issue:44220|issue:44661", @@ -4025,218 +4018,216 @@ "issue:30064|issue:36010", "issue:44843|issue:45081", "issue:44062|issue:44488", - "issue:44186|issue:44898", - "issue:43550|issue:45072", - "issue:43540|issue:45381" + "issue:44186|issue:44898" ], - "prepared_review_unit_hash": "184acd7bec9d8df12b5679a0c0b94ee968f19599f440bfd79ebd2161d7475d9c", + "prepared_review_unit_hash": "01dbf964fcedf6fa8a918b74470fc8c51808f6d06af542b54f2d430c0e688634", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720193, - "estimated_input_tokens": 180049, - "estimated_eval_tokens": 360354 + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 30, - "serialized_chars": 36407, - "estimated_input_tokens": 9102, - "estimated_eval_tokens": 18460 + "serialized_chars": 36377, + "estimated_input_tokens": 9095, + "estimated_eval_tokens": 18446 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is largely a heterogeneous mix of unrelated bug reports; there is no strong duplicate cluster. The closest shared theme is tokenizer/loading regressions, but even those are mostly distinct code paths.", - "confidence": 0.21, - "canonical_issue_reason": "Issue 45081 is the most concrete, code-path-specific bug in the set and sits near the only small tokenizer-regex subcluster.", + "summary": "The items are largely a heterogeneous mix of unrelated transformer/tokenizer/vision bugs; the soft-paired items share surface similarity but not the same underlying failure mode, so none should be merged as duplicates.", + "confidence": 0.71, + "canonical_issue_reason": "issue:45081 is the strongest representative issue here: it has a concrete crash, a specific root code path (`_patch_mistral_regex`), and multiple inbound references, making it the clearest standalone bug report in the set.", "canonical_pr_reason": null, - "best_issue_reason": "45081 is open, reproducible, and narrowly scoped, making it the best representative issue for triage despite the overall heterogeneity.", + "best_issue_reason": "issue:45081 is the most suitable overall issue because it is well-scoped, actionable, and tied to a specific user-facing failure rather than a broad or ambiguous symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading failures, but for different models and likely different root causes; not the same bug." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "`AddedToken(..., special=...)` keyword conflict is a distinct tokenizer construction bug from model loading failure." + }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Different failures: eval-mode gradient checkpointing vs DeepSpeed ZeRO-3 gradient explosion." + "reason": "Eval-mode gradient checkpointing incompatibility and ZeRO-3 gradient blow-up are different training-path bugs." }, { "left": "issue:44918", "right": "issue:44936", "accept": false, - "reason": "Both trainer-related, but one is an SFT input-embedding unpacking bug and the other is an evaluate-after-train failure." + "reason": "Qwen3.5 embedding unpacking under TRL SFT is unrelated to a generic `train()` then `evaluate()` failure." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "Unrelated models and code paths: patchtsmixer post_init policy vs Qwen3.5 num_labels propagation." + "reason": "A `post_init` policy issue in patchtsmixer is unrelated to Qwen3.5 `num_labels` propagation." }, { "left": "issue:44987", "right": "issue:45042", "accept": false, - "reason": "A model-loading regression vs a PIL image processor torchvision dependency issue." + "reason": "A model-loading regression and a PIL backend torchvision dependency bug are different code paths and symptoms." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Sliding-window logic in Qwen3-MoE is unrelated to a Float8 storage lookup error." + "reason": "Qwen3-MoE `sliding_window` logic and missing Float8 storage support are unrelated failures." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Different models, different symptoms, and different fixes: SigLIP2 inference mismatch vs CamemBERT masked LM regression." + "reason": "SigLIP2 AutoModel/pipeline nonsense outputs and CamemBERT masked-LM errors affect different models and mechanisms." }, { - "left": "issue:39692", - "right": "issue:44610", + "left": "issue:43421", + "right": "issue:44186", "accept": false, - "reason": "Documentation/example errors do not match the OmDet-Turbo processor/model resolution mismatch." + "reason": "Runtime post-processor updates and LayoutLMv2Tokenizer padding/NER crashes are different tokenizer issues." }, { - "left": "issue:43421", - "right": "issue:44186", + "left": "issue:39692", + "right": "issue:44610", "accept": false, - "reason": "TokenizersBackend post-processor updates and LayoutLMv2 NER padding crashes are separate tokenizer bugs." + "reason": "Doc-example model/processor mismatch is unrelated to OmDet-Turbo processor size mismatch." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Both touch Mistral regex handling, but one crashes on backend_tokenizer access while the other reports codec handling and warning regressions." + "reason": "Both involve Mistral-related tokenizer handling, but one is a crash in `_patch_mistral_regex` and the other is codec/warning regression in Kimi-K2.5; not the same concrete bug." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Llama4Config pad_token_id absence is unrelated to Qwen3-MoE sliding_window behavior." + "reason": "Missing `pad_token_id` on `Llama4Config` is unrelated to a Qwen3-MoE sliding-window issue." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "BertModel ZeRO-3 init index error and audio fbank feature extraction are unrelated failures." + "reason": "Deepspeed Zero-3/BertModel initialization and `_torch_extract_fbank_features()` are different failure modes in different subsystems." }, { - "left": "issue:43746", - "right": "issue:45381", + "left": "issue:45183", + "right": "issue:45479", "accept": false, - "reason": "GraniteSpeech PEFT checkpoint loading and Qwen2.5-VL video vision_position_ids are different model-specific bugs." + "reason": "Wrong XOR validation/error messaging is distinct from the zero-loss behavior when `num_labels=1`." }, { - "left": "issue:45183", - "right": "issue:45479", + "left": "issue:43746", + "right": "issue:45381", "accept": false, - "reason": "General input validation messaging bug vs a single-label classification zero-loss issue." + "reason": "PEFT local-checkpoint loading and Qwen2.5-VL video position ids are unrelated bugs." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "A SigLIP2 docs/example problem is not the same as quantization offloading not working." + "reason": "SigLIP2 documentation errors are unrelated to quantization/offloading behavior." }, { - "left": "issue:43540", - "right": "issue:44008", + "left": "issue:43618", + "right": "issue:43697", "accept": false, - "reason": "Different multimodal models and causes: Qwen3OmniMoe video processing vs Gemma 3n variable-name collision." + "reason": "Missing CLIP attentions assignment and RTDetrV2 output drift are different model regressions." }, { - "left": "issue:43618", - "right": "issue:43697", + "left": "issue:43540", + "right": "issue:44008", "accept": false, - "reason": "CLIPOutput attentions regression and RTDetrV2 output drift are not the same code path." + "reason": "Qwen3OmniMoe video-processing failure and Gemma3n audio-mask name collision are unrelated." }, { "left": "issue:40444", "right": "issue:43746", "accept": false, - "reason": "Qwen2.5-VL iterable-dataset finetuning failure is unrelated to GraniteSpeech PEFT checkpoint loading." + "reason": "IterableDataset multi-image finetuning and PEFT adapter local loading are different problems." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "Checkpoint loading with PEFT adapters is unrelated to quantization offloading behavior." + "reason": "PEFT adapter checkpoint loading and quantization offloading are separate loading-path issues." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio fbank feature extraction and tokenizer mapping registration are distinct subsystems." + "reason": "Fbank feature extraction and `add-new-model-like` tokenizer-mapping logic are unrelated." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Mistral image-preprocessor dtype mismatch is unrelated to Gemma 3n forward variable collision." + "reason": "Image-preprocessor dtype mismatch and Gemma3n audio field collision are different multimodal bugs." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "SwitchTransformers sparse-layer creation and Smollm3 RoPE-layer dropping are different configuration bugs." + "reason": "Sparse-layer config creation and Smollm3 RoPE-layer dropping are unrelated model-configuration issues." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "BitNet packed-weight loading and DAC.from_latents/STE mismatch are unrelated." + "reason": "Packed-weights loading and DAC `from_latents`/forward mismatch are different bugs in different models." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "BigBirdTokenizer special-token registration and BitNet weight unpacking do not share a code path." + "reason": "Mask-token special registration and packed-weight unpacking are unrelated tokenizer vs loading issues." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Post-processor mutation at runtime is not the same as Whisper batch_decode ignoring skip_special_tokens." + "reason": "Updating tokenizer post-processors at runtime is unrelated to Whisper `batch_decode` ignoring `skip_special_tokens`." }, { "left": "issue:30064", "right": "issue:36010", "accept": false, - "reason": "Void segmentation map processing and a GenerationMixin import error are unrelated." + "reason": "Void segmentation map handling in an image processor and a `GenerationMixin` import error are unrelated." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "Both involve _patch_mistral_regex, but one breaks offline mode via model_info() and the other crashes on backend_tokenizer access; distinct bugs." + "reason": "Both touch Mistral tokenizer plumbing, but one is offline-mode `model_info()` access and the other is a backend-tokenizer attribute crash; they are not the same concrete failure." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "AddedToken special-argument duplication is unrelated to loading cjvt/sleng-bert." + "reason": "`AddedToken` keyword duplication and loading `cjvt/sleng-bert` are different tokenizer issues." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "LayoutLMv2 tokenizer crashes and Perceiver non-default-resolution failures are different issues." - }, - { - "left": "issue:43550", - "right": "issue:45072", - "accept": false, - "reason": "torch.compile+SDPA failure in Bamba is unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." - }, - { - "left": "issue:43540", - "right": "issue:45381", - "accept": false, - "reason": "Qwen3OmniMoe video-input processing and Qwen2.5-VL vision_position_ids are separate multimodal bugs." + "reason": "LayoutLMv2Tokenizer crashes and Perceiver non-default-resolution failures are unrelated model families and code paths." } ] }, @@ -4255,8 +4246,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -4266,8 +4257,8 @@ "issue:36331", "issue:41720", "issue:42175", - "issue:43262", "issue:43531", + "issue:43540", "issue:43550", "issue:43577", "issue:43582", @@ -4276,7 +4267,6 @@ "issue:43644", "issue:43650", "issue:43653", - "issue:43720", "issue:43749", "issue:43782", "issue:43818", @@ -4307,17 +4297,20 @@ "issue:45081", "issue:45084", "issue:45325", + "issue:45381", "issue:45406" ], "soft_pairs": [ + "issue:43550|issue:45072", + "issue:43550|issue:43927", + "issue:43540|issue:45381", "issue:43577|issue:43818", "issue:43643|issue:44877", - "issue:43550|issue:43927", - "issue:43782|issue:44977", "issue:43531|issue:43643", - "issue:43577|issue:43582", - "issue:44448|issue:44671", + "issue:43782|issue:44977", "issue:43644|issue:43749", + "issue:44448|issue:44671", + "issue:43577|issue:43582", "issue:43653|issue:43819", "issue:44561|issue:45020", "issue:43825|issue:43994", @@ -4336,219 +4329,210 @@ "issue:44610|issue:45072", "issue:34634|issue:36010", "issue:44060|issue:44368", - "issue:45081|issue:45406", - "issue:43720|issue:45072", - "issue:43262|issue:43819", - "issue:43653|issue:44671" + "issue:45081|issue:45406" ], - "prepared_review_unit_hash": "da508ecdaf7b4fbc1a498091bf421465dedd5a03f4e6bb5b5374fc74678e4552", + "prepared_review_unit_hash": "e45f89966abad46a728425f31dba07fdf8c87903bbdd872adb526b154d7fa26d", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720193, - "estimated_input_tokens": 180049, - "estimated_eval_tokens": 360354 + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36862, - "estimated_input_tokens": 9216, - "estimated_eval_tokens": 18688 + "soft_pair_count": 29, + "serialized_chars": 36473, + "estimated_input_tokens": 9119, + "estimated_eval_tokens": 18494 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are a heterogeneous mix of unrelated bugs and regressions; the soft-similarity links mostly connect broad theme matches (v5 regressions, tokenizer/config loading, model-specific inference issues) rather than the same concrete underlying defect. No soft edge should be merged.", - "confidence": 0.93, - "canonical_issue_reason": "No single canonical duplicate exists because the cluster is not a true duplicate set. If one representative issue is needed, issue:45020 is the broadest umbrella for the remote_code/v5 regression theme.", + "summary": "This cluster is mostly a bag of unrelated issue reports that share broad Transformers/theme similarity but not the same concrete bug. I don\u2019t see any strong duplicate pairs; 45020 is the best umbrella anchor only because it is the broadest open report about recent-version remote_code breakage.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 45020 is the broadest and most reusable anchor in the set: it is open and captures the recurring 'recent transformers versions break remote_code models' theme better than the narrower, model-specific reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best umbrella-style issue in this set because it groups the broad 'recent transformers versions break models using remote_code' regression theme more generally than the other, more specific reports.", + "best_issue_reason": "45020 is the best global issue candidate because it is the most general and centrally phrased problem, but it should still be treated as an umbrella rather than a true duplicate magnet.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Different model families and failure modes: torch.compile/SDPA vs bfloat16 dtype mismatch." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "One is a compile/runtime failure, the other is a config save/load token-ID persistence bug." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both involve video/VL models, but the concrete bugs differ: processing error vs position-id scaling logic." + }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "Different bugs: BLIP2 dtype handling vs Video-LLaVA missing temporal attention/shared weights." + "reason": "Unrelated BLIP2 dtype loading bug vs Video-LLaVA tower/weight-tying issue." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "Both involve config loading, but the failures are different: missing fields with trust_remote_code vs strict config blocking granite_speech." + "reason": "Both are config-loading problems, but one is trust_remote_code missing fields and the other is strict config rejection." }, { - "left": "issue:43550", - "right": "issue:43927", + "left": "issue:43531", + "right": "issue:43643", "accept": false, - "reason": "Unrelated code paths: torch.compile/SDPA failure in Bamba vs DiaConfig token-ID persistence bug." + "reason": "Different subsystems: Qwen3-MoE sliding_window behavior vs remote_code config field loss." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Different Qwen models and different failure modes: weight_only load error vs flash-attention generation issue." - }, - { - "left": "issue:43531", - "right": "issue:43643", - "accept": false, - "reason": "Sliding-window logic in Qwen3-MoE is unrelated to trust_remote_code config deserialization." + "reason": "Same broad model family, but different code paths: from_pretrained weight_only loading vs flash-attention generation." }, { - "left": "issue:43577", - "right": "issue:43582", + "left": "issue:43644", + "right": "issue:43749", "accept": false, - "reason": "BLIP2 dtype mismatch and Apple Silicon allocator warmup TypeError are unrelated." + "reason": "Both touch loading/runtime behavior, but there is no clear shared root cause." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Both are v5 behavior regressions, but they affect different models and different failure surfaces (Pegasus generation output vs CamemBERT masked LM predictions)." + "reason": "Different models and tasks; both are regressions, but not the same underlying bug." }, { - "left": "issue:43644", - "right": "issue:43749", + "left": "issue:43577", + "right": "issue:43582", "accept": false, - "reason": "Non-persistent buffer initialization bug is not the same as broken FSDP CPU RAM efficient loading." + "reason": "BLIP2 dtype issue and Apple Silicon caching allocator TypeError are unrelated." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "Tokenizer special-token registration bug vs DAC latent reconstruction/STE mismatch." + "reason": "Tokenizer special-token decoding bug vs DAC latent/STE mismatch are separate code paths." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "44561 is a specific missing-symbol regression; 45020 is a broad umbrella issue about remote_code breakage, not the same concrete bug." + "reason": "Both mention remote_code regressions, but 44561 is a specific helper-removal breakage while 45020 is a broader umbrella report." }, { "left": "issue:43825", "right": "issue:43994", "accept": false, - "reason": "Pipeline error-message wording is unrelated to SigLIP2 producing bad outputs." + "reason": "Pipeline error-message/docs issue vs SigLIP2 inference regression; no shared bug path." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "Different models and failures: Bamba compile/SDPA vs DAC latent conversion mismatch." + "reason": "Completely different components: Bamba compile/SDPA vs DAC forward/from_latents mismatch." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "Related to v5 pipeline removals, but one is an error-message bug and the other is docs lag; not the same defect." + "reason": "Both concern pipeline v5 removals, but one is a misleading runtime message and the other is stale docs." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "LayoutLMv2 NER/padding crash and FastSpeech2Conformer tokenizer load failure are distinct tokenizer issues." + "reason": "Different tokenizer failures in different model stacks." }, { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "AutoImageProcessor URL loading and template-node compile errors are unrelated." + "reason": "Unrelated image-processor loading failure vs template compilation error." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "Placeholder-style title vs an isolated reproduction of another issue; no shared underlying bug is evident." + "reason": "No concrete shared bug; one title is nontechnical and the other is a reproduction issue." }, { "left": "issue:41720", "right": "issue:44991", "accept": false, - "reason": "CUDA assert with Qwen3 device mapping is unrelated to tokenizer loading failure for est-roberta." + "reason": "Qwen3 auto-device-map CUDA assert and est-roberta tokenizer load failure are unrelated." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Mask-shape IndexError and trainer.evaluate() failing after train() are different problems." + "reason": "Both are runtime failures, but one is a mask-shape IndexError and the other is a train/evaluate lifecycle issue." }, { "left": "issue:44485", "right": "issue:44509", "accept": false, - "reason": "GLM-5 RoPE implementation discussion is unrelated to docs still referencing removed pipeline tasks." + "reason": "RoPE implementation discussion vs docs mentioning removed pipeline tasks; different artifacts and root causes." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "ImageProcessor segmentation-map handling and CustomTrainer compute_loss signature break are unrelated." + "reason": "ImageProcessor segmentation-map failure and CustomTrainer compute_loss signature mismatch are unrelated." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "CPU offload device mismatch in Bark-small is not the same as bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "Bark CPU-offload device mismatch vs dtype mismatch in other models; no same bug path." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Packaging backend omission and Mistral regex patch crash are unrelated." + "reason": "Packaging/backend install issue vs Mistral regex patch AttributeError are unrelated." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Different Qwen2.5-VL rope-index bug and Qwen3VL weight_only load error are not the same issue." + "reason": "Both are Qwen VL issues, but one is loading weight_only and the other is rope/position-id scaling logic." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "OmDet-Turbo input-size mismatch is unrelated to bfloat16 dtype mismatch bugs." + "reason": "OmDet image-size mismatch and dtype mismatch are different regression classes." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice_preset and GenerationMixin import failure are different breakages." + "reason": "BarkProcessor voice_preset and GenerationMixin import failure do not describe the same bug." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "Both mention tied-weights warnings in Qwen-family models, but they describe different configs and symptoms; not the same concrete bug." + "reason": "Both mention tied-weights warnings in Qwen3 variants, but the concrete warning/bug is different." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Mistral tokenizer regex patch crash and Gemma4Processor missing _tokenizer are different processor/tokenizer failures." - }, - { - "left": "issue:43720", - "right": "issue:45072", - "accept": false, - "reason": "BitNet packed-weight unpacking during accelerate loading is unrelated to dtype mismatch inference errors." - }, - { - "left": "issue:43262", - "right": "issue:43819", - "accept": false, - "reason": "Audio processor chat-template sampling-rate default bug and DAC forward/from_latents mismatch are unrelated." - }, - { - "left": "issue:43653", - "right": "issue:44671", - "accept": false, - "reason": "BigBirdTokenizer special-token registration bug and CamemBERT masked-LM regression are different issues." + "reason": "Both are AttributeErrors in processor/tokenizer code, but they involve different objects and code paths." } ] }, @@ -4567,8 +4551,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -4595,7 +4579,6 @@ "issue:43720", "issue:43746", "issue:43749", - "issue:43756", "issue:43819", "issue:43854", "issue:43927", @@ -4606,6 +4589,7 @@ "issue:44568", "issue:44589", "issue:44610", + "issue:44671", "issue:44756", "issue:44811", "issue:44857", @@ -4614,6 +4598,7 @@ "issue:44977", "issue:44991", "issue:45042", + "issue:45072", "issue:45084", "issue:45356", "issue:45488", @@ -4621,235 +4606,276 @@ "issue:45600" ], "soft_pairs": [ + "issue:43720|issue:45072", + "issue:43653|issue:44671", "issue:43749|issue:44291", - "issue:43582|issue:44857", "issue:43526|issue:43697", + "issue:43582|issue:44857", + "issue:43262|issue:43819", "issue:43526|issue:44554", - "issue:45084|issue:45538", "issue:43329|issue:45600", + "issue:45084|issue:45538", "issue:43653|issue:44912", - "issue:43454|issue:43577", - "issue:44568|issue:45488", "issue:34634|issue:36331", + "issue:44568|issue:45488", + "issue:43454|issue:43577", "issue:43638|issue:44936", "issue:43452|issue:44991", "issue:43257|issue:43329", "issue:43746|issue:44811", - "issue:38175|issue:44610", "issue:43854|issue:44977", + "issue:38175|issue:44610", "issue:44589|issue:45042", "issue:43257|issue:43696", "issue:39692|issue:44912", - "issue:44568|issue:45356", - "issue:36010|issue:43645", "issue:43819|issue:43927", + "issue:36010|issue:43645", "issue:43720|issue:44610", - "issue:43262|issue:44811", + "issue:44568|issue:45356", "issue:43550|issue:44912", "issue:43749|issue:44756", + "issue:43262|issue:44811", "issue:43531|issue:45042", "issue:43329|issue:44479", "issue:43257|issue:43931", - "issue:36010|issue:36331", - "issue:43257|issue:43756" + "issue:36010|issue:36331" ], - "prepared_review_unit_hash": "8b1ee8302727314f0200bfe372a68a8ecc6a177c3ad3327bc633eadf138afa46", + "prepared_review_unit_hash": "aabcf021b0a8b48cb1c869af81704a2cb5c54eef04c94139ea07ccee20cbbb4e", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720193, - "estimated_input_tokens": 180049, - "estimated_eval_tokens": 360354 + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36681, - "estimated_input_tokens": 9171, - "estimated_eval_tokens": 18598 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37835, + "estimated_input_tokens": 9459, + "estimated_eval_tokens": 19174 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a mix of unrelated Transformers issues, mostly centered on model loading, tokenizers, processors, and training regressions. None of the proposed soft pairs look like the same underlying bug or change, so all soft edges are rejected. The most plausible umbrella issue is the FSDP loading regression because it is broad and well-discussed.", - "confidence": 0.61, - "canonical_issue_reason": "issue:43749 is the broadest, most central loading-regression report in the set and has the strongest discussion/inbound signal.", + "summary": "Mostly a heterogeneous cluster with one plausible duplicate pair around Qwen/Qwen3 VL video-input regressions; the rest are false positives spanning unrelated bugs, models, and code paths.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43329 is the most concrete root-cause report for the shared video multimodal-token path; issue:44479 reads like the broader user-facing regression report that would be subsumed by it.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43749 is a good representative issue for the cluster because it is broad, high-impact, and closest to an umbrella regression rather than a narrow model-specific bug.", + "best_issue_reason": "issue:43329 is the best representative issue because it names the specific broken function/branch and gives the clearest fix target.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Different failures: BitNet packed-weight unpacking during accelerate loading vs dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43653", + "right": "issue:44671", + "accept": false, + "reason": "Tokenizer special-token registration / empty decode vs CamemBERT masked-LM prediction regression; unrelated concrete bugs." + }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "Both are loading-related, but one is FSDP CPU RAM efficient loading and the other is init_empty_weights/_is_hf_initialized argument handling; different code paths and failure modes." + "reason": "Both touch loading, but one is FSDP CPU-RAM-efficient loading and the other is an init_empty_weights argument error; not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Different vision-model issues: BeitImageProcessorFast label reduction vs RTDetrV2 output drift in v5." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "AppleSilicon caching_allocator_warmup TypeError is unrelated to LwDetrImageLoss crashing under float16 AMP/CUDA." + "reason": "Unrelated platform/runtime bugs: Apple Silicon warmup TypeError vs CUDA AMP crash in LwDetrImageLoss." }, { - "left": "issue:43526", - "right": "issue:43697", + "left": "issue:43262", + "right": "issue:43819", "accept": false, - "reason": "BEiT Fast image processor label reduction is unrelated to RTDetrV2 output drift in v5." + "reason": "Audio chat-template sampling-rate default vs DAC latent decoding mismatch; separate code paths." }, { "left": "issue:43526", "right": "issue:44554", "accept": false, - "reason": "Image label reduction bug and MPS attention correctness issue are different subsystems and different symptoms." + "reason": "BEiT image label reduction bug is unrelated to the MPS attention correctness issue." }, { - "left": "issue:45084", - "right": "issue:45538", + "left": "issue:43329", + "right": "issue:45600", "accept": false, - "reason": "Template-node compilation error is unrelated to CLIPTokenizer model_max_length behavior." + "reason": "Multimodal video-token bug vs auto_mappings.py CI break from removed Sam3LiteText configs; different subsystems." }, { - "left": "issue:43329", - "right": "issue:45600", + "left": "issue:45084", + "right": "issue:45538", "accept": false, - "reason": "Undefined video-token helper bug is unrelated to stale auto_mappings references to removed configs." + "reason": "Generic compile error vs CLIPTokenizer model_max_length sentinel issue; no shared underlying defect." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "BigBird special-token decode bug is unrelated to MXFP4 quantization/load fallback in git-oss-20b." + "reason": "BigBird mask-token decode bug is unrelated to MXFP4 quantization fallback in git-oss-20b." }, { - "left": "issue:43454", - "right": "issue:43577", + "left": "issue:34634", + "right": "issue:36331", "accept": false, - "reason": "Both involve model loading, but AyaVision lm_head tying and BLIP2 dtype propagation are separate model-specific bugs." + "reason": "BarkProcessor voice preset bug and CustomTrainer compute_loss signature change are unrelated." }, { - "left": "issue:34634", - "right": "issue:36331", + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizer implementations and different concrete behaviors." + }, + { + "left": "issue:43454", + "right": "issue:43577", "accept": false, - "reason": "BarkProcessor voice_preset failure is unrelated to CustomTrainer.compute_loss signature changes." + "reason": "AyaVision lm_head tying bug vs Blip2 dtype propagation bug; distinct model-loading issues." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "DeepSpeed ZeRO-3 index error on a non-pretrained Bert model is not the same issue as trainer.evaluate() failing after training." + "reason": "Deepspeed ZeRO3 empty-tensor index error during training vs evaluate() failing after train(); not the same bug." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "GGUF loading breakage for auto classes and tokenizer loading regression for est-roberta are different failures." + "reason": "gguf_file handling for from_pretrained is not the same as tokenizer loading failure for a specific model repo." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed is unrelated to multimodal token counting video-branch undefined names." + "reason": "Qwen3 MoE weight-conversion/loading bug is separate from multimodal video-token handling." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "PEFT local checkpoint loading and Whisper batch_decode skip_special_tokens are unrelated bugs." + "reason": "PEFT local-checkpoint loading bug and Whisper batch_decode skip_special_tokens bug are unrelated." }, { - "left": "issue:38175", - "right": "issue:44610", + "left": "issue:43854", + "right": "issue:44977", "accept": false, - "reason": "Both are vision-related, but zero probabilities in SigLIP2 and processor/model resolution mismatch in OmDet-Turbo are not the same underlying defect." + "reason": "Different models and different failure modes: GLM-4.7 test loading vs Qwen3.5 flash-attention generation regression." }, { - "left": "issue:43854", - "right": "issue:44977", + "left": "issue:38175", + "right": "issue:44610", "accept": false, - "reason": "GLM-4.7-Flash loading test failure is unrelated to Qwen3.5 flash-attention generation regression." + "reason": "SigLIP2 zero probabilities and OmDet-Turbo processor size mismatch are different model/processor issues." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Float8 storage lookup failure is unrelated to PIL image processors incorrectly requiring torchvision." + "reason": "Float8 storage TypeError is unrelated to the torchvision dependency regression in PIL-backed image processors." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "Qwen3 MoE weight conversion bug is unrelated to GPT-oss-20b CUDA OOM." + "reason": "MoE weight conversion/loading problem vs CUDA OOM on GPT-oss-20b; different causes." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "SigLIP2 doc example errors/quantization failure are not the same as git-oss-20b MXFP4 loading fallback." + "reason": "Documentation example/model-processor mismatch is not the same as MXFP4 quantization fallback." }, { - "left": "issue:44568", - "right": "issue:45356", + "left": "issue:43819", + "right": "issue:43927", "accept": false, - "reason": "Both are tokenizer regressions, but BOS/EOS addition and Kimi-K2.5 codec/warning handling are different concrete bugs." + "reason": "DAC from_latents mismatch and DiaConfig token-ID persistence loss are unrelated bugs." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "GenerationMixin import failure is unrelated to Jupyter custom-model initialization breakage." - }, - { - "left": "issue:43819", - "right": "issue:43927", - "accept": false, - "reason": "DAC latent reconstruction mismatch and DiaConfig token-ID persistence are different model families and unrelated bugs." + "reason": "Import path break for GenerationMixin is not the same as the Jupyter custom-model initialization regression." }, { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading is unrelated to OmDet-Turbo processor resolution mismatch." + "reason": "Packed-weight loading bug and OmDet-Turbo input-size mismatch are unrelated." }, { - "left": "issue:43262", - "right": "issue:44811", + "left": "issue:44568", + "right": "issue:45356", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and Whisper batch_decode special-token handling are separate processor bugs." + "reason": "Both are tokenizer regressions, but they are different tokenizers with different symptoms and fixes." }, { "left": "issue:43550", - "right": "issue:44912", + "right": "issue:45488", "accept": false, - "reason": "Bamba torch.compile/SDPA failure is unrelated to git-oss-20b quantization load fallback." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to LlamaTokenizer pre-tokenizer override behavior." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "FSDP CPU RAM efficient loading regression and mmap disablement on Strix Halo are different memory/loading issues." + "reason": "FSDP CPU RAM efficient loading breakage is not the same as disabling mmap on Strix Halo to avoid OOM." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Different audio bugs: sampling-rate defaulting vs batch_decode skip_special_tokens handling." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to PIL backend torchvision requirements." + "reason": "Qwen3-MoE sliding_window issue and torchvision dependency regression are unrelated." }, { "left": "issue:43329", "right": "issue:44479", + "accept": true, + "reason": "Both describe the same video-input regression in the Qwen2.5-VL/Qwen3-VL family, centered on the multimodal video-token path." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "MoE weight conversion/loading failure vs Qwen3-VL weight-shape mismatch; not the same concrete defect." + }, + { + "left": "issue:36010", + "right": "issue:36331", "accept": false, - "reason": "Both touch video/multimodal paths, but one is undefined helper usage in token counting and the other is a broader v5.3.0 video-input regression; not the same concrete bug." + "reason": "GenerationMixin import error and CustomTrainer compute_loss signature mismatch are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet, and the soft-edge calls are appropriately conservative. The only accepted pair, issue:43329 vs issue:44479, is a plausible same-family video VLM regression, while the rest are reasonably rejected as distinct bugs or code paths. No unsupported overstatement stands out." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -4861,8 +4887,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -4876,6 +4902,7 @@ "issue:41720", "issue:42175", "issue:42915", + "issue:43257", "issue:43317", "issue:43329", "issue:43450", @@ -4888,7 +4915,7 @@ "issue:43697", "issue:43742", "issue:43749", - "issue:43782", + "issue:43756", "issue:43824", "issue:43906", "issue:43927", @@ -4915,251 +4942,251 @@ "issue:45588" ], "soft_pairs": [ + "issue:43257|issue:43756", "issue:34567|issue:40990", "issue:43329|issue:43450", "issue:43697|issue:45357", "issue:43577|issue:45072", - "issue:41720|issue:43540", "issue:44479|issue:45381", - "issue:43452|issue:43582", + "issue:41720|issue:43540", "issue:44987|issue:45538", + "issue:43452|issue:43582", "issue:42175|issue:44938", "issue:43317|issue:45538", - "issue:43927|issue:44912", "issue:44291|issue:45042", + "issue:43927|issue:44912", "issue:33357|issue:34567", "issue:43906|issue:45381", + "issue:42915|issue:43742", "issue:43540|issue:44560", "issue:43540|issue:44479", - "issue:42915|issue:43742", "issue:42915|issue:45538", "issue:42175|issue:43824", "issue:42915|issue:44821", "issue:43526|issue:45479", "issue:44062|issue:44991", - "issue:44737|issue:45588", - "issue:42175|issue:44488", "issue:45137|issue:45405", + "issue:42175|issue:44488", + "issue:44737|issue:45588", "issue:38175|issue:44898", - "issue:43646|issue:43749", - "issue:43582|issue:43782", "issue:28282|issue:34689", + "issue:43646|issue:43749", "issue:36010|issue:42175" ], - "prepared_review_unit_hash": "bf7ca8419556ccd38580200633b6e0a2b73bd09c7b1627c155c9fd2d1a2b70ff", + "prepared_review_unit_hash": "12c07eb67d2487ee6dc8249c92bdd842c4d56d67c02108776d0564b785bd3a5f", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720193, - "estimated_input_tokens": 180049, - "estimated_eval_tokens": 360354 + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36213, - "estimated_input_tokens": 9054, - "estimated_eval_tokens": 18364 + "serialized_chars": 36791, + "estimated_input_tokens": 9198, + "estimated_eval_tokens": 18652 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: many unrelated model- or backend-specific issues, with one plausible duplicate-style link around Qwen video-input regressions. No PRs are present.", - "confidence": 0.41, - "canonical_issue_reason": "issue:44479 is the broadest and most central report here: it describes a v5.3.0 video-input regression across multiple Qwen VL variants, and it likely subsumes the narrower Qwen2.5-VL symptom in issue:45381.", + "summary": "This cluster is mostly a grab-bag of unrelated Transformers bug reports. Only the Qwen video-input regression pair looks like the same underlying issue; the rest are too model- or symptom-specific to merge.", + "confidence": 0.63, + "canonical_issue_reason": "issue:44479 is the broader, more central report: it describes the v5.3.0 Qwen video-input regression across multiple Qwen VL variants, making it a better canonical than the narrower single-model repro.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the best representative issue because it states the regression clearly, spans multiple affected models, and matches the only plausible soft duplicate in the set.", + "best_issue_reason": "issue:44479 is the strongest representative issue in the cluster because it captures the shared Qwen video regression more generally and is the likely umbrella for the narrower repro.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Different model families and failure modes: MoE weight conversion under accelerate/deepspeed vs RoPE layer dropping." + }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "Different problems: token-count tracking vs perplexity quality on a specific model." + "reason": "Unrelated bugs: TrainerState token counting vs high perplexity on a specific model." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Both involve video paths, but one is a missing helper/undefined variable bug and the other is a batched-shape processor issue; not the same code-path bug." + "reason": "Both are video-related, but one is an undefined-variable bug in multimodal token counting and the other is a batched-shape issue in video processors." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "Different model families and failure modes: RTDetrV2 output drift vs Qwen3.5 save_pretrained key regression." + "reason": "Different code paths: RTDetrV2 output changes in v5 vs incorrect save_pretrained visual encoder keys in Qwen3.5." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "Both mention dtype, but they affect different components and symptoms; not clearly one underlying bug." - }, - { - "left": "issue:41720", - "right": "issue:43540", - "accept": false, - "reason": "Qwen3 auto device-map CUDA assert is unrelated to Qwen3OmniMoe video-input ValueError." + "reason": "Both mention dtype, but the affected models and concrete problems differ; not the same bug." }, { "left": "issue:44479", "right": "issue:45381", "accept": true, - "reason": "Both point to the same Qwen2.5-VL video-input regression; 45381 looks like a narrower symptom of the broader v5.3.0 issue in 44479." + "reason": "Same underlying Qwen video-input regression in v5.3.0; 45381 reads like a narrower repro of the broader multi-model regression in 44479." }, { - "left": "issue:43452", - "right": "issue:43582", + "left": "issue:41720", + "right": "issue:43540", "accept": false, - "reason": "Unrelated topics: gguf_file loading path vs Apple Silicon allocator warmup TypeError." + "reason": "Different failures: A800 auto-device-map cudaErrorAssert vs Qwen3OmniMoe video processing ValueError." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Loading a specific model regression is unrelated to CLIPTokenizer's model_max_length behavior." + "reason": "Different areas entirely: loading a specific model under >=5.1.0 vs CLIPTokenizer max_length semantics." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "No meaningful overlap: gguf loading regression vs Apple Silicon allocator warmup TypeError." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "Missing TensorFlow in a torch extra is a packaging/backend issue, not the same as Python 3.14 load failure." + "reason": "Different packaging/runtime issues: missing TensorFlow backend in a torch install vs Python 3.14 load failure." }, { "left": "issue:43317", "right": "issue:45538", "accept": false, - "reason": "Device-map/offload failure is unrelated to tokenizer max-length configuration." + "reason": "Different functionality: device_map/offload loading bug vs tokenizer max length behavior." }, { - "left": "issue:43927", - "right": "issue:44912", + "left": "issue:44291", + "right": "issue:45042", "accept": false, - "reason": "Config save/load token-id loss is unrelated to MXFP4 quantization fallback." + "reason": "Different subsystems: init_empty_weights argument handling vs PIL image processor torchvision dependency regression." }, { - "left": "issue:44291", - "right": "issue:45042", + "left": "issue:43927", + "right": "issue:44912", "accept": false, - "reason": "Different loading/initialization regressions in different subsystems." + "reason": "Different bug classes and models: config/token ID persistence vs MXFP4 quantization fallback." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "MacOS bus error on CLIP model loading is unrelated to TrainerState token counting." + "reason": "Completely different topics: MacOS bus error loading CLIP vs token-count tracking in TrainerState." }, { "left": "issue:43906", "right": "issue:45381", "accept": false, - "reason": "An isolated reproduction of a prior issue is not the same as the Qwen2.5-VL video-position-id bug." + "reason": "The shared 'load failure' wording is too broad; these are about different models and different loading paths." }, { - "left": "issue:43540", - "right": "issue:44560", + "left": "issue:42915", + "right": "issue:43742", "accept": false, - "reason": "Both are video-related, but they hit different Qwen models and different error mechanisms." + "reason": "Different models and symptoms: FineGrainedFP8Config failure vs key error loading MobileLLM-125M." }, { "left": "issue:43540", - "right": "issue:44479", + "right": "issue:44560", "accept": false, - "reason": "Same broad video area, but the failures differ: Qwen3OmniMoe video processing vs a multi-model Qwen VL regression." + "reason": "Both involve video inputs, but the model families and concrete exceptions differ; not enough to say same bug." }, { - "left": "issue:42915", - "right": "issue:43742", + "left": "issue:43540", + "right": "issue:44479", "accept": false, - "reason": "FineGrainedFP8Config failure is unrelated to a key error loading MobileLLM-125M." + "reason": "Related Qwen video theme, but this is a different model family and error path from the broader Qwen video regression." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "Unrelated model quantization/config failure vs tokenizer max-length behavior." + "reason": "Unrelated issues: Qwen3Moe FP8 config failure vs CLIP tokenizer max length." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "Packaging/backend inclusion issue is unrelated to missing Qwen2_5_VL export." + "reason": "Backend packaging issue vs a specific import error for Qwen2.5-VL; not the same bug." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "FP8 config failure is unrelated to AutoImageProcessor-from-URL loading." + "reason": "Different subsystems: Qwen3Moe FP8 config vs loading AutoImageProcessor from URL." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "Different bug classes: image-processor label reduction vs sequence-classification loss degeneracy." + "reason": "Different behaviors in different components: BeitImageProcessorFast label reduction vs sequence-classification zero-loss bug." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "Tokenizer constructor argument conflict is not the same as a specific tokenizer load regression." + "reason": "Both are tokenizer-related, but the exact failure and affected model are different." }, { - "left": "issue:44737", - "right": "issue:45588", + "left": "issue:45137", + "right": "issue:45405", "accept": false, - "reason": "XLNet CPU device placement bug is unrelated to flash_attention.py crashing on sink-less models." + "reason": "DeepSpeed ZeRO3 deque error is unrelated to the PEFT version bump issue." }, { "left": "issue:42175", "right": "issue:44488", "accept": false, - "reason": "Both are load-related at a high level, but the titles indicate different root causes." + "reason": "No shared bug: backend installation problem vs inability to load a specific model." }, { - "left": "issue:45137", - "right": "issue:45405", + "left": "issue:44737", + "right": "issue:45588", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error is unrelated to a PEFT version bump." + "reason": "Different code paths: XLNet CPU device placement vs flash-attention auxiliary-state crash." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "Different image-model correctness issues with no clear shared root cause." - }, - { - "left": "issue:43646", - "right": "issue:43749", - "accept": false, - "reason": "Custom model init breakage in v5 is unrelated to FSDP CPU RAM efficient loading." + "reason": "Different models and symptoms: zero probabilities in SigLIP2 vs Perceiver image classification failure." }, { - "left": "issue:43582", - "right": "issue:43782", + "left": "issue:28282", + "right": "issue:34689", "accept": false, - "reason": "Apple Silicon allocator TypeError is unrelated to Qwen3VL weight_only loading failure." + "reason": "Different loading errors for different models; only the broad notion of loading fails overlaps." }, { - "left": "issue:28282", - "right": "issue:34689", + "left": "issue:43646", + "right": "issue:43749", "accept": false, - "reason": "Generic PyTorch ImportError is unrelated to Llama 3.2 Vision model loading regression." + "reason": "Different regressions: custom model initialization in v5 vs FSDP CPU RAM efficient loading." }, { "left": "issue:36010", "right": "issue:42175", "accept": false, - "reason": "Missing GenerationMixin export and missing TensorFlow backend are separate problems." + "reason": "Importing GenerationMixin is unrelated to missing TensorFlow in a torch install." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The one accepted soft edge (44479/45381) is well supported by the titles and scope, and the rest of the rejections avoid overclaiming. No PR-pair issue applies here since there are no PRs present." + "feedback": "Grounded overall. The summary stays conservative, and the only accepted edge is well supported by the packet: 44479 is the broader v5.3.0 Qwen video regression, while 45381 is a narrower qwen2.5-vl repro. The other rejects are appropriately cautious given the titles alone." }, "evaluator_used": true, "retried": false, @@ -5175,8 +5202,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -5189,6 +5216,7 @@ "issue:43493", "issue:43531", "issue:43577", + "issue:43582", "issue:43643", "issue:43653", "issue:43688", @@ -5197,7 +5225,7 @@ "issue:43742", "issue:43749", "issue:43756", - "issue:43819", + "issue:43782", "issue:43994", "issue:44062", "issue:44291", @@ -5210,7 +5238,6 @@ "issue:44625", "issue:44704", "issue:44792", - "issue:44811", "issue:44821", "issue:44843", "issue:44877", @@ -5230,11 +5257,12 @@ ], "soft_pairs": [ "issue:43643|issue:45375", + "issue:43582|issue:43782", "issue:43756|issue:45325", "issue:43742|issue:44291", + "issue:28282|issue:29127", "issue:43493|issue:43994", "issue:44484|issue:44704", - "issue:28282|issue:29127", "issue:34567|issue:36331", "issue:44062|issue:45081", "issue:44291|issue:44821", @@ -5246,214 +5274,213 @@ "issue:43688|issue:43749", "issue:44514|issue:45381", "issue:43697|issue:45216", - "issue:43452|issue:43577", "issue:43742|issue:44589", "issue:45042|issue:45081", "issue:43531|issue:44821", - "issue:43688|issue:45440", - "issue:43452|issue:44843", + "issue:43452|issue:43577", "issue:44625|issue:44877", + "issue:43452|issue:44843", + "issue:43688|issue:45440", "issue:43653|issue:44568", - "issue:43720|issue:44898", - "issue:43819|issue:44811", - "issue:41762|issue:44936" + "issue:41762|issue:44936", + "issue:43720|issue:44898" ], - "prepared_review_unit_hash": "c7cb16ae802ef39d553e72c2e43faf5a5abf4d3b16ca03a3b4bcb15780bfdf61", + "prepared_review_unit_hash": "f3aff22c8fd73792a29e9d520c82dd9776f121ce2124c51448167c54690919a0", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720193, - "estimated_input_tokens": 180049, - "estimated_eval_tokens": 360354 + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35851, - "estimated_input_tokens": 8963, - "estimated_eval_tokens": 18182 + "serialized_chars": 35840, + "estimated_input_tokens": 8960, + "estimated_eval_tokens": 18176 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These candidate pairs mostly share only broad subsystem overlap (loading, tokenizers, configs, multimodal models) and do not appear to be the same concrete bug/change. I would not merge any of the soft edges as duplicates.", - "confidence": 0.89, - "canonical_issue_reason": "Issue 44561 is the strongest representative to anchor a cluster: it describes a broad, regression-style breakage affecting trust_remote_code models and has the clearest cross-cutting impact. That said, the overall set is heterogeneous, so there is no true duplicate hub here.", + "summary": "This set does not look like a real duplicate cluster; it is mostly a collection of unrelated loader/config/trainer/model-specific issues. No soft pair is close enough to merge as the same underlying bug.", + "confidence": 0.39, + "canonical_issue_reason": "Issue 43643 is the broadest representative of the recurring config/loader regression theme, but the overall set is too heterogeneous to treat as one duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44561 is the best global issue candidate because it is the most broadly impactful and clearly framed regression among the set; the rest are narrower, model-specific, or unrelated.", + "best_issue_reason": "Issue 43643 is the best single issue to stand in for the cluster because it is a general config-loading problem, but it is still only loosely related to most of the other items.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Both involve config fields and trust_remote_code, but one is a generic AutoConfig missing-fields report while the other is a specific Qwen3.5MoeVisionConfig strict-field omission; different code paths." + "reason": "Both mention missing config fields, but they are different models and different failure paths: AutoConfig strict-field handling vs Qwen3.5MoeVisionConfig propagation." + }, + { + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "Both are TypeErrors during model loading, but one is Apple Silicon warmup code and the other is Qwen3VL weight_only loading." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Both mention RoPE, but they describe different models and different bugs: SmolLM3 layer dropping vs Qwen2.5-VL temporal position scaling." + "reason": "Different model families and different bugs: Smollm3 RoPE-layer behavior vs Qwen2.5-VL temporal position_id scaling." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "Both are model loading failures, but the symptoms and root causes differ: a KeyError on MobileLLM loading versus an unexpected _is_hf_initialized argument with init_empty_weights." + "reason": "Both are load-time errors, but the causes are unrelated: MobileLLM key lookup vs unexpected _is_hf_initialized in init_empty_weights." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "One is a missing PyTorch dependency ImportError, the other is a LayoutLMv3 validation/error-message issue." }, { "left": "issue:43493", "right": "issue:43994", "accept": false, - "reason": "Both are about SigLIP2, but one reports HF/JAX implementation divergence and the other reports nonsensical AutoModel/pipeline outputs; not enough evidence of the same bug." + "reason": "Both involve SigLIP2, but one is an implementation-vs-JAX discrepancy and the other is a nonsensical AutoModel/pipeline output report." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "Unrelated API issues: save_pretrained max_shard_size behavior versus AutoProcessor not forwarding kwargs to cached_file." - }, - { - "left": "issue:28282", - "right": "issue:29127", - "accept": false, - "reason": "These are entirely different errors: missing PyTorch for AutoModel versus a LayoutLMv3 box-information error message." + "reason": "save_pretrained shard sizing and AutoProcessor cached_file kwargs are different APIs and different bugs." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "Different trainer issues: num_input_tokens_seen not updating versus compute_loss receiving an unexpected num_items_in_batch argument." + "reason": "Both touch Trainer, but num_input_tokens_seen not updating and CustomTrainer.compute_loss signature mismatch are separate issues." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Both involve tokenizers, but one is an AddedToken constructor conflict and the other is a backend_tokenizer AttributeError in _patch_mistral_regex." + "reason": "Tokenizer internals are involved in both, but AddedToken special-kwarg duplication and backend_tokenizer missing are distinct code paths." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "Different loading paths and failures: init_empty_weights/_is_hf_initialized versus loading an AutoImageProcessor from URL." + "reason": "Unexpected init_empty_weights argument and AutoImageProcessor URL loading are unrelated failures." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "One is about gguf_file breaking AutoTokenizer/AutoModelForCausalLM; the other is a specific model that no longer loads. Too vague to call the same bug." + "reason": "Both are loading problems, but gguf_file breakage for AutoTokenizer/AutoModel and failure to load cjvt/sleng-bert do not point to the same bug." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Both are multimodal/model-loading problems, but they concern different models and likely different code paths." + "reason": "Both mention multimodal models, but a Janus test failure and a Phi-4-multimodal load failure are different underlying problems." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Both hit apply_chat_template, but one is a batched padding=False crash and the other is tool-call assistant messages with no content." + "reason": "Both are chat-template crashes, but the triggers differ: batched padding=False vs assistant tool-call messages with no content." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "Completely different concerns: unreleased PEFT version bump versus stale auto_mappings references breaking CI." + "reason": "PEFT version bump and stale auto_mappings config references are unrelated maintenance issues." }, { "left": "issue:43643", "right": "issue:44561", "accept": false, - "reason": "Both are config/loading regressions, but one is missing fields under trust_remote_code while the other is a removed helper breaking trust_remote_code models." + "reason": "Both mention trust_remote_code-related breakage, but the concrete bugs are different: missing fields in AutoConfig vs removal of is_torch_fx_available." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Different subsystems and failures: auxiliary-loss normalization in MoE models versus FSDP_CPU_RAM_EFFICIENT_LOADING breakage." + "reason": "Auxiliary-loss normalization and FSDP CPU RAM efficient loading are unrelated." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Both involve Qwen2.5-VL vision/chat processing, but one is a batching/padding crash and the other is wrong vision_position_ids for video input." + "reason": "One is a chat-template crash, the other is wrong vision_position_ids for Qwen2.5-VL video input." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "Different model families and bugs: RTDetrV2 output changes versus Qwen3.5 save_pretrained checkpoint correctness." - }, - { - "left": "issue:43452", - "right": "issue:43577", - "accept": false, - "reason": "One concerns gguf/model loading, the other dtype propagation for Blip2/Qformer; no shared concrete bug." + "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained checkpoint corruption are different regressions." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "Both are load-time TypeErrors, but the failure signatures and mechanisms are unrelated." + "reason": "A model key-error on load and a missing Float8 storage type are different failures." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "Different areas: PIL backend image processors requiring torchvision versus a Mistral tokenizer regex patch crash." + "reason": "Image processor torchvision dependency handling and Mistral regex patch crashes are unrelated." }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Unrelated: Qwen3-MoE sliding_window behavior versus loading AutoImageProcessor from URL." - }, - { - "left": "issue:43688", - "right": "issue:45440", - "accept": false, - "reason": "Both touch MoE-like models, but one is auxiliary-loss normalization and the other is DeepSeekV3 implementation divergence." + "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated." }, { "left": "issue:43452", - "right": "issue:44843", + "right": "issue:43577", "accept": false, - "reason": "gguf_file loading breakage is unrelated to the offline-mode model_info call in _patch_mistral_regex." + "reason": "gguf_file loading failures and BLIP2 dtype propagation are unrelated bugs." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Both mention config handling, but one is num_labels propagation and the other is strict config blocking granite_speech loading." + "reason": "Both are config-related, but Qwen3.5 num_labels propagation and strict granite_speech config loading are different mechanisms and failures." }, { - "left": "issue:43653", - "right": "issue:44568", + "left": "issue:43452", + "right": "issue:44843", "accept": false, - "reason": "Both are tokenizer special-token issues, but they affect different tokenizers and different symptoms; not clearly the same defect." + "reason": "Both involve AutoTokenizer loading, but one is gguf_file breakage and the other is an offline-mode model_info call in _patch_mistral_regex." }, { - "left": "issue:43720", - "right": "issue:44898", + "left": "issue:43688", + "right": "issue:45440", "accept": false, - "reason": "Different components and bug classes: BitNet packed-weight loading versus Perceiver positional-encoding interpolation." + "reason": "Both are MoE-adjacent, but auxiliary loss normalization and DeepseekV3 implementation divergence are not the same bug." }, { - "left": "issue:43819", - "right": "issue:44811", + "left": "issue:43653", + "right": "issue:44568", "accept": false, - "reason": "Different decoding/computation bugs: DAC.from_latents mismatch versus Whisper processor.batch_decode ignoring skip_special_tokens." + "reason": "Both are special-token issues, but BigBirdTokenizer mask-token registration and mdeberta BOS/EOS insertion are different tokenizers and code paths." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "These are unrelated training/loading issues: ZeRO-3 Gemma3 loading IndexError versus trainer.evaluate failing after train." + "reason": "Gemma3 DeepSpeed ZeRO-3 loading and trainer.evaluate() after train are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight unpacking and Perceiver interpolation failure are different model/runtime issues." } ] }, @@ -5472,8 +5499,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -5489,7 +5516,6 @@ "issue:38175", "issue:41720", "issue:43122", - "issue:43262", "issue:43295", "issue:43329", "issue:43452", @@ -5503,6 +5529,7 @@ "issue:43697", "issue:43720", "issue:43742", + "issue:43819", "issue:43906", "issue:43927", "issue:44361", @@ -5512,22 +5539,22 @@ "issue:44466", "issue:44479", "issue:44554", + "issue:44610", "issue:44625", "issue:44743", + "issue:44811", "issue:44843", - "issue:44849", "issue:44936", "issue:44977", "issue:44991", "issue:45005", - "issue:45084", "issue:45325", "issue:45356", - "issue:45357", "issue:45588" ], "soft_pairs": [ "issue:43295|issue:45356", + "issue:43819|issue:44811", "issue:44466|issue:45005", "issue:44464|issue:44743", "issue:24643|issue:29127", @@ -5544,262 +5571,264 @@ "issue:28282|issue:32090", "issue:28282|issue:33357", "issue:28282|issue:35141", - "issue:43577|issue:45588", "issue:30064|issue:33666", + "issue:43577|issue:45588", "issue:43577|issue:44554", "issue:43653|issue:43927", - "issue:44464|issue:44977", "issue:43531|issue:43742", + "issue:44464|issue:44977", "issue:43329|issue:45325", "issue:44479|issue:44625", "issue:43550|issue:44361", - "issue:43452|issue:44451", "issue:43504|issue:43720", - "issue:41720|issue:44464", "issue:43504|issue:43550", - "issue:43262|issue:45084", - "issue:44849|issue:45357", + "issue:43452|issue:44451", + "issue:41720|issue:44464", "issue:32090|issue:34567", - "issue:32090|issue:33666" + "issue:32090|issue:33666", + "issue:43504|issue:44610" ], - "prepared_review_unit_hash": "ee07b8b04ff05b25964f34d48053205140eb56dd808c22f20b3d171632451b96", + "prepared_review_unit_hash": "2905ea1417bfceb0bd388a6b0c546a7a0f3765be55122de23b96b180583ca775", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720193, - "estimated_input_tokens": 180049, - "estimated_eval_tokens": 360354 + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 34, - "serialized_chars": 38183, - "estimated_input_tokens": 9546, - "estimated_eval_tokens": 19348 + "serialized_chars": 37588, + "estimated_input_tokens": 9397, + "estimated_eval_tokens": 19050 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the issues span unrelated tokenizer, trainer, multimodal, generation, loading, and serialization problems. None of the soft pairs look like the same concrete bug/change, so I would not merge any of them as duplicates and there is no clear canonical representative.", - "confidence": 0.97, + "summary": "Most pairs are only loosely related by subsystem or theme and do not look like true duplicates. The only especially close pair, 44466 vs 45005, is about tied weights in v5, but the available evidence is still too thin to say they are the same bug or that 45005 subsumes 44466; it should stay rejected.", + "confidence": 0.69, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Issue 45005 is the strongest single representative for the tied-weights/v5 theme, but only as a broad umbrella candidate; it is not supported strongly enough to serve as a confirmed duplicate canonical for 44466.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "Different regressions in different tokenizer/processor flows; same broad area, not the same bug." + "reason": "Both are tokenizer/processor regressions, but they describe different failures and model families; no shared concrete code path is evident." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent decoding mismatch and Whisper batch_decode skipping special tokens are unrelated bugs." }, { "left": "issue:44466", "right": "issue:45005", "accept": false, - "reason": "Both mention tied weights, but one is device-dependent lm_head serialization and the other is a broader translation-model v5 issue." + "reason": "They are thematically related around tied weights in v5, but titles/body metadata alone do not prove the same underlying bug or that 45005 subsumes 44466." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "One is chunked generation with compiled forward; the other is recurrent state reset with cache. Different code paths." + "reason": "Both involve generation/caching, but one is chunked generation with compiled forward and the other is recurrent state reset in a modular Qwen3.5 path; different code paths." }, { "left": "issue:24643", "right": "issue:29127", "accept": false, - "reason": "Training/DeepSpeed weight-shape error vs layoutlmv3 box validation message. Unrelated bugs." + "reason": "DeepSpeed 2-D weight error and LayoutLMv3 box/clarity handling are unrelated." }, { "left": "issue:41720", "right": "issue:43906", "accept": false, - "reason": "Qwen3 auto device mapping crash vs an isolated reproduction of another issue; no evidence they are the same defect." + "reason": "CUDA device-mapping assert on Qwen3 is not the same as an isolated reproduction of a different issue." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "Missing pad_token_id in Llama4Config vs missing fields from trust_remote_code AutoConfig. Similar symptom, different issue." + "reason": "Both concern missing config fields, but they affect different model/config loading flows and do not clearly share one bug." }, { "left": "issue:43577", "right": "issue:43697", "accept": false, - "reason": "Blip2 dtype propagation bug vs RTDetrV2 output mismatch. Different model families and failure modes." + "reason": "BLIP2 dtype staying float32 and RTDetrV2 output drift in v5 are different regressions." }, { "left": "issue:38175", "right": "issue:43295", "accept": false, - "reason": "Siglip2 zero probabilities vs processor.tokenizer/image-handling regression. Not the same underlying bug." + "reason": "SigLIP2 zero probabilities and a custom processor/tokenizer regression are unrelated." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Tokenizer failures, but for different tokenizers and likely different loading paths." + "reason": "Different tokenizer failures on different models; no shared underlying defect is apparent." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading regressions, but one is offline model_info patching and the other is a specific model load failure." + "reason": "Offline HF_HUB model_info misuse and a tokenizer-loading failure for EMBEDDIA/est-roberta are separate issues." }, { "left": "issue:43653", "right": "issue:44361", "accept": false, - "reason": "BigBird special-token decode issue vs MLukeTokenizer task AttributeError. Unrelated." + "reason": "BigBird special-token registration and MLuke tokenizer task errors are not the same bug." }, { "left": "issue:44479", "right": "issue:44936", "accept": false, - "reason": "Video-input regression in Qwen VLMs vs Trainer evaluate-after-train failure. Different subsystems." + "reason": "Video-input regression in Qwen VLMs and trainer.evaluate() failing after train() are unrelated." }, { "left": "issue:43122", "right": "issue:43906", "accept": false, - "reason": "Tokenization behavior change vs a reproduction of another issue. No shared concrete bug." + "reason": "Tokenizer behavior change across versions and an isolated reproduction of another issue do not match as duplicates." }, { "left": "issue:44977", "right": "issue:45356", "accept": false, - "reason": "Flash-attention generation bug vs tokenizer codec/regex regression. Different components." + "reason": "Qwen3.5 flash-attention generation failure and Kimi-K2.5 tokenizer regression are different problems." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "PyTorch import error vs Trainer GPU broadcast NoneType error. Not duplicates." + "reason": "Missing PyTorch ImportError and Trainer NoneType broadcast failure are unrelated." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "ImportError vs MacOS bus error. Completely different failures." + "reason": "Missing PyTorch ImportError and Mac bus error on CLIP are unrelated." }, { "left": "issue:28282", "right": "issue:35141", "accept": false, - "reason": "Import-time PyTorch missing error vs tied-embedding reinitialization bug. Unrelated." + "reason": "Missing PyTorch ImportError and tied embedding reinitialization are unrelated." }, { - "left": "issue:43577", - "right": "issue:45588", + "left": "issue:30064", + "right": "issue:33666", "accept": false, - "reason": "Blip2 dtype issue vs flash_attention AttributeError on s_aux=None. Different code paths." + "reason": "Void segmentation-map processing and Qwen2-VL multi-GPU training are unrelated." }, { - "left": "issue:30064", - "right": "issue:33666", + "left": "issue:43577", + "right": "issue:45588", "accept": false, - "reason": "Void segmentation map processing vs Qwen2-VL multi-GPU training. Unrelated." + "reason": "BLIP2 dtype handling and flash_attention s_aux=None crash are different code paths." }, { "left": "issue:43577", "right": "issue:44554", "accept": false, - "reason": "Model dtype propagation vs MPS attention correctness issue. Not the same bug." + "reason": "BLIP2 dtype issue and MPS attention correctness issue are unrelated." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "BigBird mask-token decode issue vs DiaConfig custom token IDs lost on save/load. Different token/config bugs." + "reason": "Tokenizer special-token registration and DiaConfig custom token-ID persistence are different defects." }, { - "left": "issue:44464", - "right": "issue:44977", + "left": "issue:43531", + "right": "issue:43742", "accept": false, - "reason": "Compiled-forward generation inconsistency vs flash-attention generation failure. Similar symptom only, not same defect." + "reason": "Qwen3-MoE sliding_window behavior and MobileLLM loading key error are unrelated." }, { - "left": "issue:43531", - "right": "issue:43742", + "left": "issue:44464", + "right": "issue:44977", "accept": false, - "reason": "Qwen3-MoE sliding_window issue vs MobileLLM loading key error. Different areas." + "reason": "Chunked generation with compiled forward and Qwen3.5 flash-attention generation failure are not the same bug." }, { "left": "issue:43329", "right": "issue:45325", "accept": false, - "reason": "Undefined helpers in multimodal video token counting vs rope-index scaling for still images. Different multimodal bugs." + "reason": "Undefined helpers in the video token-count branch and incorrect still-image temporal scaling are separate multimodal bugs." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Qwen VL video regression vs num_labels propagation bug. Unrelated." + "reason": "Qwen video regression and Qwen3.5 num_labels propagation are unrelated." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "torch.compile/SDPA model failure vs tokenizer AttributeError. Different code paths." - }, - { - "left": "issue:43452", - "right": "issue:44451", - "accept": false, - "reason": "gguf_file loading breakage vs a specific model-load failure. No evidence of same root cause." + "reason": "Bamba torch.compile SDPA failure and MLuke tokenizer AttributeError are unrelated." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Legacy-field preload bug vs packed-weight unpacking bug. Different loading mechanisms." - }, - { - "left": "issue:41720", - "right": "issue:44464", - "accept": false, - "reason": "CUDA assert on auto device mapping vs chunked generation inconsistency. Unrelated." + "reason": "Legacy field loading for Beit segmentation and BitNet packed-weight unpacking are different issues." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "Pretrained-model legacy field issue vs compile/SDPA failure. Different subsystems." + "reason": "Beit loading failure and Bamba SDPA compile failure are unrelated." }, { - "left": "issue:43262", - "right": "issue:45084", + "left": "issue:43452", + "right": "issue:44451", "accept": false, - "reason": "Audio chat template sampling-rate default vs template compilation TypeError. Not the same bug." + "reason": "gguf_file incompatibility and ScandiBERT loading failure do not clearly share the same root cause." }, { - "left": "issue:44849", - "right": "issue:45357", + "left": "issue:41720", + "right": "issue:44464", "accept": false, - "reason": "Qwen3.5 hidden-states bug vs incorrect visual encoder keys on save_pretrained. Different regressions." + "reason": "Qwen3 device-mapping assert and chunked-generation inconsistency are different failures." }, { "left": "issue:32090", "right": "issue:34567", "accept": false, - "reason": "GPU broadcast NoneType error vs TrainerState token counter not updating. Different issues." + "reason": "Trainer broadcast NoneType error and TrainerState token counter not updating are unrelated." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Trainer broadcast error vs Qwen2-VL multi-GPU training request. Unrelated." + "reason": "Trainer broadcast NoneType error and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Beit legacy-field load failure and OmDet-Turbo processor/model size mismatch are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The summary is a bit too strong on the 44466 \u2194 45005 pair. From the packet we only have titles/body lengths, and while they are thematically related (tied weights in v5), the evidence does not clearly establish they are the same bug or that 45005 subsumes 44466. The soft edge was marked deterministic_accept=false in the packet, so treating it as accepted / canonical is not conservative enough. The rest of the summary is broadly fine, but this pair makes the overall judgment unsupported." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -5812,8 +5841,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -5822,12 +5851,11 @@ "issue:36331", "issue:39692", "issue:43257", + "issue:43262", "issue:43278", - "issue:43295", "issue:43299", "issue:43334", "issue:43493", - "issue:43504", "issue:43525", "issue:43540", "issue:43572", @@ -5837,7 +5865,6 @@ "issue:43716", "issue:43720", "issue:43742", - "issue:43746", "issue:43756", "issue:43824", "issue:43825", @@ -5851,25 +5878,28 @@ "issue:44488", "issue:44521", "issue:44589", - "issue:44610", "issue:44625", "issue:44734", "issue:44821", "issue:44843", + "issue:44849", "issue:44913", "issue:44964", "issue:44977", + "issue:45084", "issue:45200", "issue:45229", "issue:45290", + "issue:45357", "issue:45405", "issue:45520", "issue:45584" ], "soft_pairs": [ - "issue:43504|issue:44610", + "issue:43262|issue:45084", "issue:43278|issue:43688", "issue:43334|issue:43572", + "issue:44849|issue:45357", "issue:43525|issue:43572", "issue:43756|issue:44913", "issue:43540|issue:43716", @@ -5882,237 +5912,229 @@ "issue:43688|issue:43873", "issue:43257|issue:43299", "issue:43278|issue:43844", - "issue:43540|issue:44977", - "issue:44488|issue:44843", "issue:43720|issue:44361", + "issue:44488|issue:44843", "issue:39692|issue:43493", + "issue:43540|issue:44977", "issue:44964|issue:45405", "issue:43493|issue:43844", "issue:33666|issue:36331", "issue:43756|issue:44060", - "issue:44589|issue:45520", "issue:44625|issue:45584", + "issue:44589|issue:45520", "issue:44521|issue:45290", "issue:43646|issue:44466", - "issue:44423|issue:44734", "issue:43824|issue:44589", - "issue:43688|issue:43746", - "issue:39692|issue:43295" + "issue:44423|issue:44734" ], - "prepared_review_unit_hash": "76411339043bb094699a04b3fa22b9fd48ef5bb9bbbe73c6dd42e3c6c61d1cfa", + "prepared_review_unit_hash": "cc98d3321d19b62270978fde24f7a6a8980dd3a9c54d9d23b93743064276a4e7", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720193, - "estimated_input_tokens": 180049, - "estimated_eval_tokens": 360354 + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 37136, - "estimated_input_tokens": 9284, - "estimated_eval_tokens": 18824 + "soft_pair_count": 30, + "serialized_chars": 36763, + "estimated_input_tokens": 9191, + "estimated_eval_tokens": 18638 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: most items are separate model-specific bugs, regressions, or docs issues rather than duplicates. The soft-similarity pairs mostly share broad themes like loading, config fields, multimodal processing, or v5 regressions, but not the same concrete code-path failure.", - "confidence": 0.19, - "canonical_issue_reason": "issue:43873 is the most broadly scoped and active item in the set, with multiple inbound references and a general offloading/quantization theme that is closest to the few related loading/runtime issues here.", + "summary": "This set is mostly a grab-bag of unrelated Transformers bug reports across different models and subsystems. None of the soft-edge pairs look like true duplicates; the strongest anchor is the high-activity Gemma4 multi-GPU OOM report.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 45229 is the most developed, high-discussion, user-impacting bug report in the set, so it works best as a practical anchor even though the cluster is heterogeneous.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best representative issue because it is broader than the highly model-specific reports and sits near the main runtime/offload cluster, even though the overall set does not form a tight duplicate group.", + "best_issue_reason": "45229 is the best global issue candidate because it has the clearest concrete failure mode and the highest engagement/inbound interest among these unrelated reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43504", - "right": "issue:44610", + "left": "issue:43262", + "right": "issue:45084", "accept": false, - "reason": "Different models and failures: legacy field loading vs processor/model input-size mismatch." + "reason": "Audio chat-template sampling-rate bug vs template compilation error; different code paths." }, { "left": "issue:43278", "right": "issue:43688", "accept": false, - "reason": "One is a dtype regression in evaluation; the other is auxiliary-loss normalization. Same training stack, different bug." + "reason": "Training/eval dtype drift vs auxiliary-loss normalization; unrelated defects." }, { "left": "issue:43334", "right": "issue:43572", "accept": false, - "reason": "Both are missing config attributes, but on different models and different fields, so not the same bug." + "reason": "Two different model-config missing-pad-token issues, not the same underlying bug." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "output_hidden_states behavior vs save_pretrained visual-key regression; distinct problems." }, { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Same broad symptom class, but different config attributes and model families." + "reason": "Llama4 pad_token_id vs StableLm pad_token_idx; similar symptom, different models/fix." }, { "left": "issue:43756", "right": "issue:44913", "accept": false, - "reason": "Both involve config persistence, but one is RoPE layer drops and the other is rotary_pct reload; different code paths." + "reason": "Smollm3 RoPE-layer mismatch vs GPTNeoX rotary_pct reload bug; not the same bug." }, { "left": "issue:43540", "right": "issue:43716", "accept": false, - "reason": "Different modalities and root causes: video processing error vs image preprocessor/model dtype mismatch." + "reason": "Qwen3Omni video-input processing vs image-preprocessor dtype mismatch; different failures." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "SigLIP2 implementation discrepancy is unrelated to a pipeline error-message regression." + "reason": "SigLIP2 implementation discrepancy vs pipeline translation-task messaging; unrelated." }, { "left": "issue:43742", "right": "issue:44821", "accept": false, - "reason": "Both are loading-related, but one is a model key error and the other is URL image-processor loading." + "reason": "MobileLLM load KeyError vs AutoImageProcessor URL loading; separate load paths." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "Same Gemma4 family, but one is a training label/mask config issue and the other is multi-GPU inference OOM." + "reason": "Text-only fine-tuning token IDs vs multi-GPU inference OOM; different symptoms and fixes." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Multi-GPU training and a GenerationMixin import failure are unrelated." + "reason": "Multi-GPU training request vs GenerationMixin import failure; no shared bug." }, { "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading is unrelated to DiaConfig token-ID persistence." + "reason": "Packed-weight unpacking vs custom token ID persistence; unrelated loader bugs." }, { "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch and config token-ID loss are different failure modes." + "reason": "CPU offload device mismatch vs save/load config corruption; different code paths." }, { "left": "issue:43688", "right": "issue:43873", "accept": false, - "reason": "Aux-loss normalization and quantized offloading are separate bugs." + "reason": "Aux-loss math vs quantized offloading behavior; not the same issue." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Both mention Qwen3 MOE, but one is weight conversion during accelerated loading and the other is a dev-regression loading failure." + "reason": "Accelerate/deepspeed MoE conversion bug vs v5 Qwen3VL load regression; related area, different defects." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Evaluation dtype change and ZeRO-3 gradient growth are different issues." + "reason": "Embedding dtype change vs ZeRO-3 gradient growth; distinct training issues." }, { - "left": "issue:43540", - "right": "issue:44977", + "left": "issue:43720", + "right": "issue:44361", "accept": false, - "reason": "Different Qwen variants and different symptoms: video input processing vs flash-attention generation behavior." + "reason": "BitNet packed weights vs MLukeTokenizer task AttributeError; unrelated." }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "Model load failure and offline-network behavior in tokenizer patching are not the same bug." + "reason": "Model loading failure vs offline-mode regression in tokenizer patching; different causes." }, { - "left": "issue:43720", - "right": "issue:44361", + "left": "issue:39692", + "right": "issue:43493", "accept": false, - "reason": "Packed-weight loading issue vs tokenizer AttributeError on tasks; no shared code path." + "reason": "Documentation/example bug vs core SigLIP2 implementation discrepancy; not duplicates." }, { - "left": "issue:39692", - "right": "issue:43493", + "left": "issue:43540", + "right": "issue:44977", "accept": false, - "reason": "Docs example errors are distinct from a backend implementation discrepancy." + "reason": "Video input ValueError vs flash-attention generation bug; separate Qwen3.5 problems." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Model-loading regression is unrelated to the PEFT version bump issue." + "reason": "Model-loading regression vs unreleased PEFT minimum-version bump; unrelated." }, { - "left": "issue:43493", - "right": "issue:43844", + "left": "issue:43646", + "right": "issue:44466", "accept": false, - "reason": "SigLIP2 accuracy/discrepancy bug and ZeRO-3 gradient amplification are unrelated." + "reason": "Custom model initialization breakage vs device-dependent serialization; different v5 regressions." }, { - "left": "issue:33666", - "right": "issue:36331", + "left": "issue:43824", + "right": "issue:44589", "accept": false, - "reason": "Multi-GPU training and CustomTrainer signature breakage are different problems." + "reason": "Missing Qwen2.5-VL import vs Float8 storage lookup failure; unrelated." }, { - "left": "issue:43756", - "right": "issue:44060", + "left": "issue:44423", + "right": "issue:44734", "accept": false, - "reason": "RoPE-layer drop and tied-weights warning are distinct model-specific issues." + "reason": "Continuous-batching multimodal crash vs KV-cache continuation indexing bug; different serve paths." }, { - "left": "issue:44589", - "right": "issue:45520", + "left": "issue:44625", + "right": "issue:45584", "accept": false, - "reason": "Different runtime failures: missing Float8 storage type vs flash_attn import key error." + "reason": "Qwen3.5 num_labels propagation vs Whisper empty-transcription failure; no overlap." }, { - "left": "issue:44625", - "right": "issue:45584", + "left": "issue:44589", + "right": "issue:45520", "accept": false, - "reason": "Qwen3.5 num_labels propagation and Whisper empty-transcription generation are unrelated." + "reason": "Float8 storage import/lookup issue vs Python 3.13 flash_attn import key error; unrelated." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both hit apply_chat_template, but one is assistant-mask generation and the other is tool-call handling; different bugs." + "reason": "Multimodal assistant-mask bug vs tool-call empty-content chat-template crash; different template logic." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Custom model initialization regressions and lm_head serialization inconsistency are different v5 issues." - }, - { - "left": "issue:44423", - "right": "issue:44734", - "accept": false, - "reason": "Both are serving crashes, but one is multimodal tensor handling and the other is KV-cache continuation indexing." + "reason": "Initialization regression vs tied-weight serialization inconsistency; separate bugs." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "ImportError for a specific model class is unrelated to a Float8 storage lookup failure." - }, - { - "left": "issue:43688", - "right": "issue:43746", - "accept": false, - "reason": "Aux-loss normalization and PEFT adapter checkpoint loading are unrelated." + "reason": "Missing model import vs storage-object type error; different failures." }, { - "left": "issue:39692", - "right": "issue:43295", + "left": "issue:44423", + "right": "issue:44734", "accept": false, - "reason": "Docs example mistakes do not match a regression in custom model code passing images to tokenizer." + "reason": "Serve crashes in different endpoints and tensor logic; not the same underlying defect." } ] }, @@ -6131,8 +6153,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -6144,19 +6166,20 @@ "issue:37428", "issue:38175", "issue:39401", + "issue:39692", "issue:43232", "issue:43278", "issue:43295", - "issue:43334", "issue:43504", - "issue:43525", "issue:43540", "issue:43572", "issue:43575", "issue:43582", "issue:43606", "issue:43653", + "issue:43688", "issue:43701", + "issue:43746", "issue:43844", "issue:43927", "issue:43957", @@ -6169,7 +6192,6 @@ "issue:44493", "issue:44554", "issue:44568", - "issue:44610", "issue:44792", "issue:44849", "issue:44964", @@ -6178,7 +6200,6 @@ "issue:45084", "issue:45198", "issue:45200", - "issue:45325", "issue:45356", "issue:45405", "issue:45446", @@ -6186,234 +6207,224 @@ "issue:45584" ], "soft_pairs": [ + "issue:43688|issue:43746", + "issue:39692|issue:43295", "issue:33357|issue:33666", "issue:43572|issue:44291", - "issue:43994|issue:44493", "issue:43504|issue:43606", - "issue:44464|issue:45584", + "issue:43994|issue:44493", "issue:43504|issue:43653", "issue:43927|issue:44361", "issue:43575|issue:45405", + "issue:44464|issue:45584", "issue:43278|issue:43701", "issue:44792|issue:45405", "issue:43606|issue:44112", "issue:29942|issue:30333", "issue:15354|issue:38175", "issue:44554|issue:45446", + "issue:45084|issue:45520", "issue:43540|issue:45200", - "issue:43232|issue:44849", - "issue:45084|issue:45520", "issue:43844|issue:44964", "issue:39401|issue:44568", "issue:43582|issue:44977", + "issue:43232|issue:44849", "issue:45072|issue:45198", - "issue:44315|issue:44849", "issue:37428|issue:43957", - "issue:44554|issue:45356", - "issue:43334|issue:43525", - "issue:43295|issue:44610", - "issue:45200|issue:45325" + "issue:44315|issue:44849", + "issue:44554|issue:45356" ], - "prepared_review_unit_hash": "845590747411e7465b7b63f31889a8c9bd58757bd031ebabc45832c9547d6fcd", + "prepared_review_unit_hash": "4654ae1e51f503b8973e4bb2bf910fe2c1a606af2b519d99f2d20880269f3978", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720193, - "estimated_input_tokens": 180049, - "estimated_eval_tokens": 360354 + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35860, - "estimated_input_tokens": 8965, - "estimated_eval_tokens": 18186 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34965, + "estimated_input_tokens": 8742, + "estimated_eval_tokens": 17740 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers bugs across loading, tokenization, generation, dtype/device handling, and CI failures. I found one likely duplicate family around missing `pad_token_id` in config/load paths; the rest do not look mergeable as the same underlying bug.", - "confidence": 0.41, - "canonical_issue_reason": "Issue 43957 is the broadest and most representative loading-regression report in the set, centered on model instantiation with `torch.device('meta')` and a class of failures that affects multiple models rather than a single model-specific edge case.", + "summary": "This set is a heterogeneous mix of unrelated bugs and regressions across tokenization, model loading, generation, attention, CI, and multimodal flows. None of the soft pairs look like true duplicates; most only share a broad subsystem name or version context. If a representative issue must be chosen, the broad model-loading regression around `torch.device('meta')` is the most canonical-looking.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 43957 is the broadest and most actionable representative: it describes a concrete transformers 5.x model-loading regression affecting multiple models via the `torch.device('meta')` path.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43957 is the best overall issue candidate because it describes a general framework-level regression with wider applicability than the more model-specific reports.", + "best_issue_reason": "Issue 43957 has the clearest cross-model scope, explicit failure mode, and a central code path that makes it the best single issue to anchor the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43688", + "right": "issue:43746", + "accept": false, + "reason": "Different failures: auxiliary loss normalization vs PEFT adapter loading from local checkpoints." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "One is a docs/example problem, the other is a regression in processor/tokenizer API behavior." + }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "Both are model-related failures, but one is a MacOS bus error for CLIP and the other is a Qwen2-VL multi-GPU training issue; different symptoms and code paths." + "reason": "Unrelated models and symptoms: MacOS bus error for CLIP vs Qwen2-VL multi-GPU training." }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "Both involve load/init regressions, but one is about `pad_token_idx` in `StableLmConfig` and the other about an unexpected `_is_hf_initialized` argument in `init_empty_weights`; different underlying bugs." - }, - { - "left": "issue:43994", - "right": "issue:44493", - "accept": false, - "reason": "One is a SigLIP2 inference quality problem, the other is a position-id key warning across many models; too different to be the same bug." + "reason": "Both touch model loading, but the root causes differ: missing config field vs unexpected init_empty_weights argument." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "A legacy-field pretrained-model load failure is not the same as a CPU offload device mismatch in `bark-small`." + "reason": "Different subsystems and symptoms: legacy field loading vs CPU offload device mismatch." }, { - "left": "issue:44464", - "right": "issue:45584", + "left": "issue:43994", + "right": "issue:44493", "accept": false, - "reason": "Chunked generation with compiled forward and empty-transcription Whisper generation after token alignment are unrelated generation bugs." + "reason": "Different bug classes: incorrect SigLIP2 outputs vs unexpected position-id key warnings across models." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "Legacy-field loading for BEiT semantic segmentation and BigBirdTokenizer special-token registration are different failure modes." + "reason": "Pretrained model load failure vs tokenizer special-token registration; not the same underlying defect." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "DiaConfig save/load token-id corruption causing generation errors is not the same as MLukeTokenizer attribute failures on tasks." + "reason": "Different tokenizer/config bugs with different failure modes and code paths." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "TP OOM on a large Qwen2 model and an unreleased PEFT version bump are unrelated." + "reason": "OOM during tensor-parallel model load vs a dependency version bump; no shared bug." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Generation inconsistency with compiled forward vs empty-transcription failure after token alignment; unrelated root causes." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "BF16-to-FP32 embedding dtype drift in evaluate is unrelated to resume checkpoint key mismatches." + "reason": "Different issues: dtype drift in evaluation vs checkpoint resume key mismatch." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "A Janus image-generation test failure does not match a dependency-version issue." + "reason": "A failing model test vs a PEFT minimum-version bump; not the same change or bug." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "Both mention device handling, but one is a real CPU offload mismatch and the other is a stale CI test in GraniteSpeech; not the same concrete bug." + "reason": "Both mention GraniteSpeech/CI, but one is a CPU offload device mismatch and the other is a stale test override." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 test failures and MLFlow reporting on failed training jobs are unrelated." + "reason": "Flash Attention test failures and MLFlow reporting problems are unrelated." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript export support for generator expressions and SigLIP2 zero-probability outputs are unrelated model issues." + "reason": "Different model families and defects: JIT scripting generator-exp support vs zero probabilities in SigLIP2." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "An MPS attention correctness issue is not the same as a PyTorch version-check bug in flex_attention imports." + "reason": "Both are attention-related, but one is an MPS correctness issue and the other is a PyTorch version gate bug." }, { - "left": "issue:43540", - "right": "issue:45200", - "accept": false, - "reason": "Both are multimodal-input problems, but one is video processing in Qwen3OmniMoe and the other is Gemma 4 text-only fine-tuning token-type defaults; different bugs." - }, - { - "left": "issue:43232", - "right": "issue:44849", + "left": "issue:45084", + "right": "issue:45520", "accept": false, - "reason": "Generation kwargs syncing after `sync_gpus` and Qwen3.5 `output_hidden_states` behavior are separate generation-path issues." + "reason": "Compile-time template-node error vs flash_attn import KeyError on Python 3.13; distinct failures." }, { - "left": "issue:45084", - "right": "issue:45520", + "left": "issue:43540", + "right": "issue:45200", "accept": false, - "reason": "Template-node compilation errors and Python 3.13 `flash_attn` import mapping errors are not the same bug." + "reason": "Different multimodal handling problems: video input validation vs missing token-type defaults for text-only fine-tuning." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "ZeRO-3 gradient growth during training and inability to load Phi-4 multimodal are unrelated." + "reason": "ZeRO-3 gradient growth during training vs latest-transformers model loading failure; different code paths." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Wrong offset mapping in Qwen3 tokenizer and missing BOS/EOS insertion in mDeBERTa are different tokenizer behaviors." + "reason": "Tokenizer offset-mapping bug vs BOS/EOS insertion bug; both tokenizer-related but not the same issue." }, { "left": "issue:43582", "right": "issue:44977", "accept": false, - "reason": "Apple Silicon allocator warmup TypeError and Qwen3.5 flash-attention generation problems are unrelated." + "reason": "Apple Silicon allocator TypeError vs Qwen3.5 flash-attention generation bug; unrelated root causes." }, { - "left": "issue:45072", - "right": "issue:45198", + "left": "issue:43232", + "right": "issue:44849", "accept": false, - "reason": "bfloat16 inference dtype mismatches in SwitchTransformers/TimmWrapperModel are not the same as Wav2Vec2 save/tokenization failures." + "reason": "Different generation bugs: sync_gpus model-kwargs update vs output_hidden_states handling in Qwen3.5." }, { - "left": "issue:44315", - "right": "issue:44849", + "left": "issue:45072", + "right": "issue:45198", "accept": false, - "reason": "Liger Kernel application during `model_init` and Qwen3.5 hidden-state output behavior are different concerns." + "reason": "dtype mismatch in inference vs Wav2Vec2 save/tokenization failure; no common underlying bug." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "A missing flash-attention utility import and meta-device model loading failures are both loading-related, but they are distinct code paths and failure causes." + "reason": "Both involve loading/runtime regressions, but one is a flash-attention import error and the other is a meta-device loading breakage." }, { - "left": "issue:44554", - "right": "issue:45356", - "accept": false, - "reason": "MPS attention correctness and Kimi-K2.5 tokenizer codec regression are unrelated." - }, - { - "left": "issue:43334", - "right": "issue:43525", - "accept": true, - "reason": "Both report `AttributeError` for missing `pad_token_id` on model configs during loading, with the same underlying config-attribute regression pattern." - }, - { - "left": "issue:43295", - "right": "issue:44610", + "left": "issue:44315", + "right": "issue:44849", "accept": false, - "reason": "Processor/tokenizer API regression and OmDet-Turbo processor output-size mismatch are different multimodal issues." + "reason": "Liger Kernel application in model_init is unrelated to Qwen3.5 hidden-state output behavior." }, { - "left": "issue:45200", - "right": "issue:45325", + "left": "issue:44554", + "right": "issue:45356", "accept": false, - "reason": "Gemma 4 token-type-id defaults and Qwen2.5-VL rope-index scaling are different multimodal modeling bugs." + "reason": "An attention correctness issue on MPS is not the same as a tokenizer codec/regression bug." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The cluster summary is grounded in the packet, and the only accepted soft-edge pair (issue:43334 / issue:43525) is a conservative duplicate call on the same missing `pad_token_id` config-attribute regression. The other rejections stay within the evidence and do not overstate sameness across clearly different bug classes." - }, - "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 }, @@ -6425,25 +6436,25 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ "issue:37428", "issue:38175", "issue:42915", - "issue:43122", "issue:43278", "issue:43295", + "issue:43334", "issue:43388", "issue:43450", "issue:43493", + "issue:43525", "issue:43526", "issue:43572", "issue:43653", "issue:43701", - "issue:43819", "issue:43824", "issue:43827", "issue:43844", @@ -6463,31 +6474,34 @@ "issue:44561", "issue:44568", "issue:44589", + "issue:44610", "issue:44792", "issue:44849", "issue:44898", "issue:44936", "issue:44987", "issue:44991", - "issue:45083", + "issue:45003", "issue:45127", "issue:45198", - "issue:45245", - "issue:45290", - "issue:45381", + "issue:45200", + "issue:45325", "issue:45412", "issue:45563", "issue:45584" ], "soft_pairs": [ + "issue:43334|issue:43525", + "issue:43295|issue:44610", "issue:44466|issue:45127", - "issue:44898|issue:45412", + "issue:45200|issue:45325", "issue:43493|issue:43701", - "issue:43873|issue:44464", + "issue:44898|issue:45412", "issue:44792|issue:45563", - "issue:44514|issue:44521", + "issue:43873|issue:44464", "issue:37428|issue:43824", "issue:43388|issue:43526", + "issue:44514|issue:44521", "issue:43572|issue:44987", "issue:43844|issue:44936", "issue:43572|issue:44589", @@ -6495,230 +6509,227 @@ "issue:43295|issue:43450", "issue:43295|issue:43873", "issue:44442|issue:45198", - "issue:38175|issue:45412", "issue:44360|issue:44561", + "issue:38175|issue:45412", "issue:43295|issue:43994", - "issue:43122|issue:44849", "issue:42915|issue:43824", - "issue:44206|issue:45584", "issue:43278|issue:43856", "issue:38175|issue:43493", "issue:43827|issue:43901", + "issue:44849|issue:45003", "issue:44568|issue:44991", + "issue:44206|issue:45584", "issue:43653|issue:44112", - "issue:43450|issue:43493", - "issue:45290|issue:45381", - "issue:45127|issue:45245", - "issue:43819|issue:45083" + "issue:43450|issue:43493" ], - "prepared_review_unit_hash": "ab5fea0c763f497cc2acd3e576eaf1bfb984d2ebd35c6de0b72f5ebcee5097cf", + "prepared_review_unit_hash": "e9dee3109deaa5a8eb1165f2c196e25648ae0e2cfdaea14e8a53c35047ccf575", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720193, - "estimated_input_tokens": 180049, - "estimated_eval_tokens": 360354 + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36759, - "estimated_input_tokens": 9190, - "estimated_eval_tokens": 18636 + "serialized_chars": 36836, + "estimated_input_tokens": 9209, + "estimated_eval_tokens": 18674 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are loose semantic matches, not true duplicates. The only near-family is around multimodal/chat-template regressions, but the concrete failure modes still differ, so I would not merge any of the soft edges.", - "confidence": 0.26, - "canonical_issue_reason": "Issue 44521 is the broadest and most central open report in the multimodal `apply_chat_template` area, with multiple inbound references; it is the best single representative if one issue must be chosen.", + "summary": "The cluster is very heterogeneous: most items are unrelated model/config/processor regressions, docs bugs, or training/runtime failures. None of the soft pairs look strong enough to treat as the same underlying bug or change, so all soft edges are rejected.", + "confidence": 0.89, + "canonical_issue_reason": "issue:44521 is the strongest standalone issue in this set: it is specific, reproducible, and clearly describes a concrete multimodal `apply_chat_template` failure with active discussion and references.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44521 has the clearest user-facing regression, the widest scope within the closest issue family, and active references, so it is the strongest global issue to keep as the representative node.", + "best_issue_reason": "issue:44521 is the best issue candidate overall because it is well-scoped, actionable, and has a clear user-facing failure mode.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Same symptom class (`pad_token_id` missing), but different model families and configs; not enough evidence of the same underlying bug." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Both are processor regressions, but one is about `processor.tokenizer`/image passing and the other about output shape/expected resolution; different code paths." + }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Different bugs: serialization/tied-weights handling vs LoRA merge collapse after vocab extension." + "reason": "Both mention tied weights/serialization-like behavior, but one is a device-dependent serialization bug and the other is LoRA merge collapse; different failures." }, { - "left": "issue:44898", - "right": "issue:45412", + "left": "issue:45200", + "right": "issue:45325", "accept": false, - "reason": "Unrelated subsystems: Perceiver image resolution handling vs RT-DETR model memory release." + "reason": "Different models and different bugs: text-only `mm_token_type_ids` defaults versus still-image temporal RoPE scaling." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 implementation mismatch and a checkpoint key mismatch are distinct failures." + "reason": "One is a SigLIP2 implementation discrepancy, the other is a checkpoint resume key mismatch; unrelated." }, { - "left": "issue:43873", - "right": "issue:44464", + "left": "issue:44898", + "right": "issue:45412", "accept": false, - "reason": "Quantization/offloading behavior and compiled chunked generation inconsistency are different code paths." + "reason": "Different subsystems and symptoms: image resolution/interpolation failure versus model memory not being released." }, { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "Janus image-generation test failure is not the same as a paged-generate warning regression." + "reason": "A Janus image-generation test failure and a stale paged-generation warning are not the same bug." }, { - "left": "issue:44514", - "right": "issue:44521", + "left": "issue:43873", + "right": "issue:44464", "accept": false, - "reason": "Both involve `apply_chat_template`, but one crashes on batched padding=False input while the other produces wrong assistant masks." + "reason": "Quantization/offloading behavior and compiled-forward chunked generation correctness are separate issues." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but they expose different missing symbols and different model entry points." + "reason": "Both are import errors, but they concern different missing symbols from different modules and model families." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Different label-handling bugs in training metrics vs image processor label reduction." + "reason": "Both involve labels, but one drops elements in `gather_for_metrics` while the other reduces labels incorrectly in `BeitImageProcessorFast`; distinct bugs." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both involve `apply_chat_template`, but one is a crash on batched input with `padding=False` and the other is all-zero assistant masks for multimodal inputs; not clearly the same bug." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "A missing config field after v5 update is not the same as a model load failure for a specific repo." + "reason": "One is a missing config field after v5, the other is a loading failure for a specific remote model; too little evidence they share a code path." }, { "left": "issue:43844", "right": "issue:44936", "accept": false, - "reason": "Training instability with ZeRO-3 and post-train evaluate failure are unrelated symptoms." + "reason": "A ZeRO-3 gradient growth problem and a train-then-evaluate failure are unrelated training/runtime bugs." }, { "left": "issue:43572", "right": "issue:44589", "accept": false, - "reason": "Missing `pad_token_idx` config and Float8 storage lookup errors are unrelated regressions." + "reason": "Missing `pad_token_idx` in a config and a Float8 storage lookup error are different failures." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "Different breakages: missing model export vs incorrect detokenization behavior." + "reason": "Importing a missing VL class and incorrect detokenization for DeepSeek are unrelated." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Processor/tokenizer regression and batched video shape bug are separate processor issues." + "reason": "Both mention processor output issues, but one is a regression around tokenizer/image inputs and the other is batched video shape handling." }, { "left": "issue:43295", "right": "issue:43873", "accept": false, - "reason": "Custom processor API regression is not the same as quantization offloading behavior." + "reason": "Processor regression versus quantization/offloading behavior; no shared underlying bug." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "Tokenizer load failure and save_pretrained/tokenization failure are different concrete problems." - }, - { - "left": "issue:38175", - "right": "issue:45412", - "accept": false, - "reason": "SigLIP2 zero probabilities and RT-DETR memory retention are unrelated model bugs." + "reason": "Different tokenizer/model failures on different architectures; not the same bug." }, { "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "A discussion about DSA indexing math is not the same as a removed utility breaking trust_remote_code models." + "reason": "A DSA indexer activation gap and a removed utility breaking `trust_remote_code` models are unrelated." }, { - "left": "issue:43295", - "right": "issue:43994", + "left": "issue:38175", + "right": "issue:45412", "accept": false, - "reason": "Processor/tokenizer regression vs SigLIP2 nonsensical outputs are different bugs." + "reason": "SigLIP2 probability behavior and RT-DETR memory lifecycle are unrelated." }, { - "left": "issue:43122", - "right": "issue:44849", + "left": "issue:43295", + "right": "issue:43994", "accept": false, - "reason": "Tokenization drift across versions and Qwen3.5 hidden-state bug are unrelated." + "reason": "Both touch multimodal model handling, but one is a custom-model regression around `processor.tokenizer` while the other is SigLIP2 output quality; not the same concrete issue." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "Qwen3 MoE FP8 config failure is unrelated to a missing Qwen2.5-VL import export." - }, - { - "left": "issue:44206", - "right": "issue:45584", - "accept": false, - "reason": "Unsupported feature-arg crash and Whisper empty-transcription generation failure are different paths." + "reason": "Qwen3Moe FP8 training failure and a Qwen2.5-VL import error are different model/setup bugs." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "Dtype drift between train/eval and MoE memory usage are not the same bug." + "reason": "Embedding dtype drift in eval and Qwen3 MoE memory inefficiency are separate training issues." }, { "left": "issue:38175", "right": "issue:43493", "accept": false, - "reason": "Both are SigLIP2-related but one is incorrect probabilities and the other is HF-vs-JAX discrepancy." + "reason": "Both are about SigLIP2, but one reports zero probabilities and the other a JAX/HF discrepancy; not enough to conclude the same bug." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Same general docs cleanup theme, but they target different pages and deprecated behaviors." + "reason": "Both are docs complaints about pipeline-related API changes, but they concern different docs pages and behaviors." }, { - "left": "issue:44568", - "right": "issue:44991", - "accept": false, - "reason": "Tokenizer special-token behavior and a specific tokenizer load failure are different issues." - }, - { - "left": "issue:43653", - "right": "issue:44112", + "left": "issue:44849", + "right": "issue:45003", "accept": false, - "reason": "BigBird tokenizer special-token registration and a GraniteSpeech CI test are unrelated." + "reason": "A Qwen3.5 hidden-states bug and unsafe `sys.modules` access are unrelated." }, { - "left": "issue:43450", - "right": "issue:43493", + "left": "issue:44568", + "right": "issue:44991", "accept": false, - "reason": "Video batch shape handling and SigLIP2 output discrepancy are different subsystems and failures." + "reason": "Different tokenizer problems for different models: special-token insertion versus tokenizer loading failure." }, { - "left": "issue:45290", - "right": "issue:45381", + "left": "issue:44206", + "right": "issue:45584", "accept": false, - "reason": "Chat-template tool-call crash and Qwen2.5-VL vision_position_ids bug are different multimodal regressions." + "reason": "Unsupported feature-extractor arg crash and Whisper empty-transcription generation failure are unrelated." }, { - "left": "issue:45127", - "right": "issue:45245", + "left": "issue:43653", + "right": "issue:44112", "accept": false, - "reason": "LoRA/tied-weights collapse is unrelated to the category-count runtime error." + "reason": "A BigBird tokenizer special-token bug and a GraniteSpeech CI test issue are different problems." }, { - "left": "issue:43819", - "right": "issue:45083", + "left": "issue:43450", + "right": "issue:43493", "accept": false, - "reason": "DAC latent reconstruction mismatch and qwen3_omni_moe feature-length helper behavior are not the same bug." + "reason": "Video batched-shape handling and SigLIP2 implementation discrepancy are unrelated." } ] }, @@ -6737,8 +6748,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -6760,7 +6771,6 @@ "issue:43606", "issue:43611", "issue:43653", - "issue:43723", "issue:43819", "issue:43825", "issue:43931", @@ -6770,7 +6780,6 @@ "issue:44448", "issue:44462", "issue:44493", - "issue:44554", "issue:44561", "issue:44568", "issue:44610", @@ -6779,10 +6788,12 @@ "issue:44855", "issue:44857", "issue:44977", - "issue:45072", "issue:45083", + "issue:45127", "issue:45200", "issue:45229", + "issue:45245", + "issue:45290", "issue:45310", "issue:45381", "issue:45478", @@ -6792,18 +6803,21 @@ "issue:45593" ], "soft_pairs": [ + "issue:45290|issue:45381", + "issue:45127|issue:45245", "issue:44462|issue:44561", + "issue:43819|issue:45083", "issue:44561|issue:44779", "issue:43450|issue:43575", "issue:45200|issue:45588", - "issue:44610|issue:44857", "issue:37428|issue:43425", "issue:44857|issue:45593", + "issue:44610|issue:44857", "issue:43262|issue:43450", - "issue:44448|issue:44743", "issue:43819|issue:44112", - "issue:43606|issue:45083", + "issue:44448|issue:44743", "issue:45310|issue:45478", + "issue:43606|issue:45083", "issue:43278|issue:43825", "issue:29942|issue:32090", "issue:37428|issue:44351", @@ -6814,267 +6828,271 @@ "issue:45200|issue:45381", "issue:43450|issue:43526", "issue:39692|issue:44493", - "issue:44855|issue:45083", - "issue:44448|issue:44779", "issue:29127|issue:32090", "issue:43335|issue:43653", + "issue:44855|issue:45083", + "issue:44448|issue:44779", "issue:38175|issue:44493", - "issue:44977|issue:45229", "issue:44292|issue:45520", + "issue:44977|issue:45229", "issue:43335|issue:45083", "issue:43335|issue:43504", "issue:43550|issue:44112", - "issue:44568|issue:45491", - "issue:43335|issue:45072", - "issue:43723|issue:44554" + "issue:44568|issue:45491" ], - "prepared_review_unit_hash": "8e277924137ff59273149621282805002ad76bffcb7fe962568ea6d05abcbc21", + "prepared_review_unit_hash": "3471c1cd1857f9fcd445cc1dafdc22977cb711c11c3ce8274046a17838559707", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720193, - "estimated_input_tokens": 180049, - "estimated_eval_tokens": 360354 + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 38242, - "estimated_input_tokens": 9561, - "estimated_eval_tokens": 19378 + "soft_pair_count": 36, + "serialized_chars": 38556, + "estimated_input_tokens": 9639, + "estimated_eval_tokens": 19534 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a grab-bag of unrelated Transformers bug reports. The only likely duplicate pair is the Qwen3.5 MoE from_pretrained report (45310/45478), which has the same title and clearly the same failure class; the earlier report is the better canonical item.", - "confidence": 0.92, - "canonical_issue_reason": "issue:45310 is the best canonical issue: it is the earlier Qwen3.5 MoE from_pretrained report, has inbound reference activity, and issue:45478 appears to be a near-identical later duplicate based on the matching title and failure mode.", + "summary": "The set is mostly a collection of unrelated issue reports with only one clear duplicate pair: the Qwen3.5 MoE `from_pretrained` regression on transformers>=5.4.0. The rest are superficially similar but affect different models, subsystems, or failure modes.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45310 is the earlier, clearer report of the same Qwen3.5 MoE `from_pretrained` failure seen again in issue:45478.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the strongest representative because it is the earlier report of the likely duplicate pair and captures the core Qwen3.5 MoE from_pretrained regression.", + "best_issue_reason": "issue:45310 is the best representative because it is the earliest and most direct statement of the shared bug, with a near-exact duplicate in issue:45478.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Both involve chat/template-style processing, but one is a tool-call crash and the other is a video `vision_position_ids` bug; different code paths." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge collapse and category-cardinality RuntimeError are unrelated model/training problems." + }, { "left": "issue:44462", "right": "issue:44561", "accept": false, - "reason": "Tokenizer.json loading behavior and a removed helper breaking trust_remote_code are different bugs." + "reason": "Tokenizer file selection and removal of `is_torch_fx_available` are different regressions." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "`DAC.from_latents` STE mismatch and qwen3_omni_moe feature-length helper behavior are unrelated audio-model issues." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "Both are v5 regressions, but one is an API removal and the other is a tokenizer correctness issue." + "reason": "A v5 compatibility break for `trust_remote_code` is not the same as a DeepSeek tokenizer regression." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Batched video shape bug and Qwen2 TP load OOM are unrelated failures." + "reason": "Batched video processor shape handling and Qwen2-57B TP OOM are different problems." }, { "left": "issue:45200", "right": "issue:45588", "accept": false, - "reason": "Gemma4 mm_token_type_ids defaults and flash_attention s_aux handling are different code paths." - }, - { - "left": "issue:44610", - "right": "issue:44857", - "accept": false, - "reason": "OmDet-Turbo input-size mismatch is unrelated to the LwDetrImageLoss AMP/CUDA crash." + "reason": "Gemma 4 token-type defaults and flash_attention sinkless-model `s_aux` handling are distinct bugs." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "Flash-attention import error and general Torch 2.10 incompatibility are too broad and distinct." + "reason": "Missing flash-attention import and Torch 2.10 incompatibility are separate versioning issues." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "Different symptoms in different models: AMP/CUDA loss crash versus missing auxiliary losses." + "reason": "Float16 AMP crash in LwDETR loss and missing auxiliary losses in D-FINE are unrelated training behaviors." }, { - "left": "issue:43262", - "right": "issue:43450", + "left": "issue:44610", + "right": "issue:44857", "accept": false, - "reason": "Audio chat-template sampling-rate default and video batching shape bug are separate issues." + "reason": "OmDet-Turbo input-size mismatch and LwDETR AMP crash are different vision-model bugs." }, { - "left": "issue:44448", - "right": "issue:44743", + "left": "issue:43262", + "right": "issue:43450", "accept": false, - "reason": "Pegasus output drift and Qwen3.5 recurrent-state reset are unrelated model behaviors." + "reason": "Audio processor sampling-rate default and video batch-shape handling do not describe the same defect." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "DAC latent mismatch and a GraniteSpeech CI device-override failure are not the same bug." + "reason": "DAC latent mismatch and GraniteSpeech stale CI device override are unrelated." }, { - "left": "issue:43606", - "right": "issue:45083", + "left": "issue:44448", + "right": "issue:44743", "accept": false, - "reason": "CPU offload device mismatch and qwen3_omni_moe helper behavior are different problems." + "reason": "Pegasus output drift across versions and qwen3_5 recurrent-state reset are different model-specific regressions." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Near-identical Qwen3.5 MoE from_pretrained reports with the same title and failure mode; 45310 is earlier and the better duplicate target." + "reason": "Same title, same failure (`transformers>=5.4.0` Qwen3.5 MoE `from_pretrained` error), clearly the same underlying bug." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch in Bark-small is unrelated to qwen3_omni_moe length calculation." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Embedding dtype drift in evaluate and an inaccurate pipeline error message are different regressions." + "reason": "Embedding dtype drift in train/eval and pipeline v5 translation messaging are different issues." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Flash Attention 2 test failures are not the same as a Trainer NoneType broadcast error." + "reason": "Flash Attention 2 test failures and Trainer `_gpu_broadcast_one` NoneType errors are not the same bug." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Both are import-related, but they concern different missing symbols and different regressions." + "reason": "Flash-attention helper import failure and `HybridCache` import failure are separate missing-symbol issues." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "SigLIP2 docs/example errors and BEiT reduce_labels behavior are unrelated." + "reason": "SigLIP2 doc example problems and BeitImageProcessorFast `reduce_labels` behavior are unrelated." }, { "left": "issue:43611", "right": "issue:43931", "accept": false, - "reason": "Broad loading regression and a Qwen3-VL weight-shape mismatch are not the same issue." + "reason": "`base_model_prefix` loading breakage and Qwen3-VL shape mismatch are different model-loading failures." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug and Bamba torch.compile SDPA failure are different bugs." + "reason": "SwitchTransformers sparse-layer config bug and Bamba SDPA/torch.compile failure are different code paths." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "DAC latent reconstruction and unexpected position-id keys are unrelated." + "reason": "DAC latent reconstruction mismatch and unexpected position-id keys are unrelated." }, { "left": "issue:45200", "right": "issue:45381", "accept": false, - "reason": "Missing mm_token_type_ids defaults and wrong vision_position_ids for video input are separate multimodal bugs." + "reason": "Gemma4 `mm_token_type_ids` defaulting and Qwen2.5-VL video `vision_position_ids` are different multimodal bugs." }, { "left": "issue:43450", "right": "issue:43526", "accept": false, - "reason": "Video batching shape bug and BEiT label reduction bug affect different processor logic." + "reason": "Video processor batch shape and Beit fast processor label reduction are distinct processor bugs." }, { "left": "issue:39692", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 docs/example issues and widespread position-id key warnings are different regression families." + "reason": "SigLIP2 example failures and position-id key warnings are not the same issue." }, { - "left": "issue:44855", - "right": "issue:45083", + "left": "issue:29127", + "right": "issue:32090", "accept": false, - "reason": "Python 3.13 import failure and qwen3_omni_moe feature-length behavior are unrelated." + "reason": "LayoutLMv3 box-clarity error message and Trainer broadcast NoneType error are unrelated." }, { - "left": "issue:44448", - "right": "issue:44779", + "left": "issue:43335", + "right": "issue:43653", "accept": false, - "reason": "Pegasus output differences and Deepseek tokenizer regression are different model families and symptoms." + "reason": "SwitchTransformers sparse-layer config and BigBirdTokenizer special-token registration are different areas." }, { - "left": "issue:29127", - "right": "issue:32090", + "left": "issue:44855", + "right": "issue:45083", "accept": false, - "reason": "LayoutLMv3 error-message clarity and Trainer GPU broadcast NoneType failure are unrelated." + "reason": "Python 3.13 `@torch.jit.script` parsing failure and qwen3_omni_moe feature-length helper behavior are unrelated." }, { - "left": "issue:43335", - "right": "issue:43653", + "left": "issue:44448", + "right": "issue:44779", "accept": false, - "reason": "SwitchTransformers sparse-layer bug and BigBirdTokenizer special-token registration bug are separate issues." + "reason": "Pegasus output changes and DeepSeek tokenizer regressions are different model-specific issues." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "SigLIP2 zero-probabilities and unexpected position-id keys are not the same bug." + "reason": "Zero-probability SigLIP2 outputs and unexpected position-id keys are not the same failure mode." }, { - "left": "issue:44977", - "right": "issue:45229", + "left": "issue:44292", + "right": "issue:45520", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug and Gemma4 CUDA OOM are distinct failures." + "reason": "Qwen-3-8B-NVFP4 runtime error and Python 3.13 flash_attn import `KeyError` are unrelated." }, { - "left": "issue:44292", - "right": "issue:45520", + "left": "issue:44977", + "right": "issue:45229", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime error and flash_attn import KeyError on Python 3.13 are unrelated." + "reason": "Qwen3.5 flash-attention generation bug and Gemma4 multi-GPU OOM are different problems." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "SwitchTransformers config handling and qwen3_omni_moe helper behavior are different code paths." + "reason": "SwitchTransformers sparse-layer config and qwen3_omni_moe feature-length helper are unrelated." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "SwitchTransformers sparse-layer bug and BEiT pretrained-loading legacy-field bug are unrelated." + "reason": "Sparse-layer creation bug and BEiT semantic-segmentation legacy-field loading bug are different." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Bamba SDPA failure and GraniteSpeech CI override failure are different problems." + "reason": "Bamba SDPA compile failure and GraniteSpeech CI device override flake are not the same bug." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "Tokenizer BOS/EOS handling and Gemma3 mixed-length NaN embeddings are unrelated." - }, - { - "left": "issue:43335", - "right": "issue:45072", - "accept": false, - "reason": "SwitchTransformers config edge case and bfloat16 dtype mismatch in inference are not the same issue." - }, - { - "left": "issue:43723", - "right": "issue:44554", - "accept": false, - "reason": "AutoTokenizer loading in v5 and an MPS attention correctness bug are unrelated." + "reason": "mdeberta special-token addition regression and Gemma3 NaN embeddings are unrelated tokenizer vs attention issues." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster-level conclusion is mostly plausible, but the justification overstates the packet evidence. The 45310/45478 pair is supported as a likely duplicate because the titles are identical and 45310 is earlier with inbound references, but the response claims the two reports match \"exactly\" in problem description/body content, which is not visible in the packet. Please tone that down to a conservative \"near-identical / likely duplicate\" assessment. The other soft-edge rejections look appropriately conservative." + "accept": true, + "feedback": "The analysis is well grounded in the packet: it identifies the only clear duplicate pair (issue:45310 / issue:45478) based on matching titles and failure mode, and the remaining soft-edge rejections are conservative given the evidence available from titles and metadata. No overstatement detected." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -7087,8 +7105,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -7110,9 +7128,9 @@ "issue:43526", "issue:43550", "issue:43606", - "issue:43653", "issue:43701", "issue:43720", + "issue:43723", "issue:43873", "issue:43976", "issue:43994", @@ -7122,7 +7140,7 @@ "issue:44462", "issue:44466", "issue:44493", - "issue:44743", + "issue:44554", "issue:44857", "issue:44977", "issue:44987", @@ -7141,6 +7159,8 @@ "issue:45593" ], "soft_pairs": [ + "issue:43335|issue:45072", + "issue:43723|issue:44554", "issue:40444|issue:43526", "issue:44448|issue:44977", "issue:43335|issue:45593", @@ -7152,241 +7172,239 @@ "issue:44857|issue:45072", "issue:43606|issue:44857", "issue:43412|issue:45588", - "issue:43873|issue:45229", "issue:37428|issue:44987", + "issue:43873|issue:45229", + "issue:43701|issue:45083", "issue:43873|issue:44493", "issue:45372|issue:45406", - "issue:43701|issue:45083", "issue:29942|issue:35141", "issue:43976|issue:45440", - "issue:45245|issue:45563", "issue:43550|issue:45083", - "issue:41720|issue:45229", + "issue:45245|issue:45563", "issue:43278|issue:43329", + "issue:41720|issue:45229", "issue:32090|issue:33357", "issue:45372|issue:45459", "issue:44448|issue:44466", "issue:44451|issue:45520", "issue:43065|issue:43994", - "issue:43065|issue:45412", "issue:25251|issue:32090", - "issue:43653|issue:44743", - "issue:44857|issue:45588" + "issue:43065|issue:45412" ], - "prepared_review_unit_hash": "e5c71020f8f662a85e731491b8c89e5900e3beb63b8605e0b0e60620bc6f9f50", + "prepared_review_unit_hash": "f874117009b729d87cfc9d8a605ab177e0a49d3ef7a4c53f46944f580ab9f5f2", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720193, - "estimated_input_tokens": 180049, - "estimated_eval_tokens": 360354 + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 31, - "serialized_chars": 36497, - "estimated_input_tokens": 9125, - "estimated_eval_tokens": 18506 + "serialized_chars": 36460, + "estimated_input_tokens": 9115, + "estimated_eval_tokens": 18486 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items do not form a true duplicate cluster. The soft pairs mostly share only broad subsystem similarity (tokenizers, flash-attn, offloading, vision models, etc.) but describe different concrete bugs or regressions.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue stands out: the set spans many unrelated bugs, so a representative issue would be misleading.", + "summary": "The set is heterogeneous: tokenizer/loading, flash-attention, offloading, dtype, model-specific inference, and training bugs. None of the soft pairs look like the same underlying bug or change, so all soft edges are rejected.", + "confidence": 0.37, + "canonical_issue_reason": "issue:43873 is the most central user report in this set by inbound references and discussion, but only as a weak representative because the overall group is not a coherent duplicate cluster.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue candidate; none of the issues cleanly represents the others as the same underlying defect.", + "best_issue_reason": "issue:43873 is open, has the most inbound references, and describes a broad runtime problem with clear external impact.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "Different bugs: sparse-layer config construction vs bfloat16 dtype mismatch in inference." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "Tokenizer loading issue and MPS attention correctness issue are unrelated." + }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "Both involve image processing, but one is a multimodal IterableDataset training failure and the other is a BEiT fast processor label-reduction bug." + "reason": "Different components and failures: multimodal dataset batching vs BEiT label reduction." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Different models and symptoms: Pegasus v4/v5 output mismatch vs Qwen3.5 flash-attention generation failure." + "reason": "Pegasus output regression and Qwen flash-attention generation failure are distinct." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "Unrelated model bugs: SwitchTransformers sparse-layer config creation vs D-FINE auxiliary-loss handling." + "reason": "Sparse-layer creation bug is unrelated to D-FINE auxiliary-loss behavior." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "Both are CI failures, but the root causes differ: packed-weight loading vs a stale device-override test." + "reason": "Packed-weight loading failure and a stale CI test are different problems." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Both concern tokenizers, but one is decoder-type selection in v5 and the other is ignoring repository tokenizer.json." + "reason": "Both tokenizer-related, but one is wrong decoder type and the other ignores tokenizer.json." }, { "left": "issue:45372", "right": "issue:45588", "accept": false, - "reason": "Different Gemma/processor import issue versus a flash_attention.py None-handling crash." + "reason": "Gemma4 processor import breakage and flash_attention s_aux handling are separate code paths." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Both are regressions, but one is model loading for Llama 3.2 Vision and the other is embedding reinitialization after resizing." + "reason": "Model loading failure for Llama vision and embedding reinit on resize are different bugs." }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug is unrelated to the stale num_return_sequences warning in paged generate()." + "reason": "Flash-attention generation failure and stale warning for num_return_sequences are unrelated." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "Different dtype-related failures in different models/code paths: LwDetr AMP crash vs SwitchTransformers/TimmWrapper bfloat16 mismatch." + "reason": "Both mention dtype, but one is AMP crash in loss code and the other is inference mismatch." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "One is a CPU-offload device mismatch in bark-small; the other is a float16 AMP crash in LwDetrImageLoss." + "reason": "CPU offload device mismatch and float16 AMP crash are different runtime failures." }, { "left": "issue:43412", "right": "issue:45588", "accept": false, - "reason": "ExecuTorch export issues for Gemma3n are unrelated to flash_attention.py crashing on s_aux=None." + "reason": "ExecuTorch export/erfinv issue is unrelated to flash_attention s_aux=None crash." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Flash-attention import error and model-loading failure are not the same defect." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Both involve memory/device constraints, but one is quantization offloading and the other is multi-GPU CUDA OOM for Gemma4." + "reason": "Both are memory/offload related, but quantization offload and multi-GPU OOM are distinct." }, { - "left": "issue:37428", - "right": "issue:44987", + "left": "issue:43701", + "right": "issue:45083", "accept": false, - "reason": "Both mention loading/import paths, but the first is a missing flash-attention helper import and the second is a broader loading failure for a model." + "reason": "Checkpoint key mismatch and qwen3_omni_moe feature-length helper behavior are unrelated." }, { "left": "issue:43873", "right": "issue:44493", "accept": false, - "reason": "Offloading/quantization behavior is unrelated to unexpected position-id keys during model loading." + "reason": "Quantization/offload problem and unexpected position-id keys are different issues." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "Different Gemma4 failures: missing ReasoningEffort import vs transformers serve crashing on Gemma4Processor._tokenizer." - }, - { - "left": "issue:43701", - "right": "issue:45083", - "accept": false, - "reason": "Resume-from-checkpoint key mismatch is unrelated to the qwen3_omni_moe feat-length helper bug." + "reason": "Gemma4 import dependency failure and missing _tokenizer attribute have different causes." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Failing Flash Attention tests and embedding reinitialization after resizing are separate regressions." + "reason": "Flash Attention 2 test failures and embedding reinitialization are unrelated." }, { "left": "issue:43976", "right": "issue:45440", "accept": false, - "reason": "Python version compatibility problem vs DeepseekV3MoE implementation divergence; different defects." - }, - { - "left": "issue:45245", - "right": "issue:45563", - "accept": false, - "reason": "Category-count overflow and a stale generate warning are not the same bug." + "reason": "Python version compatibility issue and DeepSeek MoE divergence are not the same bug." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to the qwen3_omni_moe helper-function issue." + "reason": "torch.compile/SDPA failure and a helper-function bug in qwen3_omni_moe are different." }, { - "left": "issue:41720", - "right": "issue:45229", + "left": "issue:45245", + "right": "issue:45563", "accept": false, - "reason": "Qwen3 auto-device-map cuda assert and Gemma4 multi-GPU OOM are different model/runtime problems." + "reason": "Category-count runtime error and stale generate() warning are unrelated." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "Embedding dtype drift in evaluate is unrelated to the multimodal token-count helper using undefined video-branch variables." + "reason": "Training/eval dtype drift and undefined video-branch variables are separate defects." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "A800 cudaErrorAssert and multi-GPU OOM are both GPU failures but not the same root cause." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Trainer broadcast NoneType error and MacOS bus error with CLIP are distinct failures." + "reason": "Trainer broadcast NoneType error and MacOS bus error for CLIP are unrelated." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Gemma4 processor import failure is unrelated to tokenizer errors being hidden by except import_protobuf_decode_error()." + "reason": "Gemma4 processor import issue and protobuf-related tokenizer error masking are different." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Pegasus output regression and lm_head serialization inconsistency are separate v4/v5 issues." + "reason": "Output regression and lm_head serialization inconsistency are distinct model-behavior bugs." }, { "left": "issue:44451", "right": "issue:45520", "accept": false, - "reason": "Loading a specific model and a Python 3.13 flash_attn import KeyError are unrelated." + "reason": "ScandiBERT loading failure and flash_attn import KeyError are unrelated." }, { "left": "issue:43065", "right": "issue:43994", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and SigLIP2 nonsensical AutoModel/pipeline output are different bugs." - }, - { - "left": "issue:43065", - "right": "issue:45412", - "accept": false, - "reason": "Sam3PixelDecoder dummy layer issue is unrelated to RT-DETR memory not being released on deletion." + "reason": "Dummy Conv2d in Sam3PixelDecoder and SigLIP2 nonsensical outputs are different model issues." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Pipeline top_k nesting bug and Trainer _gpu_broadcast_one NoneType error are unrelated." - }, - { - "left": "issue:43653", - "right": "issue:44743", - "accept": false, - "reason": "BigBirdTokenizer special-token registration issue and recurrent-state reset in qwen3_5 are different defects." + "reason": "Pipeline top_k nesting change and Trainer broadcast failure have no common code path." }, { - "left": "issue:44857", - "right": "issue:45588", + "left": "issue:43065", + "right": "issue:45412", "accept": false, - "reason": "Float16 AMP crash in LwDetrImageLoss and a flash_attention None-aux crash do not share the same code path." + "reason": "Sam3PixelDecoder dummy layer and RT-DETR memory release are unrelated." } ] }, @@ -7405,8 +7423,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -7423,7 +7441,6 @@ "issue:42915", "issue:42994", "issue:43257", - "issue:43262", "issue:43278", "issue:43334", "issue:43381", @@ -7433,10 +7450,8 @@ "issue:43653", "issue:43701", "issue:43756", - "issue:43761", "issue:43824", "issue:43994", - "issue:44079", "issue:44186", "issue:44206", "issue:44265", @@ -7446,6 +7461,8 @@ "issue:44464", "issue:44479", "issue:44610", + "issue:44743", + "issue:44857", "issue:44871", "issue:44977", "issue:45072", @@ -7457,22 +7474,25 @@ "issue:45412", "issue:45440", "issue:45491", + "issue:45588", "issue:45593" ], "soft_pairs": [ + "issue:43653|issue:44743", + "issue:44857|issue:45588", "issue:44186|issue:45198", - "issue:43421|issue:45491", "issue:43278|issue:43381", - "issue:44265|issue:45198", - "issue:43994|issue:45412", - "issue:44361|issue:45198", + "issue:43421|issue:45491", "issue:42915|issue:42994", + "issue:44361|issue:45198", + "issue:43994|issue:45412", + "issue:44265|issue:45198", "issue:44206|issue:44479", "issue:44871|issue:44977", "issue:43257|issue:43278", "issue:43756|issue:45440", - "issue:44610|issue:45412", "issue:29942|issue:30064", + "issue:44610|issue:45412", "issue:45103|issue:45372", "issue:43824|issue:44279", "issue:33357|issue:39692", @@ -7480,232 +7500,230 @@ "issue:29127|issue:34567", "issue:32090|issue:33290", "issue:45072|issue:45229", - "issue:43653|issue:44442", "issue:43381|issue:43701", - "issue:43526|issue:44186", + "issue:43653|issue:44442", "issue:43334|issue:43531", + "issue:43526|issue:44186", "issue:44464|issue:45491", - "issue:44977|issue:45245", "issue:29942|issue:36010", - "issue:43262|issue:44206", + "issue:44977|issue:45245", "issue:29127|issue:33357", - "issue:29127|issue:35141", - "issue:43761|issue:44079" + "issue:29127|issue:35141" ], - "prepared_review_unit_hash": "5c33c4e9035d63135b213318a47a68cd8a5c470de04573f5ceefbdc48f80418a", + "prepared_review_unit_hash": "baa25387d4bb5fde0d0c22b3fff90958b731e589752c16356eb84f16af93fb0d", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720193, - "estimated_input_tokens": 180049, - "estimated_eval_tokens": 360354 + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37069, - "estimated_input_tokens": 9268, - "estimated_eval_tokens": 18792 + "serialized_chars": 37027, + "estimated_input_tokens": 9257, + "estimated_eval_tokens": 18770 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is noisy and largely heterogeneous: the soft pairs span unrelated bugs across tokenizers, model loading, training, export, quantization, vision/audio processing, and docs. I don\u2019t see any true duplicate pair here, so there is no single canonical artifact to merge around.", - "confidence": 0.98, - "canonical_issue_reason": "No clear canonical issue: the items are thematically broad but do not describe the same underlying bug, so there is no safe duplicate target.", + "summary": "This set is not a duplicate cluster: the issues span unrelated models, tokenizers, processors, training, export, and inference regressions. None of the soft-similarity pairs look like the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 45198 is the most concrete standalone bug report in the set, with a specific save_pretrained/tokenization failure and clear repro context; the rest are too heterogeneous to serve as one canonical duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "No issue cleanly represents the cluster as a duplicate hub; the set is too heterogeneous to nominate a meaningful global best issue.", + "best_issue_reason": "Issue 45198 is the strongest global representative because it is actionable, narrowly scoped, and tied to a concrete failing code path rather than a vague compatibility or behavioral complaint.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Different bugs: BigBirdTokenizer special-token decode behavior vs Qwen3-MoE recurrent state reset in caching." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "Unrelated failures: LwDetrImageLoss AMP/CUDA crash vs flash_attention.py AttributeError on s_aux=None." + }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "Different tokenizer/model families and different failure modes; not the same bug." + "reason": "Different components and code paths: LayoutLMv2 tokenizer padding/NER crash vs Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "One is an embedding dtype drift in eval, the other is gradient checkpointing being disallowed in eval mode; not the same bug." }, { "left": "issue:43421", "right": "issue:45491", "accept": false, - "reason": "Special-token post-processor updates are unrelated to Gemma3 sliding-window NaN embeddings." + "reason": "Special-token post-processor updates and Gemma3 NaN embeddings are separate issues." }, { - "left": "issue:43278", - "right": "issue:43381", + "left": "issue:42915", + "right": "issue:42994", "accept": false, - "reason": "Training/eval dtype mismatch is unrelated to gradient-checkpointing being disallowed in eval mode." + "reason": "Qwen3Moe FP8 config failure is distinct from quantized model saving failure." }, { - "left": "issue:44265", + "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "torch.export / torch_compilable_check failure is unrelated to Wav2Vec2 save/tokenization issues." + "reason": "Different failures: MLukeTokenizer task AttributeError vs Wav2Vec2 save/tokenization issues." }, { "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 inference correctness and RT-DETR memory release are different problems." + "reason": "SigLIP2 incorrect outputs and RT-DETR memory not released are unrelated." }, { - "left": "issue:44361", + "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "MLukeTokenizer task AttributeError is not the same as Wav2Vec2 save_pretrained/tokenization failure." - }, - { - "left": "issue:42915", - "right": "issue:42994", - "accept": false, - "reason": "Both touch quantization, but one is FP8 config failure and the other is quantized-model saving." + "reason": "torch.export with torch_compilable_check is a different code path from Wav2Vec2 tokenization/save failures." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Feature extractor center-arg regression and Qwen video-input regression are unrelated." + "reason": "Feature extractor center-arg crash vs Qwen VL video regression; different subsystems and symptoms." }, { "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "EOS token config inconsistency is not the same as flash-attention generation failure." + "reason": "Gemma eos_token_id config mismatch is unrelated to Qwen3.5 flash-attention generation issues." }, { "left": "issue:43257", "right": "issue:43278", "accept": false, - "reason": "Qwen3 MoE loading/conversion with accelerate+deepspeed is unrelated to eval dtype changes." + "reason": "Accelerate+deepspeed weight conversion bug vs training/eval embedding dtype mismatch are distinct." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Different model families and different implementation mismatches; not one concrete bug." + "reason": "Both are model-specific, but Smollm3 RoPE layer count and DeepseekV3MoE divergence are not the same underlying defect." }, { - "left": "issue:44610", - "right": "issue:45412", + "left": "issue:29942", + "right": "issue:30064", "accept": false, - "reason": "Processor image-size mismatch is unrelated to a model memory leak on deletion." + "reason": "Failing Flash Attention 2 tests and void segmentation map processing are unrelated." }, { - "left": "issue:29942", - "right": "issue:30064", + "left": "issue:44610", + "right": "issue:45412", "accept": false, - "reason": "Flash Attention 2 test failures and void segmentation-map processing are different subsystems." + "reason": "Processor size mismatch vs model memory leak are different problems." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "Auto-docstring future-annotations crash is unrelated to Gemma 4 processor dependency import failure." + "reason": "auto_docstring annotation handling and Gemma4 processor import dependency failure are unrelated." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "Specific Qwen2.5-VL import error is not the same as a generic dependency issue." + "reason": "A missing Qwen2.5-VL import and a generic dependency issue are not the same concrete bug." }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "MacOS CLIP bus error and SigLIP2 documentation mistakes are unrelated." + "reason": "MacOS CLIP bus error and SigLIP2 docs/model mismatch are separate issues despite both involving vision models." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepSeekV3 implementation divergence is unrelated to D-FINE auxiliary-loss behavior." + "reason": "DeepseekV3MoE implementation divergence and D-FINE auxiliary-loss behavior are unrelated." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMv3 error messaging and TrainerState token counters are unrelated." + "reason": "LayoutLMv3 error-message clarity and TrainerState token counting are different features." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "Trainer broadcast NoneType error and Adafactor+Deepspeed OOM are different runtime issues." + "reason": "NoneType broadcast crash and Adafactor OOM in deepspeed are different trainer/deepspeed failures." }, { "left": "issue:45072", "right": "issue:45229", "accept": false, - "reason": "BFloat16 dtype mismatch is not the same as multi-GPU CUDA OOM." - }, - { - "left": "issue:43653", - "right": "issue:44442", - "accept": false, - "reason": "BigBird special-token registration and AutoTokenizer loading failures are different tokenizer bugs." + "reason": "Bfloat16 dtype mismatch in models is unrelated to Gemma4 multi-GPU OOM." }, { "left": "issue:43381", "right": "issue:43701", "accept": false, - "reason": "Eval-mode checkpointing restriction is unrelated to resume checkpoint key mismatch." + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are separate trainer issues." }, { - "left": "issue:43526", - "right": "issue:44186", + "left": "issue:43653", + "right": "issue:44442", "accept": false, - "reason": "BEiT label reduction and LayoutLMv2 tokenizer crashes are different code paths." + "reason": "Tokenizer special-token registration and AutoTokenizer loading failure are different problems." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Qwen3-VL pad_token_id import/load issue is unrelated to Qwen3-MoE sliding_window behavior." + "reason": "Qwen3-VL pad_token_id import/config bug is not the same as Qwen3-MoE sliding_window behavior." }, { - "left": "issue:44464", - "right": "issue:45491", + "left": "issue:43526", + "right": "issue:44186", "accept": false, - "reason": "Compiled-forward chunked generation and Gemma3 NaN embeddings are not the same bug." + "reason": "BeitImageProcessorFast label reduction and LayoutLMv2 tokenizer crashes are unrelated." }, { - "left": "issue:44977", - "right": "issue:45245", + "left": "issue:44464", + "right": "issue:45491", "accept": false, - "reason": "Flash-attention generation failure is unrelated to the 2^24 categories runtime error." + "reason": "Compiled-forward chunked generation inconsistency and Gemma3 NaN embeddings from mixed-length sliding windows are distinct issues." }, { "left": "issue:29942", "right": "issue:36010", "accept": false, - "reason": "Flash Attention 2 test breakage and GenerationMixin import error are distinct issues." + "reason": "Flash Attention 2 test failures and GenerationMixin import errors are unrelated." }, { - "left": "issue:43262", - "right": "issue:44206", + "left": "issue:44977", + "right": "issue:45245", "accept": false, - "reason": "Audio chat-template sample-rate defaulting is unrelated to a feature-extractor center argument crash." + "reason": "Qwen3.5 flash-attention generation and category-count overflow are unrelated." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 box-validation messaging and CLIP bus error on MacOS are unrelated." + "reason": "LayoutLMv3 wording issue and CLIP MacOS bus error do not share the same underlying bug." }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "LayoutLMv3 error clarity and output-embedding reinit after resize are different bugs." - }, - { - "left": "issue:43761", - "right": "issue:44079", - "accept": false, - "reason": "CLIPVisionModel hidden_states regression and ModelOutput key assignment are different layers of the stack." + "reason": "Error-message clarity in LayoutLMv3 is unrelated to token embedding resize/reinit behavior." } ] }, @@ -7724,8 +7742,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -7736,11 +7754,11 @@ "issue:41628", "issue:42915", "issue:43232", + "issue:43262", "issue:43316", "issue:43388", "issue:43441", "issue:43452", - "issue:43493", "issue:43525", "issue:43526", "issue:43575", @@ -7750,11 +7768,11 @@ "issue:43701", "issue:43723", "issue:43761", - "issue:43827", "issue:43873", "issue:43931", "issue:43994", "issue:44077", + "issue:44079", "issue:44188", "issue:44206", "issue:44387", @@ -7779,6 +7797,8 @@ "issue:45600" ], "soft_pairs": [ + "issue:43761|issue:44079", + "issue:43262|issue:44206", "issue:42915|issue:43931", "issue:43441|issue:45588", "issue:43232|issue:43388", @@ -7786,224 +7806,229 @@ "issue:43526|issue:44857", "issue:43723|issue:45479", "issue:44479|issue:45290", - "issue:43526|issue:44610", "issue:45003|issue:45440", + "issue:43526|issue:44610", "issue:44743|issue:44811", "issue:43452|issue:45588", "issue:43931|issue:45216", - "issue:44977|issue:45584", "issue:45588|issue:45600", - "issue:43761|issue:44188", - "issue:43316|issue:43525", "issue:43575|issue:43701", + "issue:43316|issue:43525", + "issue:44977|issue:45584", "issue:43646|issue:44077", - "issue:43994|issue:44206", + "issue:43761|issue:44188", "issue:39692|issue:45491", + "issue:43994|issue:44206", "issue:43575|issue:44387", "issue:43873|issue:45588", "issue:43673|issue:44743", "issue:33290|issue:34567", "issue:44442|issue:44898", "issue:34689|issue:43611", - "issue:41628|issue:45372", - "issue:43493|issue:43827" + "issue:41628|issue:45372" ], - "prepared_review_unit_hash": "61f2a5d53bbb3014e6ae16299c3819484c6ee76fc21812ff5f2de4e0337608f9", + "prepared_review_unit_hash": "a92c798b621adcb92d8ac7e835012b95ee3dd59e7ab87a61976398f9091907ee", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720193, - "estimated_input_tokens": 180049, - "estimated_eval_tokens": 360354 + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36197, - "estimated_input_tokens": 9050, - "estimated_eval_tokens": 18356 + "soft_pair_count": 29, + "serialized_chars": 36514, + "estimated_input_tokens": 9129, + "estimated_eval_tokens": 18514 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: it mixes unrelated bugs in loading, generation, quantization/memory, processors, docs, and config/API regressions. None of the soft edges look like true duplicates, and there are no PRs to assess.", + "summary": "No soft duplicates were confirmed. The pairs mostly share broad themes like loading, quantization, generation, or processor behavior, but they point to different concrete failures and code paths.", "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue stands out; the items cover distinct subsystems and failure modes, so treating them as one duplicate cluster would be too aggressive.", + "canonical_issue_reason": "No single canonical issue: the items are heterogeneous and do not form one duplicate bug cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the broadest and most central memory/quantization report in the set, with the most discussion, but it still does not represent the other unrelated bugs well.", + "best_issue_reason": "No global best issue either; none of these issues is representative of the others, so there is no meaningful canonical choice.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "Both involve output handling, but one is CLIPVisionModel hidden_states regression and the other is ModelOutput key assignment; different failures and code paths." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and a feature extractor unsupported-arg crash are unrelated processor bugs." + }, { "left": "issue:42915", "right": "issue:43931", "accept": false, - "reason": "Both are model-loading/runtime failures, but one is Qwen3Moe + FineGrainedFP8Config and the other is Qwen3-VL weight-shape mismatch; different models and root causes." + "reason": "Different model families and different problems: FineGrainedFP8Config failure vs Qwen3-VL weight-shape mismatch on load." }, { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Both mention flash attention, but they hit different code paths: Ministral-3 v5 RC compatibility vs an AttributeError in integrations/flash_attention.py for sink-less models." + "reason": "Both mention flash attention, but one is a Ministral-3 generation failure and the other is an AttributeError on sink-less models; not the same bug." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwargs syncing and metric-gathering label truncation are unrelated behaviors in different parts of the trainer stack." + "reason": "Generation kwargs syncing and metric gathering/label truncation are unrelated trainer utilities." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "Tokenizer loading failure and bfloat16 dtype mismatch are separate bugs with no shared code path." + "reason": "Tokenizer loading failure and bfloat16 dtype mismatch are different subsystems and different symptoms." }, { "left": "issue:43526", "right": "issue:44857", "accept": false, - "reason": "BeitImageProcessorFast label reduction and LwDetrImageLoss AMP/CUDA crashes are different subsystems and failure modes." + "reason": "BEiT label reduction bug and LwDetrImageLoss AMP crash are separate vision-training issues." }, { "left": "issue:43723", "right": "issue:45479", "accept": false, - "reason": "AutoTokenizer loading in v5 and zero-loss sequence classification are unrelated issues." + "reason": "Tokenizer loading in v5 and degenerate zero-loss classification behavior are unrelated regressions." }, { "left": "issue:44479", "right": "issue:45290", "accept": false, - "reason": "A video-input regression for Qwen VL models is not the same as chat template crashing on tool-call assistant messages." + "reason": "Video-input regression across Qwen variants and chat-template crash on tool-call messages are different features." }, { - "left": "issue:43526", - "right": "issue:44610", + "left": "issue:45003", + "right": "issue:45440", "accept": false, - "reason": "Label reduction in an image processor and a processor/model input-size mismatch are distinct bugs." + "reason": "Unsafe sys.modules access in modeling_utils is not the same as DeepseekV3MoE diverging from the remote implementation." }, { - "left": "issue:45003", - "right": "issue:45440", + "left": "issue:43526", + "right": "issue:44610", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils is unrelated to DeepseekV3MoE divergence from remote implementation." + "reason": "Label reduction in BeitImageProcessorFast and OmDet-Turbo image-size mismatch are unrelated processor bugs." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Recurrent-state reset in Qwen3.5 cache handling and Whisper batch_decode skip_special_tokens behavior are unrelated." + "reason": "Qwen3.5 recurrent-state reset and Whisper batch_decode skip_special_tokens handling do not share a concrete code path." }, { "left": "issue:43452", "right": "issue:45588", "accept": false, - "reason": "gguf_file loading breakage for tokenizer/model construction is not the same as flash_attention.py crashing on s_aux=None." + "reason": "gguf_file loading breakage and flash_attention AttributeError are separate loader/integration failures." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Weight-shape mismatch during model loading and incorrect save_pretrained checkpoint serialization are different defects." - }, - { - "left": "issue:44977", - "right": "issue:45584", - "accept": false, - "reason": "Qwen3.5 flash-attention generation issues do not match Whisper's empty-transcription failure after align_special_tokens." + "reason": "Weight-shape mismatch on Qwen3-VL load and Qwen3.5 save_pretrained checkpoint corruption are distinct load/save bugs." }, { "left": "issue:45588", "right": "issue:45600", "accept": false, - "reason": "A flash-attention AttributeError and an auto_mappings stale-config CI break are unrelated." + "reason": "Flash-attention sinkless-model crash and auto_mappings stale-config CI failure are unrelated maintenance issues." }, { - "left": "issue:43761", - "right": "issue:44188", + "left": "issue:43575", + "right": "issue:43701", "accept": false, - "reason": "CLIPVisionModel returning hidden_states=None and attention-kernel divergence under torch.compile are different code paths and symptoms." + "reason": "TP OOM while loading Qwen2-57B and resume_from_checkpoint key mismatch are unrelated training/runtime problems." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Gemma3TextConfig API mismatch and Llama4Config missing pad_token_id are separate config-schema regressions." + "reason": "Both are config-API issues, but they concern different missing attributes and different model families." }, { - "left": "issue:43575", - "right": "issue:43701", + "left": "issue:44977", + "right": "issue:45584", "accept": false, - "reason": "Tensor-parallel OOM on a specific Qwen model and resume_from_checkpoint key mismatch are unrelated." + "reason": "Qwen3.5 flash-attention generation issue and Whisper empty-transcription failure after token alignment are different generation paths." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "Custom model initialization breakage and patchtsmixer post_init validation are not the same bug." + "reason": "Generic custom model initialization breakage is broader than the specific patchtsmixer post_init policy change." }, { - "left": "issue:43994", - "right": "issue:44206", + "left": "issue:43761", + "right": "issue:44188", "accept": false, - "reason": "SigLIP2 nonsensical outputs and a LaserFeatureExtractor center-arg crash are distinct issues." + "reason": "Hidden_states regression and torch.compile bidirectional-skip kernel divergence are unrelated attention/output bugs." }, { "left": "issue:39692", "right": "issue:45491", "accept": false, - "reason": "SigLIP2 documentation example errors and Gemma3 mixed-length NaN embeddings are different concerns." + "reason": "SigLIP2 docs example errors are documentation/usage problems, while Gemma3 NaN embeddings are a runtime attention issue." + }, + { + "left": "issue:43994", + "right": "issue:44206", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and LasrFeatureExtractor center-arg crash are different bugs in different components." }, { "left": "issue:43575", "right": "issue:44387", "accept": false, - "reason": "Both involve memory pressure, but one is TP loading OOM for a specific model and the other is a broader int4 reserved-memory regression; not the same concrete fix." + "reason": "Both can OOM, but one is TP loading and the other is reserved-memory growth under int4 quantization; not the same bug." }, { "left": "issue:43873", "right": "issue:45588", "accept": false, - "reason": "Quantization/offloading behavior and a flash_attention AttributeError are separate subsystems." + "reason": "Quantization/offloading behavior and flash_attention sink handling are different code paths and failure modes." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Missing GenerationMixin cache in chunked_prefill and recurrent-state reset in modular_qwen3_5 are different generation bugs." + "reason": "GenerationMixin cache missing in chunked prefill and Qwen3.5 recurrent-state reset are separate cache-related issues." }, { "left": "issue:33290", "right": "issue:34567", "accept": false, - "reason": "Adafactor/DeepSpeed OOM and TrainerState.num_input_tokens_seen not updating are unrelated trainer issues." + "reason": "Optimizer OOM and TrainerState num_input_tokens_seen not updating are unrelated training bugs." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Tokenizer loading failure and Perceiver non-default-resolution classification failure are different model families and code paths." + "reason": "Tokenizer loading failure and Perceiver non-default-resolution failure are unrelated model/processor issues." }, { "left": "issue:34689", "right": "issue:43611", "accept": false, - "reason": "Llama 3.2 Vision loading regression and base_model_prefix loading breakage are both loading-related, but the concrete failures differ." + "reason": "Both involve model loading, but the former is a specific Llama vision regression and the latter is a broader base_model_prefix handling breakage." }, { "left": "issue:41628", "right": "issue:45372", "accept": false, - "reason": "AutoImageProcessor import error and ReasoningEffort import error are separate missing-symbol regressions." - }, - { - "left": "issue:43493", - "right": "issue:43827", - "accept": false, - "reason": "SigLIP2 HF/JAX implementation discrepancy is unrelated to docs still referencing pipeline() after removals." + "reason": "AutoImageProcessor import failure and Gemma 4 processor loading import error stem from different missing symbols and different stacks." } ] }, @@ -8022,8 +8047,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -8046,6 +8071,7 @@ "issue:43404", "issue:43441", "issue:43475", + "issue:43493", "issue:43540", "issue:43643", "issue:43688", @@ -8054,6 +8080,7 @@ "issue:43749", "issue:43761", "issue:43825", + "issue:43827", "issue:43856", "issue:43873", "issue:43931", @@ -8072,235 +8099,234 @@ "issue:44913", "issue:45127", "issue:45137", - "issue:45200", - "issue:45584" + "issue:45200" ], "soft_pairs": [ + "issue:43493|issue:43827", "issue:43381|issue:43873", "issue:33290|issue:35141", "issue:33290|issue:34689", "issue:44077|issue:44479", "issue:43720|issue:44442", "issue:43643|issue:44913", - "issue:44190|issue:44496", "issue:43749|issue:43931", + "issue:44190|issue:44496", "issue:43873|issue:44871", - "issue:43540|issue:44514", "issue:44162|issue:44792", - "issue:43381|issue:43856", + "issue:43540|issue:44514", "issue:33290|issue:36331", + "issue:43381|issue:43856", "issue:43316|issue:44877", "issue:34689|issue:36010", "issue:44855|issue:45137", "issue:42175|issue:43316", "issue:43404|issue:43441", "issue:43388|issue:43688", - "issue:43065|issue:44617", "issue:16998|issue:22355", "issue:25251|issue:28282", "issue:43316|issue:43716", + "issue:43065|issue:44617", "issue:41950|issue:43475", "issue:45127|issue:45200", - "issue:43761|issue:44479", "issue:43295|issue:43825", - "issue:44871|issue:45584" + "issue:43761|issue:44479" ], - "prepared_review_unit_hash": "7e656ab5c403fbda5b606cd305d44e38c17430309d8b8db28f580e8a025f8539", + "prepared_review_unit_hash": "75d812440f13a9e4aca8902c15510af08d95e93515a119570fc7a42084983b66", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720193, - "estimated_input_tokens": 180049, - "estimated_eval_tokens": 360354 + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35508, - "estimated_input_tokens": 8877, - "estimated_eval_tokens": 18010 + "serialized_chars": 36098, + "estimated_input_tokens": 9025, + "estimated_eval_tokens": 18306 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the soft pairs span unrelated bugs across loading, config, multimodal processing, training, and environment/setup issues. None of the soft edges look like the same underlying defect, so all are rejected and there is no clear canonical duplicate to choose.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "This cluster is heterogeneous: the soft pairs mostly connect unrelated bugs across configs, loading, pipelines, multimodal processors, training, and docs. I would reject every soft edge; there is no real duplicate group here.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out because the cluster is a grab bag of unrelated problems; the soft links look like semantic similarity, not the same underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "No good global best issue for deduplication: any choice would be arbitrary since the items do not share one concrete code path or fix target.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "Different topics: SigLIP2 implementation parity vs pipeline docs/removal references." + }, { "left": "issue:43381", "right": "issue:43873", "accept": false, - "reason": "Different problems: eval-mode gradient checkpointing vs quantization/offloading behavior." + "reason": "Gradient checkpointing eval-mode behavior is unrelated to quantization/offloading." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "Unrelated issues: DeepSpeed Adafactor OOM vs embedding reinit after resize/tied embeddings." + "reason": "DeepSpeed Adafactor OOM is unrelated to embedding resize/post_init reinit." }, { "left": "issue:33290", "right": "issue:34689", "accept": false, - "reason": "OOM during optimizer/deepspeed use is not the same as a Llama model-loading regression." + "reason": "OOM with optimizer is not the same as Llama 3.2 Vision model-loading regression." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "PatchTSMixer post_init API restriction is unrelated to Qwen video-input regression." + "reason": "Optional post_init on patchtsmixer is unrelated to Qwen video-input regression." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "Different failure modes: BitNet packed-weight loading vs tokenizer loading for FastSpeech2Conformer." + "reason": "BitNet packed-weight loading bug is unrelated to tokenizer loading failure." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "Both concern config loading, but one is missing fields with trust_remote_code and the other is rotary_pct not persisting on reload." - }, - { - "left": "issue:44190", - "right": "issue:44496", - "accept": false, - "reason": "Dataset script loading failure is unrelated to config/model_type recognition failure." + "reason": "Both involve config objects, but the bugs are different: missing fields on remote configs vs rotary_pct reload defaulting." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "Both are model-loading related, but one is FSDP CPU RAM-efficient loading and the other is a Qwen3-VL shape mismatch." + "reason": "FSDP CPU RAM efficient loading failure is a different loading path than Qwen3-VL shape mismatch." }, { - "left": "issue:43873", - "right": "issue:44871", + "left": "issue:44190", + "right": "issue:44496", "accept": false, - "reason": "Quantization/offloading issue is unrelated to Gemma eos_token_id config inconsistency." + "reason": "Local dataset loading in a training script is unrelated to unrecognized model config." }, { - "left": "issue:43540", - "right": "issue:44514", + "left": "issue:43873", + "right": "issue:44871", "accept": false, - "reason": "Both touch video/multimodal paths, but one is a video ValueError in Qwen3OmniMoe and the other is batched chat-template padding behavior in Qwen2_5_VLProcessor." + "reason": "Quantization/offloading behavior is unrelated to Gemma eos_token_id mismatch." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 model breakage is unrelated to a janus image-generation test failure." + "reason": "ESM2 breakage is not the same as a janus image-generation test failure." }, { - "left": "issue:43381", - "right": "issue:43856", + "left": "issue:43540", + "right": "issue:44514", "accept": false, - "reason": "Gradient checkpointing in eval mode is not the same as Qwen3 MoE training memory usage." + "reason": "Both are Qwen multimodal issues, but they hit different processors and code paths (video input vs batched chat template)." }, { "left": "issue:33290", "right": "issue:36331", "accept": false, - "reason": "DeepSpeed OOM and CustomTrainer compute_loss signature mismatch are different bugs." + "reason": "Optimizer OOM is unrelated to Trainer.compute_loss signature change." + }, + { + "left": "issue:43381", + "right": "issue:43856", + "accept": false, + "reason": "Eval-mode gradient checkpointing bug is unrelated to MoE training memory usage." }, { "left": "issue:43316", "right": "issue:44877", "accept": false, - "reason": "Both are config-related, but one is a Gemma3TextConfig API discrepancy and the other is strict config blocking granite_speech loading." + "reason": "Config API discrepancy in Gemma3TextConfig is unrelated to granite_speech strict-loading failure." }, { "left": "issue:34689", "right": "issue:36010", "accept": false, - "reason": "Model-loading regression for Llama 3.2 vision is unrelated to a missing GenerationMixin import." + "reason": "Llama 3.2 Vision loading regression is unrelated to missing GenerationMixin import." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 torch.jit parsing/IndentationError is unrelated to DeepSpeed ZeRO3 deque underflow." + "reason": "Python 3.13 torch.jit parse issue is unrelated to DeepSpeed ZeRO3 deque error." }, { "left": "issue:42175", "right": "issue:43316", "accept": false, - "reason": "Package extras/backend installation problem is unrelated to a model config API discrepancy." + "reason": "Backend installation/package selection issue is unrelated to Gemma3TextConfig API mismatch." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Same general family name, but different concrete failures: tied lm_head weights vs FlashAttention runtime failure." + "reason": "Weight tying bug and FlashAttention failure are different Mistral-family problems." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "Metric gathering drops tuple labels, while the other issue is auxiliary-loss normalization." - }, - { - "left": "issue:43065", - "right": "issue:44617", - "accept": false, - "reason": "Dummy Conv2d implementation in Sam3PixelDecoder is not the same issue as Sam3Video CUDA OOM." + "reason": "Metric label truncation bug is unrelated to auxiliary-loss normalization." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "DeBERTa model_max_length question is unrelated to the missing transformers.onnx import." + "reason": "model_max_length question for DeBERTa-V3 is unrelated to missing transformers.onnx module." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline top_k output nesting is unrelated to AutoModel missing PyTorch." + "reason": "pipeline top_k nesting behavior is unrelated to missing PyTorch dependency import error." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Gemma3TextConfig API discrepancy is unrelated to Mistral-3 image preprocessor dtype mismatch." + "reason": "Gemma config API mismatch is unrelated to Mistral-3 image-preprocessor dtype mismatch." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d implementation detail is unrelated to Sam3Video OOM." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Video-classification pipeline processor selection is unrelated to Sam3VisionEncoderOutput missing fpn_position_embeddings." + "reason": "Video-classification processor selection bug is unrelated to Sam3VisionEncoderOutput attribute failure." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "LoRA/extended-vocab collapse with tied embeddings is unrelated to Gemma 4 mm_token_type_ids defaults." - }, - { - "left": "issue:43761", - "right": "issue:44479", - "accept": false, - "reason": "Different regressions in different multimodal paths: CLIPVisionModel hidden_states vs Qwen video input regression." + "reason": "LoRA merge with extended vocab is not the same bug as missing mm_token_type_ids defaulting." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Processor/tokenizer regression is unrelated to the pipeline error message claiming translation support." + "reason": "Processor.tokenizer regression is unrelated to translation-task error messaging." }, { - "left": "issue:44871", - "right": "issue:45584", + "left": "issue:43761", + "right": "issue:44479", "accept": false, - "reason": "Gemma eos_token_id config inconsistency is not the same as Whisper empty-transcription failure after token alignment." + "reason": "CLIPVision hidden_states regression is unrelated to Qwen video-input regression." } ] }, @@ -8319,8 +8345,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -8339,7 +8365,6 @@ "issue:43742", "issue:43761", "issue:43827", - "issue:43873", "issue:43906", "issue:43931", "issue:43994", @@ -8362,8 +8387,10 @@ "issue:44938", "issue:44964", "issue:44977", + "issue:45127", "issue:45245", "issue:45290", + "issue:45357", "issue:45362", "issue:45381", "issue:45406", @@ -8373,6 +8400,7 @@ "issue:45600" ], "soft_pairs": [ + "issue:44871|issue:45584", "issue:44734|issue:45406", "issue:43295|issue:44871", "issue:44077|issue:44534", @@ -8380,17 +8408,17 @@ "issue:43606|issue:43701", "issue:43646|issue:44913", "issue:43906|issue:45290", - "issue:44617|issue:45584", "issue:43761|issue:44242", - "issue:43931|issue:44060", "issue:43452|issue:44496", + "issue:43931|issue:44060", + "issue:44617|issue:45584", "issue:45563|issue:45584", - "issue:44521|issue:45381", "issue:43575|issue:43742", "issue:42617|issue:43575", - "issue:44479|issue:44734", + "issue:44521|issue:45381", "issue:44933|issue:45362", - "issue:43575|issue:43873", + "issue:41720|issue:43575", + "issue:44479|issue:44734", "issue:32090|issue:35141", "issue:44464|issue:45563", "issue:43065|issue:44610", @@ -8400,211 +8428,224 @@ "issue:44534|issue:44913", "issue:41720|issue:45245", "issue:44190|issue:44964", + "issue:44792|issue:45600", "issue:44938|issue:45542", - "issue:44792|issue:45600" + "issue:45127|issue:45357" ], - "prepared_review_unit_hash": "071197f85d3bc66a93662ed6a6e14b28d395d26f3f95397f7200af717786a8db", + "prepared_review_unit_hash": "f4625b73f87f1d4e77440ecd2f75bee70d9c311280ff380fd2af62433a5cf723", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720193, - "estimated_input_tokens": 180049, - "estimated_eval_tokens": 360354 + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35615, - "estimated_input_tokens": 8904, - "estimated_eval_tokens": 18064 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36884, + "estimated_input_tokens": 9221, + "estimated_eval_tokens": 18698 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No soft pair looks like a true duplicate: the titles point to different models, code paths, or failure modes, so this set does not have a safe canonical issue/PR.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "This cluster is heterogeneous: most items are unrelated bug reports that only overlap lexically around Transformers generation/chat/multimodal topics. I do not see any true duplicate pair among the soft candidates. The best triage anchor is the active multimodal chat-template regression, but it is not a canonical duplicate for the rest.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue stands out; the soft pairs are mostly superficial matches across different code paths, models, and failure modes rather than the same underlying bug.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:44521 is the strongest triage anchor: it has the most activity/inbound references and a concrete, reproducible multimodal chat-template regression. It is still not a duplicate target for the other items in this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Both involve token/generation behavior, but one is an eos_token_id config mismatch and the other is Whisper empty-transcription handling after align_special_tokens; different bugs." + }, { "left": "issue:44734", "right": "issue:45406", "accept": false, - "reason": "Both involve transformers serve/chat-like crashes, but one is KV-cache tensor indexing and the other is a Gemma4Processor attribute regression; different bugs." + "reason": "serve KV-cache continuation indexing and missing _tokenizer on Gemma4Processor are separate failures in different parts of serving." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "One is a processor/tokenizer API regression in custom code, the other is an eos_token_id config mismatch for Gemma-3; not the same defect." + "reason": "Processor.tokenizer regression in v4.57.5 and an inconsistent eos_token_id config are distinct issues." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "Unrelated issues: patchtsmixer post_init handling vs non-persistent buffer initialization garbage." + "reason": "patchtsmixer post_init allowance and non-persistent buffers filled with junk are unrelated model-init regressions." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "Bamba torch.compile + SDPA failure is unrelated to resume_from_checkpoint key mismatch." + "reason": "torch.compile + SDPA failure in Bamba is unrelated to resume_from_checkpoint key mismatch." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch is a different loading/runtime problem than checkpoint key mismatch." + "reason": "CPU offload device mismatch in bark-small is a different code path from checkpoint key mismatch." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Custom model initialization breakage and GPTNeoX rotary_pct reload drift are separate config/init issues." + "reason": "custom model initialization breakage and GPTNeoX rotary_pct reload default are different config/load bugs." }, { "left": "issue:43906", "right": "issue:45290", "accept": false, - "reason": "A reproduction of an older issue is not the same as apply_chat_template crashing on tool-call assistant messages." + "reason": "Both touch chat-related APIs, but one is a reproduction of a prior issue and the other is a tokenize=True tool-call crash; not the same failure." }, { - "left": "issue:44617", - "right": "issue:45584", + "left": "issue:43761", + "right": "issue:44242", "accept": false, - "reason": "Sam3Video CUDA OOM and Whisper empty-transcription failure are different models and failure modes." + "reason": "CLIPVisionModel hidden_states=None and missing load-balancing loss are unrelated model behaviors." }, { - "left": "issue:43761", - "right": "issue:44242", + "left": "issue:43452", + "right": "issue:44496", "accept": false, - "reason": "CLIPVision hidden_states regression is unrelated to MoE load-balancing loss omission." + "reason": "gguf_file loading regression and missing model_type in config.json are different from-pretrained errors." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and Qwen3-Next tied-weight warning are distinct configuration/loading problems." + "reason": "Qwen3-VL weight-shape mismatch and incorrect tied-weights warning in Qwen3-Next are distinct model-specific issues." }, { - "left": "issue:43452", - "right": "issue:44496", + "left": "issue:44617", + "right": "issue:45584", "accept": false, - "reason": "gguf_file load breakage is not the same as missing model_type in config.json." + "reason": "CUDA OOM in Sam3Video and Whisper empty-transcription failure are unrelated resource vs generation bugs." }, { "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "A stale generate warning and Whisper empty-transcription crash are different issues." - }, - { - "left": "issue:44521", - "right": "issue:45381", - "accept": false, - "reason": "assistant_masks all-zero for multimodal templates is separate from Qwen2.5-VL video vision_position_ids being wrong." + "reason": "stale num_return_sequences warning and Whisper empty-transcription crash are different generation-path issues." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "Qwen2-57B tensor-parallel OOM and MobileLLM loading key error do not share a concrete code-path bug." + "reason": "TP OOM when loading Qwen2-57B and MobileLLM-125M key error are unrelated model-loading problems." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "3d_parallel.py execution failure is unrelated to Qwen2-57B TP memory exhaustion." + "reason": "3d_parallel.py failure is not the same bug as Qwen2 tensor-parallel OOM." }, { - "left": "issue:44479", - "right": "issue:44734", + "left": "issue:44521", + "right": "issue:45381", "accept": false, - "reason": "Video-input regression in Qwen VL models and serve KV-cache indexing crash are different subsystems and symptoms." + "reason": "assistant_masks being all zero in multimodal chat templating and incorrect vision_position_ids for Qwen2.5-VL video input are different regressions." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "Missing image_utils import and Qwen3.5 chat crash are unrelated." + "reason": "missing image_utils import and Qwen3.5 chat crash are unrelated." }, { - "left": "issue:43575", - "right": "issue:43873", + "left": "issue:41720", + "right": "issue:43575", + "accept": false, + "reason": "auto device mapping cudaErrorAssert in Qwen3 is not the same as tensor-parallel OOM in Qwen2." + }, + { + "left": "issue:44479", + "right": "issue:44734", "accept": false, - "reason": "Both mention memory/offload concerns, but one is TP OOM and the other is quantization/offloading behavior; not the same bug." + "reason": "video-input regression in Qwen-VL models and KV-cache continuation tensor indexing in serve are different code paths." }, { "left": "issue:32090", "right": "issue:35141", "accept": false, - "reason": "Trainer _gpu_broadcast_one TypeError and output embedding reinitialization in post_init are separate problems." + "reason": "Trainer _gpu_broadcast_one NoneType error and output embedding reinitialization after resize are unrelated training/model-init bugs." }, { "left": "issue:44464", "right": "issue:45563", "accept": false, - "reason": "Compiled-forward generation inconsistency is unrelated to a stale num_return_sequences warning." + "reason": "compiled-forward chunked generation inconsistency and a stale warning about num_return_sequences are not the same issue." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo processor size mismatch are different model-specific issues." + "reason": "dummy Conv2d in Sam3PixelDecoder and processor/model resolution mismatch in OmDet-Turbo are different model-preprocessing problems." }, { "left": "issue:44464", "right": "issue:44871", "accept": false, - "reason": "Chunked generation/compiled-forward inconsistency is unrelated to Gemma-3 eos_token_id config mismatch." + "reason": "chunked-generation inconsistency under compilation has nothing to do with eos_token_id configuration drift." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Failed janus image-generation test and Qwen3.5 flash-attention generation issue are different models and failure paths." + "reason": "janus image-generation test failure and Qwen3.5 flash-attention generation issue are different model-specific regressions." }, { "left": "issue:43827", "right": "issue:43994", "accept": false, - "reason": "Docs still referencing pipeline() is not the same as a model producing nonsensical outputs under AutoModel/pipeline." + "reason": "docs still referencing pipeline() and Siglip2 nonsensical outputs with AutoModel/pipeline are separate documentation vs model behavior issues." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer junk and GPTNeoX rotary_pct reload regression are unrelated." + "reason": "non-persistent buffer junk and GPTNeoX rotary_pct reload default are different configuration/persistence bugs." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Qwen3 auto-device-map cuda assert has nothing to do with the 2^24 category limit error." + "reason": "Qwen3 auto device mapping assert and the 2^24 category limit error are unrelated." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Local dataset loading in a no-trainer script is unrelated to loading a multimodal model with latest transformers." + "reason": "local dataset loading in a no-trainer script and Phi-4 multimodal model loading are different failures." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "janus generate_images test failure and removed Sam3LiteText references in auto_mappings.py are unrelated." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Python 3.14 import/load failure and undefined tf backend due to tensorboard-only install are different environment issues." + "reason": "Python 3.14 import/load failure and missing TensorFlow backend initialization from tensorboard-only install are different environment issues." }, { - "left": "issue:44792", - "right": "issue:45600", + "left": "issue:45127", + "right": "issue:45357", "accept": false, - "reason": "Janus test failure and auto_mappings referencing removed Sam3LiteText configs are unrelated CI/model issues." + "reason": "LoRA merge collapse with extended vocab and incorrect visual encoder keys on save_pretrained are different model-save/merge bugs." } ] }, @@ -8655,6 +8696,7 @@ "issue:44186", "issue:44190", "issue:44220", + "issue:44246", "issue:44279", "issue:44355", "issue:44466", @@ -8664,11 +8706,10 @@ "issue:44743", "issue:44855", "issue:44913", - "issue:45127", + "issue:45003", "issue:45216", "issue:45245", "issue:45276", - "issue:45357", "issue:45375", "issue:45406", "issue:45446", @@ -8678,252 +8719,252 @@ "issue:45632" ], "soft_pairs": [ - "issue:45127|issue:45357", "issue:43388|issue:43582", - "issue:43761|issue:44743", "issue:44855|issue:45588", + "issue:43761|issue:44743", "issue:43650|issue:44220", "issue:44355|issue:44855", - "issue:43540|issue:44734", "issue:43644|issue:44913", + "issue:43540|issue:44734", "issue:45276|issue:45584", "issue:43976|issue:44855", "issue:44077|issue:44079", "issue:43404|issue:45216", "issue:43550|issue:44190", + "issue:44112|issue:45600", "issue:43116|issue:44190", "issue:43295|issue:45276", - "issue:44112|issue:45600", - "issue:45245|issue:45584", "issue:41950|issue:44016", + "issue:45245|issue:45584", "issue:39692|issue:44190", "issue:36246|issue:41628", - "issue:44734|issue:45632", "issue:43479|issue:45375", + "issue:44734|issue:45632", "issue:36246|issue:38617", "issue:45406|issue:45632", "issue:44561|issue:45632", - "issue:44186|issue:44734", - "issue:38175|issue:43065", "issue:44016|issue:44220", + "issue:44186|issue:44734", "issue:42175|issue:44279", + "issue:38175|issue:43065", "issue:44683|issue:45446", - "issue:44466|issue:44913" + "issue:44466|issue:44913", + "issue:44246|issue:45003" ], - "prepared_review_unit_hash": "b275114c4324c24fe27f939a98c51b45ca12e506126c06cba51a12fe3dc999d8", + "prepared_review_unit_hash": "02a159786b3be3e729c5536282499aff778ccf2f51b41078c64bb673b71243be", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720193, - "estimated_input_tokens": 180049, - "estimated_eval_tokens": 360354 + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37249, - "estimated_input_tokens": 9313, - "estimated_eval_tokens": 18882 + "serialized_chars": 37112, + "estimated_input_tokens": 9278, + "estimated_eval_tokens": 18812 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is largely heterogeneous: most pairs are superficially similar but describe different bugs, regressions, or docs/examples. I would not merge any of the soft edges. The only noticeable subtheme is tied-weights / serialization behavior, where issue 44466 is the broadest representative.", - "confidence": 0.34, - "canonical_issue_reason": "issue 44466 is the most general and central of the tied-weights/serialization reports; it frames the bug broadly and is more representative than the narrower model-specific variants.", + "summary": "The cluster is very heterogeneous: most soft-link candidates are related only by broad subsystem or similar regression language, not the same underlying bug. No PRs are present. Issue 45003 is the best general anchor, but the overall duplicate signal is weak.", + "confidence": 0.23, + "canonical_issue_reason": "issue:45003 is the broadest core-runtime bug in the set and remains open, so it is the best anchor despite the cluster\u2019s weak cohesion.", "canonical_pr_reason": null, - "best_issue_reason": "issue 44466 is the best cluster representative because it captures the shared lm_head / tied-weight serialization theme in a model-agnostic way, whereas the other nearby issues are more specialized.", + "best_issue_reason": "issue:45003 is the most generally applicable and actionable issue here; it targets a core import/runtime path rather than a narrow model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45127", - "right": "issue:45357", - "accept": false, - "reason": "Different failures: LoRA merge / tied embeddings collapse vs incorrect visual encoder keys in save_pretrained." - }, { "left": "issue:43388", "right": "issue:43582", "accept": false, - "reason": "Unrelated subsystems: distributed metric gathering label dropping vs Apple Silicon allocator warmup TypeError." + "reason": "Different failures: metric gathering label truncation vs an Apple Silicon allocator warmup TypeError." }, { - "left": "issue:43761", - "right": "issue:44743", + "left": "issue:44855", + "right": "issue:45588", "accept": false, - "reason": "Different model paths and bugs: CLIPVisionModel hidden_states regression vs Qwen3 recurrent state reset with cache." + "reason": "Unrelated code paths: Python 3.13 import parsing error vs flash-attention sink handling crash." }, { - "left": "issue:44855", - "right": "issue:45588", + "left": "issue:43761", + "right": "issue:44743", "accept": false, - "reason": "One is a Python 3.13 import/parsing issue in DebertaV2; the other is a flash-attention AttributeError on s_aux=None." + "reason": "Both are regressions, but one is CLIPVision hidden states and the other is Qwen recurrent state caching; not the same bug." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "A placeholder issue title does not match the audio feature extraction bug." + "reason": "No clear overlap: placeholder issue vs audio feature extraction helper bug." }, { "left": "issue:44355", "right": "issue:44855", "accept": false, - "reason": "Both involve Python/runtime errors, but the concrete causes differ: compiled-file execution vs torch.jit parsing of a decorated function." + "reason": "Compiled-file execution errors are not the same as the DebertaV2 JIT parsing/import problem." }, { - "left": "issue:43540", - "right": "issue:44734", + "left": "issue:43644", + "right": "issue:44913", "accept": false, - "reason": "Different code paths: Qwen3OmniMoe video input validation vs transformers serve KV-cache continuation indexing." + "reason": "Non-persistent buffer junk vs GPTNeoX config reload of rotary_pct are different defects." }, { - "left": "issue:43644", - "right": "issue:44913", + "left": "issue:43540", + "right": "issue:44734", "accept": false, - "reason": "Non-persistent buffer junk fill is unrelated to GPTNeoX rotary_pct reload persistence." + "reason": "Video-input processing in Qwen3OmniMoe is unrelated to serve KV-cache continuation indexing." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Resize-token-embeddings / tied output embeddings is unrelated to Whisper empty transcription generation." + "reason": "Gemma4 embedding resize bug and Whisper empty-transcription generation failure are unrelated." }, { "left": "issue:43976", "right": "issue:44855", "accept": false, - "reason": "Version-support regression vs a specific indentation/parsing failure in a model import." + "reason": "Packaging/Python-version compatibility is not the same issue as the DebertaV2 import parsing failure." }, { "left": "issue:44077", "right": "issue:44079", "accept": false, - "reason": "Optional post_init handling and ModelOutput key assignment are separate implementation bugs." + "reason": "One is a model init/post_init rule change; the other is ModelOutput key assignment behavior." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Different multimodal/model-save problems: lm_head tying in Mistral3 vs incorrect Qwen3.5 checkpoint serialization." + "reason": "Both concern generation model weights, but the concrete bugs differ: weight tying vs save_pretrained serialization regression." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "Torch.compile SDPA failure in Bamba is unrelated to loading a local dataset in the image-classification script." + "reason": "torch.compile SDPA failure is unrelated to loading a local dataset in the training script." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "CI failures from different causes: stale GraniteSpeech device override test vs removed Sam3LiteText auto-mapping refs." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Different example scripts and symptoms: empty multi-label classification output vs dataset loading failure." + "reason": "Multi-label classification output bug is unrelated to dataset loading in the image-classification script." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Processor/tokenizer API regression is not the same bug as Gemma4 resize_token_embeddings not updating embeddings." + "reason": "Processor/tokenizer regression and Gemma4 embedding resize bug are different code paths." }, { - "left": "issue:44112", - "right": "issue:45600", + "left": "issue:41950", + "right": "issue:44016", "accept": false, - "reason": "Both are CI-related, but one is a stale GraniteSpeech test and the other is a broken auto_mappings reference cleanup." + "reason": "Video-classification processor lookup bug and notebook syntax error are unrelated." }, { "left": "issue:45245", "right": "issue:45584", "accept": false, - "reason": "Category-count overflow is unrelated to Whisper generation failing on empty transcription." - }, - { - "left": "issue:41950", - "right": "issue:44016", - "accept": false, - "reason": "Video-classification processor lookup and a notebook syntax error are not the same underlying issue." + "reason": "Category-cardinality runtime error has no direct relation to Whisper empty transcription handling." }, { "left": "issue:39692", "right": "issue:44190", "accept": false, - "reason": "SigLIP2 docs/example errors are unrelated to the local-dataset loading failure in the image-classification script." + "reason": "Documentation example errors are not the same as the local dataset loading failure." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they involve different symbols and causes: a model-specific processor export vs top-level AutoImageProcessor availability." + "reason": "Both are import errors, but they affect different missing symbols and likely different API surfaces." }, { - "left": "issue:44734", - "right": "issue:45632", + "left": "issue:43479", + "right": "issue:45375", "accept": false, - "reason": "Serve KV-cache indexing and trust_remote_code cache-path collisions affect different subsystems and are not mergeable as one fix." + "reason": "Different multimodal config bugs: default None initialization vs missing deepstack_visual_indexes preservation." }, { - "left": "issue:43479", - "right": "issue:45375", + "left": "issue:44734", + "right": "issue:45632", "accept": false, - "reason": "Different config bugs: default vision/audio config initialization vs missing deepstack_visual_indexes serialization/strict handling." + "reason": "Serve KV-cache indexing and trust_remote_code cache-path collisions are unrelated." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Unrelated import failures in different modules with different missing symbols." + "reason": "Different missing imports from different modules; no shared concrete bug." }, { "left": "issue:45406", "right": "issue:45632", "accept": false, - "reason": "Gemma4Processor missing _tokenizer and trust_remote_code cache collisions are separate failure modes." + "reason": "Gemma4Processor _tokenizer crash is unrelated to cache-path collisions for local models." }, { "left": "issue:44561", "right": "issue:45632", "accept": false, - "reason": "One is an API removal breaking trust_remote_code models; the other is a cache-directory collision bug." + "reason": "Removal of is_torch_fx_available affects remote-code models, not trust_remote_code cache naming collisions." }, { - "left": "issue:44186", - "right": "issue:44734", + "left": "issue:44016", + "right": "issue:44220", "accept": false, - "reason": "LayoutLMv2 tokenizer batching/NER crash is unrelated to serve KV-cache continuation indexing." + "reason": "Notebook syntax error and audio feature extraction bug are unrelated." }, { - "left": "issue:38175", - "right": "issue:43065", + "left": "issue:44186", + "right": "issue:44734", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 is not the same as a dummy Conv2d in Sam3PixelDecoder." + "reason": "Tokenizer padding/truncation crash is a different path from serve KV-cache continuation indexing." }, { - "left": "issue:44016", - "right": "issue:44220", + "left": "issue:42175", + "right": "issue:44279", "accept": false, - "reason": "Notebook syntax error and fbank feature extraction bug are unrelated." + "reason": "Missing tensorflow in the torch extra is not the same as a vague dependency issue." }, { - "left": "issue:42175", - "right": "issue:44279", + "left": "issue:38175", + "right": "issue:43065", "accept": false, - "reason": "TensorFlow extra/dependency packaging issue is not the same as a generic transformers dependency issue." + "reason": "SigLIP2 zero probabilities and Sam3PixelDecoder dummy Conv2d are unrelated model bugs." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "Both touch flex_attention, but one is a torch>=2.9 compilation failure and the other is an import/version-check issue; not the same concrete bug." + "reason": "Both touch flex_attention, but one is compiled flex_attention on torch>=2.9 and the other is a version-check/import bug; not the same change." }, { "left": "issue:44466", "right": "issue:44913", "accept": false, - "reason": "Both concern config/state persistence, but tied lm_head serialization and rotary_pct reload are different model behaviors and fixes." + "reason": "Serialization of tied lm_head weights is unrelated to GPTNeoX rotary_pct reload behavior." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Slow import sometimes and unsafe sys.modules access are different symptoms with different fixes." } ] }, @@ -8969,19 +9010,19 @@ "issue:44075", "issue:44112", "issue:44242", - "issue:44246", "issue:44279", "issue:44336", "issue:44351", "issue:44368", + "issue:44462", "issue:44496", "issue:44521", "issue:44683", "issue:44933", "issue:44964", "issue:44987", - "issue:45003", "issue:45042", + "issue:45081", "issue:45200", "issue:45216", "issue:45278", @@ -8997,245 +9038,245 @@ "issue:45632" ], "soft_pairs": [ - "issue:44246|issue:45003", "issue:43299|issue:45216", "issue:43643|issue:44496", "issue:42907|issue:43441", - "issue:43295|issue:45335", "issue:44016|issue:44062", + "issue:43295|issue:45335", "issue:44964|issue:45600", - "issue:43976|issue:44987", "issue:43673|issue:44336", + "issue:43976|issue:44987", "issue:44112|issue:44964", "issue:43531|issue:45600", - "issue:45335|issue:45584", "issue:45561|issue:45632", "issue:43824|issue:44933", + "issue:45335|issue:45584", "issue:43976|issue:44279", "issue:44496|issue:45042", "issue:43854|issue:44964", "issue:43577|issue:45216", - "issue:43299|issue:45357", "issue:43526|issue:43901", + "issue:43299|issue:45357", "issue:44075|issue:44368", "issue:44521|issue:45325", - "issue:44242|issue:45200", "issue:43381|issue:45593", - "issue:44351|issue:45278", + "issue:44242|issue:45200", "issue:43927|issue:45632", "issue:43901|issue:44496", + "issue:44351|issue:45278", "issue:43976|issue:45405", "issue:44683|issue:45542", - "issue:43479|issue:43525" + "issue:43479|issue:43525", + "issue:44462|issue:45081" ], - "prepared_review_unit_hash": "1f9829933f1fc4e786df6ac7abc182aee684ef2f20d381438a05b646905eb62c", + "prepared_review_unit_hash": "2599beb99276b804e26befbadb288308147a94d1f84d9f895e78ceee057ccdf5", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720193, - "estimated_input_tokens": 180049, - "estimated_eval_tokens": 360354 + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36624, - "estimated_input_tokens": 9156, - "estimated_eval_tokens": 18568 + "serialized_chars": 36767, + "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 looks like a broad false-positive mix of unrelated Transformers regressions (imports, config save/load, model loading, training, docs, and test flakes). None of the proposed soft pairs appear to be the same underlying bug/change, so all are rejected. If forced to anchor the set, issue 43824 is the broadest and most-referenced API breakage report.", - "confidence": 0.68, - "canonical_issue_reason": "43824 is the strongest anchor only because it has the widest impact signal (high discussion/inbound refs) and represents the broad \"public API import broke\" theme better than the others.", + "summary": "This cluster is heterogeneous: it mixes unrelated bugs in model loading/saving, tokenizer/config regressions, docs/test failures, and dependency issues. I do not see any pair that is clearly the same underlying bug/change, so there is no strong canonical duplicate here.", + "confidence": 0.89, + "canonical_issue_reason": "No single issue cleanly serves as a duplicate hub; the items are too diverse across subsystems and failure modes.", "canonical_pr_reason": null, - "best_issue_reason": "43824 is the best representative issue in this noisy set: it has the clearest, most central regression signal and the strongest engagement, even though the cluster is not truly duplicate-heavy.", + "best_issue_reason": "No issue is a good canonical representative. If forced, 45278 is the broadest umbrella, but it is too vague to be a true duplicate anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44246", - "right": "issue:45003", - "accept": false, - "reason": "Different problems: import latency vs unsafe sys.modules access; no same concrete bug." - }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Both are model regressions, but one is a Qwen3VL load failure and the other is a Qwen3.5 save_pretrained checkpoint bug." + "reason": "Same family name, but different concrete bugs: Qwen3VL MoE loading vs Qwen3.5 save_pretrained checkpoint corruption." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Both involve config/model loading, but the root causes differ: missing fields after trust_remote_code vs unrecognized model_type." + "reason": "Both are config-loading problems, but one is trust_remote_code dropping fields and the other is an unrecognized-model/config.json issue." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Same family name, but one is save/load for dequantized models and the other is a FlashAttention runtime failure." + "reason": "Both mention Ministral, but one is about saving dequantized models and the other about FlashAttention loading failure." }, { - "left": "issue:43295", - "right": "issue:45335", + "left": "issue:44016", + "right": "issue:44062", "accept": false, - "reason": "Unrelated code paths: processor/tokenizer image handling vs resize_token_embeddings not propagating to decoder embeddings." + "reason": "Notebook syntax error and AddedToken constructor error are unrelated." }, { - "left": "issue:44016", - "right": "issue:44062", + "left": "issue:43295", + "right": "issue:45335", "accept": false, - "reason": "Notebook syntax error and AddedToken keyword conflict are unrelated bugs." + "reason": "Different code paths: processor/tokenizer image handling vs t5gemma embedding resize not propagating." }, { "left": "issue:44964", "right": "issue:45600", "accept": false, - "reason": "Model-loading failure vs stale auto_mappings references in CI; not the same underlying issue." + "reason": "Phi-4 multimodal loading and stale auto_mappings entries are different bugs." }, { - "left": "issue:43976", - "right": "issue:44987", + "left": "issue:43673", + "right": "issue:44336", "accept": false, - "reason": "Python version compatibility problem vs a model-loading regression; different causes and fixes." + "reason": "Cache missing in generation chunked_prefill is unrelated to ANSI codes in loading_report." }, { - "left": "issue:43673", - "right": "issue:44336", + "left": "issue:43976", + "right": "issue:44987", "accept": false, - "reason": "Generation cache bug during chunked_prefill is unrelated to ANSI output in loading_report." + "reason": "Python-version compatibility regression vs a model-specific loading failure." }, { "left": "issue:44112", "right": "issue:44964", "accept": false, - "reason": "CI stale test failure is not the same as a runtime model-loading issue." + "reason": "CI test flake in GraniteSpeech is not the same as a Phi-4 multimodal loading bug." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and stale config mappings are unrelated." - }, - { - "left": "issue:45335", - "right": "issue:45584", - "accept": false, - "reason": "Different models and different paths: embedding resize bug vs Whisper empty-transcription generation failure." + "reason": "Qwen3-MoE sliding_window behavior and auto_mappings cleanup are unrelated." }, { "left": "issue:45561", "right": "issue:45632", "accept": false, - "reason": "Both mention file-path issues, but one is xdist captured_info race and the other is trust_remote_code cache path collision." + "reason": "A pytest-xdist race on captured_info.txt is different from a trust_remote_code cache-path collision." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Both are import errors, but they reference different missing symbols/modules and different breakage surfaces." + "reason": "Both are import errors, but they concern different symbols and modules with no clear shared root cause." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize propagation and Whisper empty-transcription handling are unrelated." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "A Python-version incompatibility is not the same as a generic dependency issue." + "reason": "A Python support/version issue is not the same as a generic dependency issue." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Unrecognized model config and unnecessary torchvision dependency are distinct load-path problems." + "reason": "Unrecognized model config and PIL backend requiring torchvision are different problems." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Different model families and different failure modes; not mergeable into one fix." + "reason": "Different model families and different load failures." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "Loading-time dtype propagation bug vs save_pretrained checkpoint corruption are separate issues." + "reason": "Blip2 dtype propagation and Qwen3.5 save_pretrained are unrelated bugs." }, { - "left": "issue:43299", - "right": "issue:45357", + "left": "issue:43526", + "right": "issue:43901", "accept": false, - "reason": "Load failure for Qwen3VL MoE vs incorrect visual encoder keys on Qwen3.5 save_pretrained." + "reason": "A processor label-reduction bug is not the same as a docs/behavior mismatch for return_all_scores." }, { - "left": "issue:43526", - "right": "issue:43901", + "left": "issue:43299", + "right": "issue:45357", "accept": false, - "reason": "Image-processor label reduction bug and docs mismatch for return_all_scores are unrelated." + "reason": "Both are Qwen-related regressions, but one is loading a Qwen3VL MoE model and the other is saving incorrect visual encoder keys." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "SGD args not used and a tie_word_embeddings warning are not the same code-path bug." + "reason": "Unused SGD arguments and a tie_word_embeddings warning are unrelated." }, { "left": "issue:44521", "right": "issue:45325", "accept": false, - "reason": "Different multimodal bugs in different areas: assistant masks vs rope position scaling." + "reason": "Assistant mask generation and rope-index scaling are different multimodal behaviors." }, { - "left": "issue:44242", - "right": "issue:45200", + "left": "issue:43381", + "right": "issue:45593", "accept": false, - "reason": "Load-balancing loss and mm_token_type_ids defaulting are separate training/config issues." + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are unrelated." }, { - "left": "issue:43381", - "right": "issue:45593", + "left": "issue:44242", + "right": "issue:45200", "accept": false, - "reason": "Gradient-checkpointing eval-mode behavior and D-FINE auxiliary loss omission are unrelated." + "reason": "Router load-balancing loss and mm_token_type_ids defaults are different model-training issues." }, { - "left": "issue:44351", - "right": "issue:45278", + "left": "issue:43927", + "right": "issue:45632", "accept": false, - "reason": "Specific missing HybridCache import vs a broad report of many import errors; not the same concrete bug." + "reason": "Save/load token-ID loss and trust_remote_code cache collisions are different bugs." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Documentation drift is not the same as a model-type/config loading failure." + "reason": "Docs mentioning return_all_scores is unrelated to config/model-type loading failure." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "HybridCache import failure may be one symptom of a broader regression, but 45278 is too general to be the same concrete bug." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python support mismatch and an unreleased dependency pin are different dependency problems." + "reason": "Python compatibility and PEFT minimum-version bump are not the same issue." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Torch flex_attention compilation failure is unrelated to TensorFlow/tensorboard backend detection." + "reason": "Torch compiled flex_attention failure is unrelated to the TensorBoard-without-TF backend error." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Both are config initialization bugs, but they affect different models and different missing/default fields." + "reason": "Phi4Multimodal default config initialization and missing pad_token_id on Llama4Config are different config bugs." }, { - "left": "issue:45561", - "right": "issue:45632", + "left": "issue:44462", + "right": "issue:45081", "accept": false, - "reason": "Two separate file/race issues in different subsystems; they do not look like one underlying bug." + "reason": "Ignoring tokenizer.json and crashing in _patch_mistral_regex are separate tokenizer-loading failures." } ] }, @@ -9254,8 +9295,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -9300,7 +9341,6 @@ "issue:44898", "issue:44987", "issue:45020", - "issue:45081", "issue:45276", "issue:45290", "issue:45397", @@ -9309,245 +9349,248 @@ "issue:45593" ], "soft_pairs": [ - "issue:44462|issue:45081", "issue:41950|issue:45020", "issue:44297|issue:44462", "issue:44279|issue:45405", "issue:44496|issue:44877", "issue:41950|issue:43650", "issue:43299|issue:43854", - "issue:38175|issue:44617", "issue:44462|issue:44779", "issue:43295|issue:44779", + "issue:38175|issue:44617", "issue:39692|issue:43901", "issue:43650|issue:45290", "issue:43723|issue:44162", - "issue:43450|issue:44279", "issue:44016|issue:44291", - "issue:43262|issue:44521", + "issue:43450|issue:44279", "issue:42994|issue:43317", "issue:44261|issue:44263", + "issue:43262|issue:44521", "issue:43441|issue:44683", "issue:43065|issue:44898", - "issue:44466|issue:45276", "issue:44623|issue:45397", + "issue:44466|issue:45276", "issue:43122|issue:43650", "issue:44623|issue:44749", "issue:43784|issue:45542", - "issue:44671|issue:44779", "issue:43673|issue:43761", + "issue:44671|issue:44779", "issue:44987|issue:45542", - "issue:43653|issue:45593" + "issue:43653|issue:45593", + "issue:44297|issue:45397" ], - "prepared_review_unit_hash": "6286cb9d9d49ca28b8cf2dd1d3ffeb62630fb73f8b0653d13a787f93e32e0c62", + "prepared_review_unit_hash": "f8609e87797b12c051efea02489ab96a981af9fcf9e74afb34802fcc64480819", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720193, - "estimated_input_tokens": 180049, - "estimated_eval_tokens": 360354 + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36365, - "estimated_input_tokens": 9092, - "estimated_eval_tokens": 18440 + "serialized_chars": 35676, + "estimated_input_tokens": 8919, + "estimated_eval_tokens": 18094 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is broadly mixed: several tokenizer/loading regressions, some multimodal processor/chat-template bugs, and a number of model-specific failures. None of the proposed soft pairs look like true duplicates of the same concrete bug.", - "confidence": 0.34, - "canonical_issue_reason": "issue:44462 is the clearest representative of the tokenizer/loading regression theme and sits near several other tokenizer-related reports, even though the cluster as a whole is not a tight duplicate set.", + "summary": "This cluster is mostly a grab-bag of Transformers v5 regressions around tokenizer/model loading, config validation, and processor/pipeline behavior. Most soft pairs are only thematically similar; only the strict-config loading reports look like the same underlying bug.", + "confidence": 0.62, + "canonical_issue_reason": "issue:45020 is the broadest umbrella here, covering v5 regressions that break loading of custom/remote-code models.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44462 is the strongest standalone representative: concrete repro, broad enough to anchor the tokenizer-loading subgroup, and more central than the more model-specific reports.", + "best_issue_reason": "issue:45020 is the best global representative because it is open and spans the widest slice of the cluster\u2019s model-loading regression reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44462", - "right": "issue:45081", - "accept": false, - "reason": "Both involve tokenizers, but one is AutoTokenizer ignoring repository tokenizer.json and the other is a Mistral regex patch crash; different failure modes and code paths." - }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Video-classification processor lookup is unrelated to the broad remote_code loading regressions in v5; not the same bug." + "reason": "Both are model/pipeline regressions, but one is a video-classification processor bug and the other is a broad remote_code loading issue; not the same underlying defect." }, { "left": "issue:44297", "right": "issue:44462", "accept": false, - "reason": "save_pretrained writing the wrong tokenizer_class and AutoTokenizer ignoring tokenizer.json are related areas, but they are distinct serialization vs loading bugs." + "reason": "Both involve tokenizers, but one is save_pretrained serialization metadata and the other is AutoTokenizer loading behavior; different code paths." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "These are generic dependency/version issues affecting different packages and symptoms, not one underlying defect." + "reason": "Generic dependency problem vs a specific unreleased PEFT version bump; not the same bug." }, { "left": "issue:44496", "right": "issue:44877", - "accept": false, - "reason": "Missing model_type in config.json and strict config rejection for granite_speech are different config-loading problems." + "accept": true, + "reason": "Both report strict config validation blocking model loading because required config fields are missing or rejected; same underlying loading issue." }, { "left": "issue:41950", "right": "issue:43650", "accept": false, - "reason": "Video pipeline processor mismatch and a placeholder 'ADD THE DATA' issue are clearly unrelated." + "reason": "Unrelated video-classification processor bug vs placeholder issue text." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Both are model loading failures, but they concern different models and likely different root causes." - }, - { - "left": "issue:38175", - "right": "issue:44617", - "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to Sam3Video CUDA OOM." + "reason": "Both are model-load failures, but for different models and likely different causes; too broad to merge." }, { "left": "issue:44462", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but one is loading repository tokenizer.json and the other is incorrect Deepseek tokenization; not enough evidence of one shared bug." + "reason": "Tokenizer loading/selection is related, but one is ignoring tokenizer.json from the repo and the other is DeepSeek tokenization regressions; not clearly the same defect." }, { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Custom code accessing processor.tokenizer and Deepseek tokenizer output regressions are separate issues." + "reason": "Different regressions: processor.tokenizer access/images passthrough vs DeepSeek tokenizer output changes." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "SigLIP2 probability issue and Sam3Video OOM are unrelated." }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "Documentation/example errors in different sections and for different APIs; not the same change or bug." + "reason": "Both mention docs/examples, but one is a SigLIP2 example error and the other is a pipeline docs mismatch; not duplicates." }, { "left": "issue:43650", "right": "issue:45290", "accept": false, - "reason": "A placeholder issue and an apply_chat_template crash with tool-call messages are unrelated." + "reason": "Placeholder text vs a concrete chat_template crash; no relation." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "AutoTokenizer.from_pretrained loading regression and ESM2 model breakage are different failures." - }, - { - "left": "issue:43450", - "right": "issue:44279", - "accept": false, - "reason": "Video batch-shape bug and a dependency issue do not share a concrete code path." + "reason": "Tokenizer loading regression vs ESM2 model breakage; too different in symptom and scope." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error and init_empty_weights argument mismatch are unrelated." + "reason": "Notebook syntax error vs init_empty_weights argument regression; unrelated." }, { - "left": "issue:43262", - "right": "issue:44521", + "left": "issue:43450", + "right": "issue:44279", "accept": false, - "reason": "Both mention apply_chat_template, but one is audio sampling-rate defaults and the other is assistant_mask generation for multimodal inputs." + "reason": "Video processor batching shape bug vs a dependency issue; unrelated." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Quantized model saving and dequantized model offload loading are different parts of the quantization workflow." + "reason": "Quantized save failure vs dequantized load/offload failure; adjacent area but different operation and code path." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "One is an MLA layernorm precision/config issue; the other is a torch.split return-value issue in a different model component." + "reason": "Different model internals: MLA layernorm precision vs torch.split behavior in a MoE indexer." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both involve apply_chat_template, but one is audio sampling-rate defaulting and the other is multimodal assistant mask generation; different bugs." }, { "left": "issue:43441", "right": "issue:44683", "accept": false, - "reason": "FlashAttention failure on Ministral-3 and compiled flex_attention failure on torch>=2.9 are different attention stack problems." + "reason": "Different attention implementations/backends and different failure modes; not the same change." }, { "left": "issue:43065", "right": "issue:44898", "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder and a Perceiver resize/interpolation bug are not the same defect." + "reason": "Sam3PixelDecoder dummy conv vs Perceiver image classification resize/interpolation failure; unrelated." }, { - "left": "issue:44466", - "right": "issue:45276", + "left": "issue:44623", + "right": "issue:45397", "accept": false, - "reason": "Inconsistent lm_head.weight serialization and resize_token_embeddings not updating Gemma4 embeddings are related to weights, but not the same concrete bug." + "reason": "processor.save_pretrained missing files vs gemma-4 ZeRO3 from_pretrained; different paths." }, { - "left": "issue:44623", - "right": "issue:45397", + "left": "issue:44466", + "right": "issue:45276", "accept": false, - "reason": "processor.save_pretrained missing files and gemma-4 zero3 from_pretrained are separate save/load failures." + "reason": "Both touch Gemma-4 weights, but one is serialization inconsistency and the other is resize_token_embeddings propagation; not the same bug." }, { "left": "issue:43122", "right": "issue:43650", "accept": false, - "reason": "Tokenizer regression across versions and a placeholder issue are unrelated." + "reason": "Tokenizer regression vs placeholder issue text; unrelated." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "Missing processor save files and slow filtering after upgrade are not the same issue." + "reason": "Missing files on save vs performance regression after upgrading Transformers; unrelated." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Import-time NameError in sentence-transformers integration and tensorboard/TensorFlow backend mismatch are distinct environment/import problems." + "reason": "Different backend import errors involving unrelated packages." }, { - "left": "issue:44671", - "right": "issue:44779", + "left": "issue:43673", + "right": "issue:43761", "accept": false, - "reason": "CamemBERT masked LM predictions and Deepseek tokenizer outputs are different model-specific regressions." + "reason": "Different v5 regressions in generation cache vs CLIP hidden_states output." }, { - "left": "issue:43673", - "right": "issue:43761", + "left": "issue:44671", + "right": "issue:44779", "accept": false, - "reason": "Generation cache missing in chunked_prefill and CLIPVision hidden_states being None are unrelated model/runtime bugs." + "reason": "Different model families and different failure modes: CamemBERT MLM outputs vs DeepSeek tokenizer behavior." }, { "left": "issue:44987", "right": "issue:45542", "accept": false, - "reason": "A model loading regression for physical-intelligence/fast and a tensorboard backend issue are unrelated." + "reason": "Model loading failure vs backend-installation issue; unrelated." }, { "left": "issue:43653", "right": "issue:45593", "accept": false, - "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss behavior do not share a code path." + "reason": "BigBirdTokenizer special-token decoding bug vs D-FINE auxiliary-loss issue; unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save metadata mismatch vs Gemma-4 ZeRO3 loading; different areas." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The only accepted soft pair, issue:44496 / issue:44877, is plausibly the same strict-config loading regression from the titles alone, and the rest are appropriately left unmerged as only thematic similarities. The choice of issue:45020 as the broad umbrella representative is also reasonable from the packet." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -9559,8 +9602,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -9590,7 +9633,6 @@ "issue:44242", "issue:44246", "issue:44295", - "issue:44297", "issue:44336", "issue:44351", "issue:44361", @@ -9602,6 +9644,7 @@ "issue:44589", "issue:44617", "issue:44661", + "issue:44749", "issue:45003", "issue:45200", "issue:45250", @@ -9616,14 +9659,13 @@ "soft_pairs": [ "issue:42175|issue:43976", "issue:43901|issue:43994", - "issue:44297|issue:45397", "issue:44361|issue:45593", "issue:43475|issue:44016", "issue:45561|issue:45563", "issue:43824|issue:43976", + "issue:43525|issue:43881", "issue:43295|issue:44617", "issue:43352|issue:45250", - "issue:43525|issue:43881", "issue:44589|issue:45362", "issue:44188|issue:44336", "issue:41628|issue:43976", @@ -9643,210 +9685,211 @@ "issue:43526|issue:45003", "issue:44336|issue:44485", "issue:43673|issue:44561", - "issue:44162|issue:45200" + "issue:44162|issue:45200", + "issue:44295|issue:44749" ], - "prepared_review_unit_hash": "f61dbba875ffbaf9e69a4aedb83506d2a76412f177601d95f986609f10d47c76", + "prepared_review_unit_hash": "175f6c9e8df460db9356a969d1f5201498ca79b14ff121718bc81b8535681bec", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720193, - "estimated_input_tokens": 180049, - "estimated_eval_tokens": 360354 + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36332, - "estimated_input_tokens": 9083, - "estimated_eval_tokens": 18422 + "serialized_chars": 36374, + "estimated_input_tokens": 9094, + "estimated_eval_tokens": 18444 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab-bag of distinct Transformers issues (API import failures, model-specific load regressions, tokenizer bugs, docs/tests, and training-loss behavior). None of the soft pairs look like the same underlying defect, so all soft edges should be rejected.", - "confidence": 0.96, - "canonical_issue_reason": "issue:43824 is the strongest representative of the cluster by impact and discussion volume, but it is not a duplicate of the other reports.", + "summary": "The soft edges are overwhelmingly false positives: the items span unrelated import errors, model-specific loading bugs, tokenizer regressions, testing issues, docs, and performance problems. No pair looks like the same underlying bug or change.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43824 is the strongest anchor: it is a concrete import regression, has the highest discussion/inbound-reference activity, and is more representative than the other mostly unrelated reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43824 has the clearest, widely visible user-facing regression and the most reference activity among mostly unrelated issues.", + "best_issue_reason": "Same as canonical; among this set, issue:43824 has the clearest reproducible failure and the broadest evidence trail.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "Different problems: missing TensorFlow in the torch extra vs a Python-version import compatibility issue." + "reason": "Different failure modes: missing TensorFlow in a torch-only install vs a Python-version compatibility break." }, { "left": "issue:43901", "right": "issue:43994", "accept": false, - "reason": "Docs mismatch for `return_all_scores` is unrelated to SigLIP2 model output quality." - }, - { - "left": "issue:44297", - "right": "issue:45397", - "accept": false, - "reason": "Tokenizer class metadata bug is unrelated to Gemma-4 ZeRO3 loading failure." + "reason": "One is a docs/behavior mismatch, the other is a bad model output regression; not the same bug." }, { "left": "issue:44361", "right": "issue:45593", "accept": false, - "reason": "MLukeTokenizer task AttributeError and D-FINE auxiliary-loss behavior are different model/code paths." + "reason": "Tokenizer AttributeError on tasks vs missing auxiliary losses in D-FINE are unrelated code paths." }, { "left": "issue:43475", "right": "issue:44016", "accept": false, - "reason": "SAM 3 Video attribute error is unrelated to a notebook syntax error." + "reason": "SAM 3 Video attribute error and a notebook syntax error are clearly unrelated." }, { "left": "issue:45561", "right": "issue:45563", "accept": false, - "reason": "pytest-xdist file race and stale generation warning are different testing/runtime bugs." + "reason": "Both touch testing, but one is an xdist file race and the other is a stale generation warning." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "Import failure for a specific Qwen2.5-VL symbol is unrelated to Python version support." + "reason": "Missing Qwen2.5 VL export/import symbol vs Python version support; unrelated issues." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Llama4 config attribute missing and GLM-4V load failure are different model-specific bugs." }, { "left": "issue:43295", "right": "issue:44617", "accept": false, - "reason": "Processor/tokenizer regression is unrelated to SAM3 video OOM." + "reason": "Processor/tokenizer regression vs CUDA OOM in Sam3Video; different symptoms and causes." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "A model-specific lack of Flash Attention 2 support is not the same as a generic Flash Attention 2 issue." - }, - { - "left": "issue:43525", - "right": "issue:43881", - "accept": false, - "reason": "Llama4Config missing pad_token_id and GLM-4V loading failure are distinct model-loading bugs." + "reason": "One reports lack of Flash Attention 2.0 support for a model; the other is a generic feature request." }, { "left": "issue:44589", "right": "issue:45362", "accept": false, - "reason": "Float8 storage deserialization failure is unrelated to Qwen3.5 chat crashes." + "reason": "Float8 storage deserialization error vs Qwen3.5 chat crash are not the same underlying problem." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "Torch.compile attention-kernel divergence and ANSI code output are unrelated." + "reason": "torch.compile kernel divergence and ANSI code output in loading_report are unrelated." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "AutoImageProcessor import failure is unrelated to the Python 3.9/3.10 compatibility report." + "reason": "An import failure for AutoImageProcessor is not the same as a Python-version compatibility issue." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "position_ids buffer access bug is unrelated to Gemma-4 ZeRO3 loading." + "reason": "Position_ids buffer access bug vs Gemma-4 zero3 loading failure are different issues." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "A docs issue and a slow-import performance issue do not share the same root cause." + "reason": "Docs mismatch for return_all_scores and slow import behavior are unrelated." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both mention Qwen3 MoE, but one is LoRA compatibility across branches and the other is a model-loading regression for Qwen3VL MoE; not the same bug." + "reason": "Both involve Qwen3 MoE/versioning, but one is LoRA compatibility across branches and the other is model loading on dev0; too different to merge." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video classification pipeline processor lookup and `_torch_extract_fbank_features()` are different subsystems." + "reason": "Video-classification image-processor lookup and _torch_extract_fbank_features() are separate pipeline bugs." }, { "left": "issue:44336", "right": "issue:44373", "accept": false, - "reason": "ANSI color output in loading reports is unrelated to a docstring typo." + "reason": "ANSI escape output in a loading report is unrelated to a wrong docstring." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Different loss paths and different models; both concern losses, but not the same concrete defect." + "reason": "Load-balancing loss omission in MoE and D-FINE auxiliary-loss behavior are different model-specific bugs." }, { "left": "issue:44462", "right": "issue:45356", "accept": false, - "reason": "Tokenizer repository file selection and Kimi-K2.5 codec/regression handling are separate tokenizer issues." + "reason": "Tokenizer.json being ignored and Kimi-K2.5 codec regression are both tokenizer-related, but not the same failure." }, { "left": "issue:44661", "right": "issue:45542", "accept": false, - "reason": "Model registration logic and missing TensorFlow backend installation are unrelated." + "reason": "Tokenizer mapping registration failure and undefined tf backend after install are unrelated." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Import-performance bug and unrecognized model config error are not the same issue." + "reason": "Slow imports sometimes and unrecognized model config are different problems." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Different missing symbols from different packages; both are import errors but not the same defect." + "reason": "Different missing imports from different modules; same symptom, not same bug." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Missing `Qwen2_5_VLImageProcessor` and missing `HybridCache` are unrelated exported-symbol regressions." + "reason": "Both are import errors, but they involve different missing symbols and code paths." }, { "left": "issue:43531", "right": "issue:45362", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and Qwen3.5 chat crashes are distinct failures." + "reason": "Qwen3-MoE sliding_window behavior and Qwen3.5 chat crashes are distinct model/runtime issues." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "A BeitImageProcessorFast label-reduction bug is unrelated to unsafe `sys.modules` access." + "reason": "A BeitImageProcessorFast label-reduction bug is unrelated to unsafe sys.modules access." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "ANSI codes in loading_report and GLM-5 RoPE implementation are unrelated." + "reason": "Loading-report ANSI codes and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:43673", "right": "issue:44561", "accept": false, - "reason": "Chunked-prefill cache missing and removal of `is_torch_fx_available` break different code paths." + "reason": "Chunked-prefill cache missing and trust_remote_code breakage from a removed helper are separate regressions." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 breakage and Gemma 4 mm-token defaults are unrelated model-specific issues." + "reason": "ESM2 breakage and Gemma-4 mm_token_type_ids defaults are unrelated model bugs." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "A position_ids buffer issue and a Chinese performance regression are unrelated." } ] }, @@ -9865,8 +9908,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -9886,18 +9929,18 @@ "issue:43540", "issue:43596", "issue:43653", + "issue:43673", "issue:43901", "issue:44060", "issue:44077", "issue:44162", "issue:44242", "issue:44246", - "issue:44295", "issue:44336", "issue:44368", "issue:44466", "issue:44496", - "issue:44749", + "issue:44734", "issue:44779", "issue:44857", "issue:44871", @@ -9919,7 +9962,6 @@ "issue:45588" ], "soft_pairs": [ - "issue:44295|issue:44749", "issue:44242|issue:44857", "issue:44246|issue:44871", "issue:44877|issue:45375", @@ -9931,219 +9973,226 @@ "issue:44987|issue:45459", "issue:41628|issue:41950", "issue:42886|issue:45229", - "issue:43065|issue:43408", "issue:44995|issue:45200", "issue:43901|issue:45003", + "issue:43065|issue:43408", "issue:43232|issue:44336", "issue:43257|issue:45137", "issue:44496|issue:45003", + "issue:44060|issue:44077", "issue:43295|issue:45292", "issue:44995|issue:45588", - "issue:44060|issue:44077", "issue:43262|issue:44246", "issue:43653|issue:44162", "issue:43475|issue:43540", "issue:44368|issue:45563", "issue:44466|issue:45335", "issue:44368|issue:44977", - "issue:44933|issue:45459" + "issue:44933|issue:45459", + "issue:43673|issue:44734" ], - "prepared_review_unit_hash": "24561f8c8bcc96f3effbda4f24549cdd58a4546c0f67ef6b3a408b4788b6bc29", + "prepared_review_unit_hash": "bc475be8892c170621ba8ca6a0a2c737bcbf2b80811c5cd81d160415db179e29", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720193, - "estimated_input_tokens": 180049, - "estimated_eval_tokens": 360354 + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 28, - "serialized_chars": 35643, - "estimated_input_tokens": 8911, - "estimated_eval_tokens": 18078 + "serialized_chars": 35611, + "estimated_input_tokens": 8903, + "estimated_eval_tokens": 18062 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: several unrelated Transformers regressions are grouped together, with only a few loose theme overlaps around config/loading, tokenizers, and embedding resizing. I do not see any soft edge that clearly represents the same underlying bug/change.", - "confidence": 0.9, - "canonical_issue_reason": "If a single issue must anchor the cluster, 44877 is the most concrete, self-contained bug report around config loading/strictness; it is the closest fit to the small config-related subset, though the cluster overall is not a true duplicate set.", + "summary": "This cluster is mostly heterogeneous Transformers regressions rather than one duplicate family. The only strong duplicate-like pair is the resize_token_embeddings / secondary-embedding mismatch; the rest are distinct issues across different models and subsystems.", + "confidence": 0.69, + "canonical_issue_reason": "issue:45292 is the broader formulation of the resize_token_embeddings bug, and issue:45335 looks like the same underlying failure on t5gemma's decoder.embed_tokens, so 45292 is the best anchor for the duplicate pair.", "canonical_pr_reason": null, - "best_issue_reason": "44933 is the best representative for triage because it is open, user-facing, and broad enough to stand in for the import/image-utils subset without overcommitting to an exact duplicate relationship.", + "best_issue_reason": "issue:45292 has the clearest general description of the shared embedding-resize bug and is the best representative issue in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44295", - "right": "issue:44749", - "accept": false, - "reason": "Different failures: a position_ids buffer access error versus a performance regression after upgrading. No shared code-path bug." - }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "One is about router/load-balancing loss handling; the other is a CUDA AMP crash in LwDetrImageLoss. Same broad ML area, not the same bug." + "reason": "Different subsystems and failure modes: MOE load-balancing loss vs AMP/CUDA crash in image loss." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Import slowdown is unrelated to the Gemma eos_token_id config mismatch." + "reason": "Unrelated problems: import performance sometimes vs Gemma eos_token_id config mismatch." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Both touch config strictness, but one is a loading failure for granite_speech while the other is a missing field being dropped in Qwen3_5MoeVisionConfig. Similar theme, not same bug." + "reason": "Both involve strict config handling, but they affect different model configs and different concrete symptoms." }, { "left": "issue:36246", "right": "issue:43596", "accept": false, - "reason": "Qwen2.5 image processor import error and a ZeRO3/BertModel index error are unrelated." + "reason": "An import error for a missing image processor export is unrelated to a DeepSpeed ZeRO3/BertModel index crash." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions in v5, but one is a wrong decoder-type warning and the other is incorrect Deepseek tokenization output. Different concrete issues." + "reason": "Both are tokenizer regressions in v5, but the concrete bugs and code paths are different." }, { "left": "issue:43441", "right": "issue:43540", "accept": false, - "reason": "FlashAttention failure for Ministral-3 is not the same as Qwen3OmniMoe video input processing error." + "reason": "Different models and different failures: FlashAttention on Ministral-3 vs video input processing in Qwen3OmniMoe." }, { "left": "issue:45292", "right": "issue:45584", "accept": false, - "reason": "resize_token_embeddings not updating output embeddings is unrelated to Whisper empty-transcription failure after align_special_tokens." + "reason": "Embedding-resize propagation is unrelated to Whisper's empty-transcription generation failure." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "Tokenizer output regression versus embedding resize propagation bug; no shared fix path." + "reason": "Deepseek tokenizer correctness in v5 is not the same bug as resize_token_embeddings not updating embeddings." }, { "left": "issue:44987", "right": "issue:45459", "accept": false, - "reason": "Loading a specific model and masking protobuf decode errors are different problems affecting different parts of the stack." + "reason": "Model loading failure for a specific repo is unrelated to protobuf-dependent tokenizer error masking." }, { "left": "issue:41628", "right": "issue:41950", "accept": false, - "reason": "Importing AutoImageProcessor and a video-classification pipeline picking image processors are only loosely related by image handling, not the same bug." + "reason": "Importing AutoImageProcessor and a video pipeline using image processors are related API areas, but not the same concrete bug." }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Offline cache loading and multi-GPU CUDA OOM are different failure classes." - }, - { - "left": "issue:43065", - "right": "issue:43408", - "accept": false, - "reason": "SAM 3 pixel decoder dummy Conv2d and a model-type warning for sam3_video vs sam3_tracker are not the same underlying issue." + "reason": "Offline cache tokenizer loading and Gemma4 multi-GPU OOM are different failures with no shared code path." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "A stale second-forward cache crash and missing mm_token_type_ids defaults are different bugs." + "reason": "Stale indexer cache on a second forward pass is unrelated to mm_token_type_ids being required for text-only fine-tuning." }, { "left": "issue:43901", "right": "issue:45003", "accept": false, - "reason": "Docs mismatch for return_all_scores is unrelated to unsafe sys.modules access in modeling_utils." + "reason": "Docs mentioning return_all_scores vs a sys.modules access bug are not the same underlying issue." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder is unrelated to the sam3_video vs sam3_tracker warning." }, { "left": "issue:43232", "right": "issue:44336", "accept": false, - "reason": "Generation kwargs after sync_gpus and ANSI codes in loading_report are unrelated code paths." + "reason": "Generation kwargs after sync_gpus and ANSI-code output from loading_report are unrelated bugs." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed and a ZeRO3 deque underflow are different DeepSpeed-related bugs." + "reason": "Qwen3 MOE weight conversion with accelerate/deepspeed and a ZeRO3 deque pop error are different failure modes." }, { "left": "issue:44496", "right": "issue:45003", "accept": false, - "reason": "Unrecognized model/config loading and unsafe sys.modules access are distinct problems." + "reason": "Unrecognized model/config loading and unsafe sys.modules access are different code-path problems." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "A tied-weights warning bug and allowing optional post_init in patchtsmixer are not the same change." }, { "left": "issue:43295", "right": "issue:45292", "accept": false, - "reason": "Processor.tokenizer regression and resize_token_embeddings propagation bug are not the same issue." + "reason": "Processor.tokenizer/image-to-tokenizer regression is separate from resize_token_embeddings not updating output embeddings." }, { "left": "issue:44995", "right": "issue:45588", "accept": false, - "reason": "Stale indexer cache crash and flash_attention s_aux=None AttributeError are unrelated." - }, - { - "left": "issue:44060", - "right": "issue:44077", - "accept": false, - "reason": "Both are tied to model config warnings, but one is about incorrect tied-weight warnings and the other about post_init being optional for patchtsmixer. Not the same change." + "reason": "A stale cache crash on second forward pass is not the same as flash_attention failing on s_aux=None." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio chat-template sampling-rate behavior and import slowness have no shared bug surface." + "reason": "Audio chat-template sampling-rate defaults and slow imports are unrelated." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are unrelated." + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are distinct bugs." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "Missing fpn_position_embeddings in SAM 3 video output and Qwen3OmniMoe video-input processing errors are different model-specific bugs." + "reason": "Sam3VisionEncoderOutput missing an attribute is unrelated to Qwen3OmniMoe video-input validation." }, { "left": "issue:44368", "right": "issue:45563", "accept": false, - "reason": "A tied-embeddings warning and a stale num_return_sequences warning in paged generate are unrelated warnings." + "reason": "A tied-embeddings warning and a stale num_return_sequences warning are different warning-path issues." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Serialization of lm_head.weight depending on device and t5gemma resize_token_embeddings not affecting decoder.embed_tokens are different tied-weights/resize issues." + "reason": "Inconsistent lm_head serialization is unrelated to resize_token_embeddings not reaching decoder.embed_tokens." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "Tie-word-embeddings warning versus Qwen3.5 flash-attention generation failure are unrelated." + "reason": "Tied-weights warning noise and Qwen3.5 flash-attention generation failure are different problems." }, { "left": "issue:44933", "right": "issue:45459", "accept": false, - "reason": "An import from image_utils missing entirely and protobuf-related tokenizer error masking are different failure modes." + "reason": "A missing image_utils import is unrelated to hidden tokenizer errors when protobuf is absent." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Missing cache in GenerationMixin during chunked_prefill and wrong KV-cache indexing in serve are different concrete bugs." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Both report the same underlying resize_token_embeddings bug: the resized input embeddings are not propagated to the secondary output/decoder embedding module." } ] }, @@ -10162,8 +10211,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -10188,6 +10237,7 @@ "issue:43931", "issue:44038", "issue:44162", + "issue:44188", "issue:44222", "issue:44297", "issue:44351", @@ -10195,7 +10245,6 @@ "issue:44368", "issue:44623", "issue:44661", - "issue:44734", "issue:44749", "issue:44869", "issue:44933", @@ -10217,18 +10266,17 @@ "issue:45600" ], "soft_pairs": [ - "issue:43673|issue:44734", "issue:44869|issue:45356", "issue:45137|issue:45600", "issue:43931|issue:44368", - "issue:43232|issue:43673", "issue:44297|issue:44623", + "issue:43232|issue:43673", "issue:43673|issue:45278", "issue:43646|issue:44162", "issue:44361|issue:44749", "issue:42673|issue:43704", - "issue:28282|issue:30990", "issue:44749|issue:45310", + "issue:28282|issue:30990", "issue:45230|issue:45397", "issue:44038|issue:44623", "issue:42994|issue:43482", @@ -10238,225 +10286,245 @@ "issue:45375|issue:45478", "issue:43475|issue:43643", "issue:41628|issue:44933", - "issue:45081|issue:45103", "issue:45310|issue:45375", + "issue:45081|issue:45103", "issue:42994|issue:43525", "issue:42222|issue:45200", - "issue:43873|issue:44945", "issue:43475|issue:44661", "issue:42831|issue:44222", + "issue:43873|issue:44945", "issue:45310|issue:45397", "issue:45362|issue:45375", - "issue:41628|issue:44351" + "issue:43232|issue:44188", + "issue:41628|issue:44351", + "issue:44222|issue:45310" ], - "prepared_review_unit_hash": "0fa2ca43eaf693f982e04d6749bcdce67a4b71c500c55137401d56dc2550ef23", + "prepared_review_unit_hash": "7f1b15fd7d9c889d14960059815af26b1052223d633afcc3811bb155de7f11fd", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720193, - "estimated_input_tokens": 180049, - "estimated_eval_tokens": 360354 + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36661, - "estimated_input_tokens": 9166, - "estimated_eval_tokens": 18588 + "soft_pair_count": 32, + "serialized_chars": 36950, + "estimated_input_tokens": 9238, + "estimated_eval_tokens": 18732 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly noisy cluster with two clear duplicate subclusters: the Qwen3ForCausalLM VRAM leak pair (42673/43704) and the Qwen3.5-Moe from_pretrained error pair (45310/45478). The remaining soft edges look like broader version-regression overlaps rather than the same concrete bug.", - "confidence": 0.96, - "canonical_issue_reason": "Issue 45310 is the cleanest concrete bug report to anchor the Qwen3.5-Moe from_pretrained failure, and 45478 is an exact duplicate with the same title and failure mode.", + "summary": "The cluster is mostly heterogeneous, but it does contain at least two exact duplicate issue pairs: issue:42673/issue:43704 and issue:45310/issue:45478. issue:42673 is the best canonical anchor because it is the earliest and most substantiated of the exact duplicates; most other soft pairs remain non-duplicates.", + "confidence": 0.81, + "canonical_issue_reason": "issue:42673 is the strongest canonical issue because it is part of an exact duplicate pair with issue:43704, is earlier, and has better discussion/reference activity. Also, issue:45310 and issue:45478 form a second exact-title duplicate pair, so the cluster is not a single-duplicate case.", "canonical_pr_reason": null, - "best_issue_reason": "45310 is the best representative issue because it is specific and reproducible, with exact duplicate 45478 confirming the same bug. The cluster also contains a separate exact duplicate subcluster at 42673/43704.", + "best_issue_reason": "issue:42673 is the best global issue to anchor consolidation: it cleanly represents one exact duplicate pair and is the most developed report among the exact matches. The presence of another exact pair (issue:45310/issue:45478) means the cluster should be described as having multiple duplicate pockets, not just one.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43673", - "right": "issue:44734", - "accept": false, - "reason": "Both involve generation/cache behavior, but they describe different failures and code paths." - }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Whisper timestamp decoding and Kimi tokenizer regression handling are unrelated bugs." + "reason": "Different tokenizer regressions: Whisper trailing replacement-character decode crash vs Kimi tokenizer codec/regex regression." }, { "left": "issue:45137", "right": "issue:45600", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error and removed Sam3LiteText config references are different issues." + "reason": "Unrelated failures: DeepSpeed ZeRO3 deque underflow vs Sam3LiteText auto-mapping/CI breakage." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Model shape mismatch and a tie_word_embeddings warning are not the same bug." + "reason": "Different symptoms and code paths: Qwen3-VL weight-shape mismatch vs a Qwen3.5 LoRA warning." }, { - "left": "issue:43232", - "right": "issue:43673", + "left": "issue:44297", + "right": "issue:44623", "accept": false, - "reason": "One is a sync_gpus kwargs problem; the other is a missing cache issue in chunked_prefill." + "reason": "Both involve save_pretrained, but one is tokenizer metadata mismatch and the other is missing processor files." }, { - "left": "issue:44297", - "right": "issue:44623", + "left": "issue:43232", + "right": "issue:43673", "accept": false, - "reason": "Tokenizer metadata mismatch and missing processor files are distinct save_pretrained failures." + "reason": "Generation kwargs update after sync_gpus is a different failure mode from missing GenerationMixin cache in chunked_prefill." }, { "left": "issue:43673", "right": "issue:45278", "accept": false, - "reason": "A specific generation/cache regression is not the same as broad import errors after upgrade." + "reason": "Specific generation-cache bug vs broad import-error regression after upgrade; too different to merge." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Custom model initialization breakage is broader than the ESM2-specific failure described here." + "reason": "Generic custom model init regression and ESM2 breakage are not the same concrete issue." }, { "left": "issue:44361", "right": "issue:44749", "accept": false, - "reason": "Tokenizer AttributeError and data filtering slowdown are unrelated." + "reason": "MLukeTokenizer AttributeError is unrelated to the reported slowdown after upgrading Transformers." }, { "left": "issue:42673", "right": "issue:43704", "accept": true, - "reason": "Exact same title and same Qwen3ForCausalLM multi-thread VRAM leak; this is a clear duplicate." + "reason": "Exact same Qwen3ForCausalLM VRAM leak report; same title and same behavior, clear duplicate." }, { - "left": "issue:28282", - "right": "issue:30990", + "left": "issue:44749", + "right": "issue:45310", "accept": false, - "reason": "Missing PyTorch ImportError and Sentence Transformers hanging while loading are different problems." + "reason": "Performance regression in data filtering is unrelated to a Qwen3.5 MoE from_pretrained loading error." }, { - "left": "issue:44749", - "right": "issue:45310", + "left": "issue:28282", + "right": "issue:30990", "accept": false, - "reason": "Performance regression in filtering data is unrelated to the Qwen3.5-Moe from_pretrained error." + "reason": "PyTorch missing ImportError for AutoModel is unrelated to Sentence Transformers hanging while loading." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "Generic bug report vs a specific gemma-4 zero3 from_pretrained failure; not the same bug." + "reason": "A placeholder bug report is not the same as a Gemma-4 Zero3 from_pretrained failure." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe/transformers v5 and missing processor save files are different issues." + "reason": "Qwen3-VL-Moe v5 bug and processor.save_pretrained missing files are different issues." }, { "left": "issue:42994", "right": "issue:43482", "accept": false, - "reason": "Quantized model saving failure and Qwen2.5-GGUF loading failure are separate paths." + "reason": "Quantized model saving failure is not the same as Qwen2.5-GGUF loading failure." }, { "left": "issue:43701", "right": "issue:44749", "accept": false, - "reason": "Checkpoint key mismatch is unrelated to the data-processing slowdown report." + "reason": "Checkpoint resume key mismatch is unrelated to the data-filtering slowdown report." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 API behavior and remote-code checkpoint meta-init incompatibility are different concerns." + "reason": "TF32 API warning is not the same as InternVL2 meta-initialization incompatibility." }, { "left": "issue:43475", "right": "issue:45381", "accept": false, - "reason": "SAM 3 Video attribute error and qwen2.5-vl wrong vision_position_ids are different model-specific bugs." + "reason": "SAM 3 video encoder attribute error and qwen2.5-vl video position-id bug are distinct model-specific regressions." }, { "left": "issue:45375", "right": "issue:45478", "accept": false, - "reason": "Both touch Qwen3.5/Moe config handling, but one is a missing vision field and the other is a generic from_pretrained failure." + "reason": "Same model family, but one is a specific missing config field and the other is a generic from_pretrained error; not enough to prove the same bug." }, { "left": "issue:43475", "right": "issue:43643", "accept": false, - "reason": "Different failure classes: SAM 3 Video attribute error vs missing fields from trust_remote_code AutoConfig." + "reason": "SAM 3 video encoder attribute error is unrelated to the AutoConfig trust_remote_code missing-fields issue." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Both are import issues, but they concern different modules and different missing symbols." + "reason": "Both are import-related, but they involve different missing symbols and different APIs." }, { - "left": "issue:45081", - "right": "issue:45103", + "left": "issue:45310", + "right": "issue:45375", "accept": false, - "reason": "Tokenizer regex patch crash and auto_docstring __future__ annotations crash are unrelated." + "reason": "Qwen3.5 MoE from_pretrained error and missing deepstack_visual_indexes look related, but the titles do not establish the same concrete code-path bug." }, { - "left": "issue:45310", - "right": "issue:45375", + "left": "issue:45081", + "right": "issue:45103", "accept": false, - "reason": "Related only at a broad Qwen3.5/Moe family level, not the same concrete bug." + "reason": "Tokenizer regex patch crash is unrelated to the auto_docstring annotation AttributeError." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized model saving failure is not the same as Llama4Config missing pad_token_id." + "reason": "Quantized saving failure and missing pad_token_id on Llama4Config are different issues." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "vitpose breakage and Gemma 4 mm_token_type_ids defaulting are unrelated regressions." + "reason": "Vitpose model breakage and Gemma 4 mm_token_type_ids defaulting are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "SAM 3 video encoder failure is unrelated to the add-new-model-like TOKENIZER_MAPPING_NAMES bug." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FP8 accuracy degradation and FP8 save_pretrained failure are different bug classes." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Quantization offloading and pipeline-parallel output corruption are different code paths." + "reason": "Quantization offloading behavior and pipeline-parallel output corruption are not the same underlying bug." }, { - "left": "issue:43475", - "right": "issue:44661", + "left": "issue:45310", + "right": "issue:45397", "accept": false, - "reason": "SAM 3 Video attribute error is unrelated to add-new-model-like failing for TOKENIZER_MAPPING_NAMES." + "reason": "Qwen3.5 MoE loading error and Gemma-4 Zero3 from_pretrained failure are unrelated model families." }, { - "left": "issue:42831", - "right": "issue:44222", + "left": "issue:45362", + "right": "issue:45375", + "accept": false, + "reason": "Qwen3.5 chat crash is too broad and not the same concrete config-field omission bug." + }, + { + "left": "issue:43232", + "right": "issue:44188", "accept": false, - "reason": "FP8 accuracy degradation and FP8 save_pretrained failure are different bugs." + "reason": "Generation kwargs handling after sync_gpus is unrelated to attention-kernel divergence under torch.compile." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Missing AutoImageProcessor and missing HybridCache are separate import regressions." + "reason": "AutoImageProcessor missing import and HybridCache missing import are different symbols and code paths." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained for MoE and Qwen3.5 MoE from_pretrained loading error are different operations and failure modes." } ] }, "evaluator_result": { "accept": false, - "feedback": "The analysis is mostly conservative, but the summary is not fully grounded: it says the only clear duplicate pair is 42673/43704, while the packet also shows an exact duplicate pair for 45310/45478 (same title and same Qwen3.5-Moe from_pretrained failure). That omission makes the cluster summary imprecise. The issue anchor choice is otherwise reasonable, but the summary should acknowledge both clear duplicate pairs." + "feedback": "The summary overstates uniqueness and misses a stronger duplicate. In the packet, issue:45310 and issue:45478 have the exact same title ('[BUG] transformers>=5.4.0, Qwen3.5 Moe from_pretrained error'), so they look like a duplicate pair as well. That means the claim that issue:42673/issue:43704 is the 'only exact duplicate pair' is not grounded. The rest of the soft-edge rejections are mostly conservative, but this miss makes the consolidation summary unreliable." }, "evaluator_used": true, "retried": true, @@ -10472,8 +10540,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -10527,32 +10595,30 @@ "issue:45561" ], "soft_pairs": [ - "issue:43232|issue:44188", - "issue:44222|issue:45310", "issue:42994|issue:44164", "issue:44038|issue:45310", - "issue:43232|issue:44792", "issue:44496|issue:45561", "issue:43526|issue:45561", - "issue:43377|issue:44242", + "issue:43232|issue:44792", "issue:43504|issue:45561", "issue:36010|issue:41628", "issue:43673|issue:44188", + "issue:43377|issue:44242", "issue:30990|issue:35141", - "issue:42898|issue:44568", "issue:43479|issue:44079", + "issue:42898|issue:44568", "issue:43479|issue:44869", "issue:43976|issue:44933", "issue:42175|issue:44933", "issue:44964|issue:45137", - "issue:43784|issue:43824", "issue:44623|issue:45310", + "issue:43784|issue:43824", "issue:44188|issue:44373", "issue:44060|issue:45125", - "issue:42898|issue:45356", - "issue:43723|issue:44568", "issue:43278|issue:45137", + "issue:43723|issue:44568", "issue:44734|issue:45103", + "issue:42898|issue:45356", "issue:42898|issue:44779", "issue:43874|issue:45092", "issue:30333|issue:33290", @@ -10560,226 +10626,220 @@ "issue:41628|issue:45459", "issue:44222|issue:44297" ], - "prepared_review_unit_hash": "349a280c5afd3e77286169a7ac8d68862baad2fb5b29f994dfca59b4bb36ed78", + "prepared_review_unit_hash": "7d8ccdb2d7d52db48ef16a06c4ac95d10c969f91e5e2a9e3c6141f9cf0153940", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720193, - "estimated_input_tokens": 180049, - "estimated_eval_tokens": 360354 + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37317, - "estimated_input_tokens": 9330, - "estimated_eval_tokens": 18916 + "soft_pair_count": 30, + "serialized_chars": 36719, + "estimated_input_tokens": 9180, + "estimated_eval_tokens": 18616 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous; the soft edges are largely false positives from broad v5/model-loading/tokenizer similarity rather than true duplicates. I would not merge any of the candidate pairs.", - "confidence": 0.82, - "canonical_issue_reason": "issue:42898 is the closest thematic anchor: it is a broad tokenizer-regression report and has multiple nearby tokenizer-related soft matches, even though the cluster as a whole is not a real duplicate set.", + "summary": "The cluster is heterogeneous: it mixes tokenizer regressions, import errors, multimodal config/loading bugs, save/load issues, serving problems, and unrelated training/runtime failures. None of the soft pairs look like the same underlying bug or change, so all were rejected.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: the items span many unrelated bug reports rather than one duplicate theme.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42898 is the best representative issue for this cluster because it is the most central broad regression report among the candidates, but it should still be treated as a loose topical anchor rather than a duplicate canonical.", + "best_issue_reason": "No single issue is a strong global representative because the cluster is too diverse to collapse into one canonical bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43232", - "right": "issue:44188", - "accept": false, - "reason": "Different failure modes: generation kwargs after sync_gpus vs torch.compile attention-kernel branching." - }, - { - "left": "issue:44222", - "right": "issue:45310", + "left": "issue:30333", + "right": "issue:33290", "accept": false, - "reason": "Both mention MoE/save-pretrained/from-pretrained, but one is FP8 save serialization and the other is a Qwen3.5 load error." + "reason": "Training/MLflow reporting failure vs Sentence Transformers loading hang; unrelated bugs." }, { "left": "issue:42994", "right": "issue:44164", "accept": false, - "reason": "Both concern saving/loading, but one is quantized-model saving and the other is extra_state handling in save/from_pretrained." + "reason": "Quantized-model saving failure vs general extra_state handling in save/from_pretrained; different save-path bugs." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Same model family, but these appear to be different Qwen MoE loading bugs in different code paths." - }, - { - "left": "issue:43232", - "right": "issue:44792", - "accept": false, - "reason": "Unrelated subsystems: generation bookkeeping vs a janus image-generation test failure." + "reason": "Different model families and failure modes: Qwen3-VL-Moe vs Qwen3.5 MoE from_pretrained." }, { "left": "issue:44496", "right": "issue:45561", "accept": false, - "reason": "Unrelated: model config recognition vs a pytest-xdist file race." + "reason": "Unrecognized model/config issue vs pytest-xdist race on captured_info.txt; unrelated." }, { "left": "issue:43526", "right": "issue:45561", "accept": false, - "reason": "Unrelated: Beit label reduction bug vs captured_info.txt race." + "reason": "BeitImageProcessorFast label handling vs testing-utils race; no overlap." }, { - "left": "issue:43377", - "right": "issue:44242", + "left": "issue:43232", + "right": "issue:44792", "accept": false, - "reason": "Different model behavior bugs: missing padding-mask support vs load-balancing loss gating." + "reason": "Generation KV-kwarg bug vs janus image-generation test failure; not the same code path." }, { "left": "issue:43504", "right": "issue:45561", "accept": false, - "reason": "Unrelated: legacy preset loading vs test utility file race." + "reason": "Beit pretrained-load legacy field issue is unrelated to xdist file race." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different API breakages." + "reason": "Both are import errors, but for different symbols and fixes: GenerationMixin vs AutoImageProcessor." }, { "left": "issue:43673", "right": "issue:44188", "accept": false, - "reason": "Different code paths: GenerationMixin cache/chunked prefill vs attention kernel divergence under torch.compile." + "reason": "Chunked prefill cache issue vs torch.compile branching divergence in attention kernels; different bugs." }, { - "left": "issue:30990", - "right": "issue:35141", + "left": "issue:43377", + "right": "issue:44242", "accept": false, - "reason": "Unrelated: a loading hang vs embedding reinitialization after resize." + "reason": "MIMI padding-mask inconsistency vs MoE load-balancing-loss omission; unrelated behavior." }, { - "left": "issue:42898", - "right": "issue:44568", + "left": "issue:30990", + "right": "issue:35141", "accept": false, - "reason": "Both tokenizer regressions in v5, but one is clean-up-space behavior and the other is special-token insertion." + "reason": "Loading hang vs embedding reinitialization on resize; different model lifecycle problems." }, { "left": "issue:43479", "right": "issue:44079", "accept": false, - "reason": "Unrelated: multimodal config defaults vs ModelOutput key assignment." + "reason": "Multimodal config defaults vs ModelOutput key assignment; different abstractions." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer v5 behavior change vs special-token insertion bug; both tokenizer-related but not the same concrete defect." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Different areas: multimodal config initialization vs Whisper timestamp decoding crash." + "reason": "Config initialization bug vs Whisper timestamp decode crash; unrelated." }, { "left": "issue:43976", "right": "issue:44933", "accept": false, - "reason": "Unrelated: Python-version incompatibility vs missing image_utils import." + "reason": "Python-version compatibility issue vs missing image_utils import; different failure classes." }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Unrelated: backend extras packaging vs missing import symbol." + "reason": "Backend dependency packaging vs nonexistent import from image_utils; unrelated." }, { "left": "issue:44964", "right": "issue:45137", "accept": false, - "reason": "Unrelated: Phi-4-multimodal loading vs DeepSpeed ZeRO3 deque error." + "reason": "Phi-4 multimodal model load failure vs DeepSpeed ZeRO3 deque IndexError; different subsystems." }, { - "left": "issue:43784", - "right": "issue:43824", + "left": "issue:44623", + "right": "issue:45310", "accept": false, - "reason": "Both are import failures, but they involve different missing names and different packages/models." + "reason": "Processor save_pretrained missing files vs Qwen3.5 MoE from_pretrained error; not the same bug." }, { - "left": "issue:44623", - "right": "issue:45310", + "left": "issue:43784", + "right": "issue:43824", "accept": false, - "reason": "Both involve pretrained I/O, but one is processor save-pretrained missing files and the other is a Qwen MoE load failure." + "reason": "Different import failures for different missing symbols/models; too broad to merge." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "Unrelated: kernel divergence bug vs docstring typo." + "reason": "Attention-kernel divergence under torch.compile vs docstring typo for position_ids; unrelated." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Same model family, but tied-weights warning and missing _tp_plan are different issues." + "reason": "Tied-weights warning bug vs missing tensor-parallel plan on a different Qwen model; different code paths." }, { - "left": "issue:42898", - "right": "issue:45356", + "left": "issue:43278", + "right": "issue:45137", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different tokenizer internals." + "reason": "Embedding dtype regression vs ZeRO3 deque error; unrelated." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer loading/behavior issues, but not the same concrete bug." + "reason": "Tokenizer loading issue vs add_special_tokens behavior regression; not the same defect." }, { - "left": "issue:43278", - "right": "issue:45137", + "left": "issue:44734", + "right": "issue:45103", "accept": false, - "reason": "Different problem domains: dtype drift in evaluate vs DeepSpeed queue underflow." + "reason": "Serving KV-cache indexing crash vs auto_docstring AttributeError; unrelated." }, { - "left": "issue:44734", - "right": "issue:45103", + "left": "issue:42898", + "right": "issue:45356", "accept": false, - "reason": "Unrelated: server KV-cache continuation crash vs auto_docstring annotation parsing." + "reason": "Generic tokenizer cleanup behavior change vs Kimi-K2.5 codec/warning regression; different tokenizer bugs." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they affect different tokenizers/models and different failure mechanisms." + "reason": "Different tokenizer regressions affecting different models and code paths." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "Both are multimodal-related, but one is a missing image-patches method and the other is a meta-init compatibility issue." + "reason": "Missing image-patch helper vs remote-code meta-init incompatibility; different multimodal issues." }, { "left": "issue:30333", "right": "issue:33290", "accept": false, - "reason": "Unrelated: MLflow reporting on failed training jobs vs AdaFactor/deepspeed OOM." + "reason": "MLflow failure reporting vs loading hang; unrelated." }, { "left": "issue:42898", "right": "issue:44448", "accept": false, - "reason": "Both mention v4-v5 behavior differences, but one is tokenizer cleanup and the other is Pegasus generation output drift." + "reason": "Tokenizer cleanup behavior change vs Pegasus output difference across versions; similar area but not same concrete bug." }, { "left": "issue:41628", "right": "issue:45459", "accept": false, - "reason": "Unrelated: missing AutoImageProcessor import vs protobuf decode-error masking." + "reason": "AutoImageProcessor import error vs protobuf-related tokenizer error masking; unrelated." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "Both involve save_pretrained, but one is MoE FP8 model saving and the other is tokenizer metadata serialization." + "reason": "FP8 MoE save_pretrained issue vs tokenizer_config class mismatch; different save paths and components." } ] }, @@ -10798,8 +10858,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -10858,8 +10918,8 @@ "issue:44222|issue:44623", "issue:42831|issue:44623", "issue:44206|issue:45103", - "issue:41628|issue:42757", "issue:44297|issue:45310", + "issue:41628|issue:42757", "issue:22355|issue:28282", "issue:44222|issue:44484", "issue:44483|issue:45406", @@ -10873,8 +10933,8 @@ "issue:44295|issue:44623", "issue:44514|issue:45103", "issue:43479|issue:44913", - "issue:43723|issue:44871", "issue:44261|issue:45092", + "issue:43723|issue:44871", "issue:44373|issue:44485", "issue:43723|issue:44991", "issue:43723|issue:44442", @@ -10885,240 +10945,241 @@ "issue:41628|issue:43824", "issue:42831|issue:44038", "issue:42757|issue:45278", - "issue:43576|issue:43784" + "issue:43576|issue:43784", + "issue:44263|issue:44373" ], - "prepared_review_unit_hash": "8b516a83ef3993a2ebe5256072682c35a2936efaa38febd18f71151eabbb0f2f", + "prepared_review_unit_hash": "408943c1016eb5a130e831509ab0b0c8d640f5cb4b6f192c769fac0685c9b64c", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720193, - "estimated_input_tokens": 180049, - "estimated_eval_tokens": 360354 + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 34, - "serialized_chars": 37055, - "estimated_input_tokens": 9264, - "estimated_eval_tokens": 18784 + "soft_pair_count": 35, + "serialized_chars": 37357, + "estimated_input_tokens": 9340, + "estimated_eval_tokens": 18936 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are separate Transformers regressions/import issues rather than true duplicates. The closest thing to an umbrella issue is 45278, but it only loosely represents the group.", - "confidence": 0.42, - "canonical_issue_reason": "issue:45278 is the broadest and most central user-facing regression report in the set (many import errors after upgrading to v5.5.0), so it is the best loose anchor if a single issue must represent the cluster.", + "summary": "The cluster is mostly a heterogeneous set of unrelated Transformers bugs and regressions, many around imports/loading/save_pretrained behavior. No PRs are present; the broadest issue in the set is the generic import-regression report.", + "confidence": 0.27, + "canonical_issue_reason": "issue:45278 is the broadest umbrella item here, covering the import-error regressions that overlap with several other items in the set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the most general, current, and cluster-like issue; it can serve as a high-level representative, but it should not be treated as a strict duplicate of the others.", + "best_issue_reason": "issue:45278 is the most representative triage anchor because it captures the widest shared symptom class in this cluster (post-upgrade import failures).", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42898", "right": "issue:43295", "accept": false, - "reason": "Both are v5 regressions around tokenization/processor behavior, but they describe different failures and different code paths." + "reason": "Different regressions: tokenization-space cleanup behavior vs processor/tokenizer image-handling crash." }, { "left": "issue:43479", "right": "issue:43644", "accept": false, - "reason": "One is config initialization for Phi4MultimodalConfig; the other is non-persistent buffers in v5. Different bugs." + "reason": "Different bugs in different areas: multimodal config defaults vs non-persistent buffer initialization." }, { "left": "issue:44442", "right": "issue:45459", "accept": false, - "reason": "Different tokenizer-loading failures with different causes; sharing 'load tokenizer' is too broad." + "reason": "Different failure modes: FastSpeech2ConformerTokenizer loading vs protobuf decode-error handling." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "FP8 MoE save_pretrained and processor.save_pretrained missing files are unrelated save-path bugs." + "reason": "One is FP8 MoE save_pretrained failure; the other is missing processor files on save_pretrained." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "Accuracy issues in FineGrainedFP8 do not match processor save_pretrained file emission failures." + "reason": "Accuracy regression in FineGrainedFP8 is unrelated to processor.save_pretrained missing files." }, { "left": "issue:44206", "right": "issue:45103", "accept": false, - "reason": "A feature-extractor argument regression and an auto_docstring annotation crash are unrelated." + "reason": "Unsupported center argument in a feature extractor is unrelated to auto_docstring annotation parsing." }, { - "left": "issue:41628", - "right": "issue:42757", + "left": "issue:44297", + "right": "issue:45310", "accept": false, - "reason": "Both are import errors, but for different missing symbols and different underlying dependency problems." + "reason": "Tokenizer_class metadata mismatch is unrelated to Qwen3.5 MoE from_pretrained loading." }, { - "left": "issue:44297", - "right": "issue:45310", + "left": "issue:41628", + "right": "issue:42757", "accept": false, - "reason": "Tokenizer config mismatch on save_pretrained and Qwen3.5 MoE from_pretrained failure are different issues." + "reason": "Both are import errors, but they target different symbols and different dependency surfaces." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "Both are import errors, but one is missing transformers.onnx and the other is missing PyTorch; not the same bug." + "reason": "Missing transformers.onnx and missing PyTorch are separate import/dependency errors." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "Both mention save_pretrained, but one is FP8 MoE checkpoint saving and the other is max_shard_size behavior." + "reason": "FP8 MoE save failure is not the same as the max_shard_size question in save_pretrained." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "Chat/completions request handling and Gemma4Processor _tokenizer attribute errors are different failures." + "reason": "Different service crashes with different root causes and code paths." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "AutoTokenizer loading regression and Qwen3.5 flash-attention generation issue are unrelated." + "reason": "Tokenizer loading regression is unrelated to Qwen3.5 flash-attention generation." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "torch.split return handling and missing ReLU in the DSA indexer are distinct implementation bugs." + "reason": "Same subsystem, but different defects: torch.split handling vs missing ReLU in the DSA indexer." }, { "left": "issue:30333", "right": "issue:36331", "accept": false, - "reason": "MLFlow reporting on failed training jobs and CustomTrainer compute_loss signature mismatch are unrelated." + "reason": "MLFlow reporting on failure is unrelated to CustomTrainer.compute_loss signature mismatch." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "DSA indexer split handling and remote-code/meta-init incompatibility are not the same code path." + "reason": "DSA indexer tensor-split behavior is unrelated to InternVL2 meta-initialization incompatibility." }, { "left": "issue:30333", "right": "issue:34689", "accept": false, - "reason": "MLFlow job state reporting and Llama 3.2 Vision model loading breakage are unrelated." + "reason": "Training-job MLFlow reporting and model loading regression are distinct issues." }, { "left": "issue:30333", "right": "issue:35141", "accept": false, - "reason": "Training-job reporting and embedding reinitialization on resize are different bugs." + "reason": "MLFlow status reporting is unrelated to embedding reinitialization during resize_token_embeddings." }, { "left": "issue:28282", "right": "issue:30333", "accept": false, - "reason": "ImportError for AutoModel/PyTorch and MLFlow reporting of failed jobs are not the same issue." + "reason": "Missing PyTorch import and MLFlow job reporting are unrelated." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "Registering position_ids as a buffer and missing processor.save_pretrained files are unrelated." + "reason": "Buffer position_ids readback issue is unrelated to processor save_pretrained missing files." }, { "left": "issue:44514", "right": "issue:45103", "accept": false, - "reason": "Qwen2_5_VLProcessor chat template batching crash and auto_docstring annotation crash are unrelated." + "reason": "Qwen2_5_VLProcessor batch chat-template crash is unrelated to auto_docstring annotation handling." }, { "left": "issue:43479", "right": "issue:44913", "accept": false, - "reason": "Multimodal config default initialization and GPTNeoX rotary_pct reload behavior affect different components." - }, - { - "left": "issue:43723", - "right": "issue:44871", - "accept": false, - "reason": "AutoTokenizer loading in v5 and Gemma-3 eos_token_id inconsistency are different problems." + "reason": "Incorrect multimodal config initialization is unrelated to rotary_pct reloading behavior." }, { "left": "issue:44261", "right": "issue:45092", "accept": false, - "reason": "MLA q_a_layernorm precision/config issue and InternVL2 meta-initialization incompatibility are not duplicates." + "reason": "MLA rms_norm_eps precision issue is unrelated to old InternVL2 meta-init incompatibility." }, { - "left": "issue:44373", - "right": "issue:44485", + "left": "issue:43723", + "right": "issue:44871", "accept": false, - "reason": "A wrong docstring and a RoPE implementation discussion are clearly different." + "reason": "Tokenizer loading regression is unrelated to Gemma-3 eos_token_id config inconsistency." }, { "left": "issue:43723", "right": "issue:44991", "accept": false, - "reason": "Generic tokenizer load failure and EMBEDDIA/est-roberta-specific tokenizer loading failure are not the same bug." + "reason": "Generic tokenizer loading failure and EMBEDDIA/est-roberta loading failure are not the same bug." }, { "left": "issue:43723", "right": "issue:44442", "accept": false, - "reason": "Two different tokenizer-loading failures with different affected tokenizers and root causes." + "reason": "Tokenizer loading regression is unrelated to FastSpeech2ConformerTokenizer import/load failure." }, { "left": "issue:45092", "right": "issue:45357", "accept": false, - "reason": "Remote-code/meta-init incompatibility and incorrect visual encoder keys on save_pretrained are separate regressions." + "reason": "Remote-code meta-init incompatibility is unrelated to incorrect visual encoder keys in save_pretrained." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Sentence Transformers stuck loading and SigLIP2 zero-probability outputs are unrelated." + "reason": "Sentence Transformers loading hang and SigLIP2 zero-probabilities are different behaviors with different causes." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Offline tokenizer cache loading and quantized model saving failures are different paths." + "reason": "Offline-cache tokenizer loading and quantized model saving are unrelated." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "FineGrainedFP8 accuracy concerns and Qwen3.5 MoE from_pretrained errors do not match." + "reason": "FP8 accuracy regression is unrelated to Qwen3.5 MoE from_pretrained loading errors." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "AutoImageProcessor import failure and Qwen2_5_VLForConditionalGeneration import failure are different missing symbols." + "reason": "Both are import errors, but they involve different missing exports and different model classes." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "FineGrainedFP8 accuracy issue and Qwen3-VL-Moe bug are unrelated." + "reason": "FP8 accuracy issues are not the same as Qwen3-VL-Moe regression behavior." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "An is_offline_mode import error may be one symptom of broader v5 import breakage, but it is still a distinct issue from the broad 'many import errors' report." + "reason": "Issue 45278 is a broad umbrella, but 42757 is a specific huggingface_hub import failure, not the same concrete bug." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "Broken transformers env command and sentence-transformers import NameError are unrelated." + "reason": "transformers env command breakage is unrelated to sentence-transformers import NameError." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "DSA indexer computation bug is unrelated to a docstring-only position_ids issue." } ] }, @@ -11137,8 +11198,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -11192,32 +11253,31 @@ ], "soft_pairs": [ "issue:43122|issue:44521", - "issue:44263|issue:44373", "issue:43232|issue:45593", "issue:44117|issue:44704", "issue:42886|issue:43066", "issue:43122|issue:44514", "issue:42371|issue:44263", "issue:30990|issue:33357", - "issue:44704|issue:45290", "issue:44295|issue:44297", "issue:42907|issue:44945", + "issue:44704|issue:45290", "issue:43976|issue:44945", "issue:43232|issue:44743", "issue:39401|issue:44488", - "issue:43232|issue:45245", "issue:42907|issue:43937", - "issue:43408|issue:43475", + "issue:43232|issue:45245", "issue:41628|issue:45278", + "issue:43408|issue:43475", "issue:43784|issue:45600", - "issue:44625|issue:44829", "issue:44360|issue:44485", + "issue:44625|issue:44829", "issue:43116|issue:45200", "issue:39401|issue:44521", - "issue:43122|issue:44779", "issue:44038|issue:44297", - "issue:29127|issue:30990", "issue:44261|issue:44373", + "issue:43122|issue:44779", + "issue:29127|issue:30990", "issue:44038|issue:44295", "issue:42371|issue:42831", "issue:42907|issue:44964", @@ -11226,238 +11286,232 @@ "issue:42907|issue:43452", "issue:43992|issue:44704" ], - "prepared_review_unit_hash": "2caff0631d0b232fb89de3ee318cb233441203d7acb3037a5a1e94f86b33e0ed", + "prepared_review_unit_hash": "1c5dcc64d24872092af1b3108fe67fa83fcb9f5800ed7b4a545cd065452d35b5", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720193, - "estimated_input_tokens": 180049, - "estimated_eval_tokens": 360354 + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 34, - "serialized_chars": 36860, - "estimated_input_tokens": 9215, - "estimated_eval_tokens": 18686 + "soft_pair_count": 33, + "serialized_chars": 36558, + "estimated_input_tokens": 9140, + "estimated_eval_tokens": 18536 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All proposed soft pairs look like false positives: they share at most a broad subsystem label (tokenizers, loading, generation, multimodal, etc.) but describe different concrete bugs, regressions, or even docs issues.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "This cluster is heterogeneous: most items are unrelated Transformer bugs across tokenization, loading, generation, multimodal chat templates, and model-specific regressions. None of the soft-similarity pairs look like the same underlying defect, so I would not merge any of them as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "Issue #44521 is the strongest representative issue because it is a concrete, reproducible bug report with active discussion/inbound references and a clearly defined code path (`apply_chat_template` for multimodal inputs).", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "#44521 is the best global issue candidate: it is specific, actionable, and currently open, making it a better anchor than the more vague or closed reports in this set.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Both mention tokenization/chat templates, but one is a tokenizer regression across versions and the other is an all-zero assistant_mask bug for multimodal inputs; different failure modes and code paths." - }, - { - "left": "issue:44263", - "right": "issue:44373", - "accept": false, - "reason": "One is a torch.split bug in a GLM MoE indexer; the other is a wrong docstring for position_ids. Docs issue vs runtime bug." + "reason": "Both are tokenizer/template regressions, but one is tokenization drift across versions and the other is multimodal assistant-mask generation; different failure modes." }, { "left": "issue:43232", "right": "issue:45593", "accept": false, - "reason": "Generation kwargs after sync_gpus is unrelated to D-FINE auxiliary losses being disabled; different models and different subsystems." + "reason": "Generation kwarg update after `sync_gpus` is unrelated to D-FINE auxiliary loss behavior." }, { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "Both touch from_pretrained/loading internals, but one is TOKENIZER_MAPPING_NAMES returning None and the other is AutoProcessor not forwarding kwargs to cached_file; not the same bug." + "reason": "`TOKENIZER_MAPPING_NAMES` returning `None` and `AutoProcessor.from_pretrained` missing kwargs are different loader bugs." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Offline cache loading failure and wrong tokenizer decoder type are separate tokenizer issues with different causes." + "reason": "Offline cache loading failure is not the same as wrong tokenizer decoder type in v5." }, { "left": "issue:43122", "right": "issue:44514", "accept": false, - "reason": "Both involve tokenization-related APIs, but one is version-dependent tokenization drift and the other is a batched apply_chat_template crash with padding=False." + "reason": "Version-to-version tokenization changes and batched chat-template crashes are separate bugs." }, { "left": "issue:42371", "right": "issue:44263", "accept": false, - "reason": "TF32 behavior settings and a GLM MoE torch.split bug are unrelated." + "reason": "TF32 API guidance and a `torch.split()` issue in GLM-MoE are unrelated." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "These are different loading failures: Sentence Transformers hanging vs a MacOS bus error with a community CLIP model." - }, - { - "left": "issue:44704", - "right": "issue:45290", - "accept": false, - "reason": "AutoProcessor/cached_file kwargs forwarding is unrelated to apply_chat_template crashing on tool-call assistant messages." + "reason": "Both mention loading problems, but one is Sentence Transformers hanging and the other is a MacOS bus error with a CLIP model." }, { "left": "issue:44295", "right": "issue:44297", "accept": false, - "reason": "A position_ids buffer read error and a tokenizer_class mismatch on save_pretrained are distinct issues." + "reason": "Reading a registered `position_ids` buffer and tokenizer save metadata mismatch are different code paths." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Saving dequantized Ministrals/Devstrals and incorrect pipeline-parallel LLM output are different bugs." + "reason": "Dequantized save failures and pipeline-parallel output errors are unrelated model/runtime bugs." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Passing kwargs to `cached_file` in `AutoProcessor` is separate from chat-template crashes on tool-call messages." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python version compatibility for transformers 5.1.0 is unrelated to pipeline parallelism output corruption." + "reason": "Python version compatibility problems are not the same as incorrect pipeline-parallel generation output." }, { "left": "issue:43232", "right": "issue:44743", "accept": false, - "reason": "Both concern generation-state handling, but one is sync_gpus kwargs update logic and the other is recurrent state reset in Qwen3.5 modular code; not the same defect." + "reason": "`sync_gpus` generation state updates and Qwen3.5 recurrent-state reset are different generation bugs." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Qwen3 tokenizer offset_mapping is unrelated to loading cjvt/sleng-bert." - }, - { - "left": "issue:43232", - "right": "issue:45245", - "accept": false, - "reason": "Generation kwargs handling has nothing to do with the 2^24 category limit error." + "reason": "Wrong `offset_mapping` in Qwen3 tokenizer is unrelated to loading `cjvt/sleng-bert`." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Dequantized model save failure and GLM-5 GenerationConfig validation are different problems." + "reason": "Saving dequantized models is unrelated to invalid `GenerationConfig` for GLM-5." }, { - "left": "issue:43408", - "right": "issue:43475", + "left": "issue:43232", + "right": "issue:45245", "accept": false, - "reason": "Both are SAM3-related, but one is a model-type/config mismatch warning and the other is a missing attribute on Sam3VisionEncoderOutput; different concrete bugs." + "reason": "Generation kwargs update and the 2^24 category limit are unrelated." }, { "left": "issue:41628", "right": "issue:45278", "accept": false, - "reason": "An AutoImageProcessor import error is not the same as a broad set of import errors after upgrading versions." + "reason": "A specific missing `AutoImageProcessor` import is not the same as broad import failures after upgrading versions." }, { - "left": "issue:43784", - "right": "issue:45600", + "left": "issue:43408", + "right": "issue:43475", "accept": false, - "reason": "Importing sentence-transformers breaking because nn is undefined is unrelated to Sam3LiteText configs breaking CI." + "reason": "SAM3 tracker warning and missing `fpn_position_embeddings` are distinct SAM3 issues." }, { - "left": "issue:44625", - "right": "issue:44829", + "left": "issue:43784", + "right": "issue:45600", "accept": false, - "reason": "num_labels propagation in Qwen3.5 and degenerate training with flash_attention_3 are separate issues." + "reason": "Sentence-transformers import NameError and Sam3LiteText auto-mapping CI breakage are unrelated." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "A missing ReLU in a DSA indexer and a GLM-5 RoPE implementation issue are unrelated model-internal changes." + "reason": "A missing ReLU in the DSA indexer and GLM-5 RoPE implementation are not the same defect." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "`num_labels` propagation in Qwen3.5 is unrelated to flash-attention-3 training collapse." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "Empty results in a classification example and mm_token_type_ids defaulting for Gemma 4 are different bugs and different call paths." + "reason": "Empty multi-label results in an example script and missing `mm_token_type_ids` defaults in Gemma 4 are different bugs." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Tokenizer offset mapping and all-zero assistant masks are both tokenization-adjacent, but they are distinct outputs and distinct bugs." + "reason": "Qwen3 tokenizer offset mapping and multimodal assistant-mask generation are unrelated tokenizer issues." }, { - "left": "issue:43122", - "right": "issue:44779", + "left": "issue:44038", + "right": "issue:44297", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they affect different model families and different symptoms; too broad to be the same underlying bug." + "reason": "Qwen3-VL-Moe/v5 regression and tokenizer config mismatch on save are not the same underlying bug." }, { - "left": "issue:44038", - "right": "issue:44297", + "left": "issue:44261", + "right": "issue:44373", "accept": false, - "reason": "A Qwen3-VL-Moe bug and a tokenizer save_pretrained tokenizer_class mismatch are unrelated." + "reason": "A precision error from missing `rms_norm_eps` is unrelated to a docstring problem for `position_ids`." }, { - "left": "issue:29127", - "right": "issue:30990", + "left": "issue:43122", + "right": "issue:44779", "accept": false, - "reason": "A LayoutLMv3 validation/error-message issue is unrelated to Sentence Transformers getting stuck while loading." + "reason": "Different tokenization after upgrade and Deepseek tokenizer output regressions are separate model/tokenizer issues." }, { - "left": "issue:44261", - "right": "issue:44373", + "left": "issue:29127", + "right": "issue:30990", "accept": false, - "reason": "A precision bug from missing rms_norm_eps and a wrong position_ids docstring are not the same issue." + "reason": "LayoutLMv3 error messaging and Sentence Transformers loading hangs are unrelated." }, { "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "Qwen3-VL-Moe behavior and a position_ids buffer read error are separate bugs." + "reason": "Qwen3-VL-Moe regression and `position_ids` buffer access are unrelated." }, { "left": "issue:42371", "right": "issue:42831", "accept": false, - "reason": "TF32 API settings and FineGrainedFP8 accuracy regression are different precision-related issues with different scopes." + "reason": "TF32 API settings guidance and FineGrainedFP8 accuracy issues are different concerns." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Saving dequantized Ministrals/Devstrals and loading Phi-4 multimodal instruct are different model I/O failures." + "reason": "Dequantized save failures are not the same as loading Phi-4 multimodal with latest transformers." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Qwen3-VL-Moe compatibility and FP8 save_pretrained for moe are separate problems; same broad area, not the same bug." + "reason": "Both mention MoE, but one is a broad transformers/Qwen3-VL regression and the other is an FP8 save_pretrained bug; not the same concrete fix." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor parallel training and an example-script multi-label classification issue are unrelated." + "reason": "Tensor-parallel training bug and example-script multi-label empty output are different training/eval issues." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "A dequantized model save failure is unrelated to gguf_file breaking from_pretrained for tokenizer/model loading." + "reason": "Dequantized save failure and `gguf_file` loading breakage are unrelated loader/saver problems." }, { "left": "issue:43992", "right": "issue:44704", "accept": false, - "reason": "UMT5Encoder missing embed_tokens.weight and AutoProcessor forwarding kwargs to cached_file are different from_pretrained bugs affecting different components." + "reason": "Missing `embed_tokens.weight` in UMT5Encoder and `AutoProcessor` kwargs forwarding are different model-loading bugs." } ] }, @@ -11476,8 +11530,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -11495,7 +11549,6 @@ "issue:43116", "issue:43122", "issue:43278", - "issue:43421", "issue:43441", "issue:43493", "issue:43673", @@ -11545,8 +11598,8 @@ "issue:43937|issue:44485", "issue:22355|issue:29127", "issue:42371|issue:43874", - "issue:43116|issue:43493", "issue:44075|issue:44936", + "issue:43116|issue:43493", "issue:44222|issue:45478", "issue:44038|issue:45478", "issue:43116|issue:43825", @@ -11561,200 +11614,232 @@ "issue:43937|issue:44977", "issue:45341|issue:45561", "issue:42673|issue:43906", - "issue:45405|issue:45446", - "issue:39401|issue:43421" + "issue:45405|issue:45446" ], - "prepared_review_unit_hash": "c778ae355e11467d04182bc03dcefbf81532465cc9e4a74dc069e4693daf13cb", + "prepared_review_unit_hash": "e241d03be483957b65ae016ef08e7312261bc87de14414ff088375ecbcb43bae", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720193, - "estimated_input_tokens": 180049, - "estimated_eval_tokens": 360354 + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 36902, - "estimated_input_tokens": 9226, - "estimated_eval_tokens": 18708 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36001, + "estimated_input_tokens": 9001, + "estimated_eval_tokens": 18258 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly a grab-bag of unrelated issues; the soft pairs are mostly broad topical similarities (imports, tokenizers, Qwen3, save/load) rather than the same concrete bug. I would not merge any of the proposed pairs.", - "confidence": 0.23, - "canonical_issue_reason": "No single canonical duplicate stands out: the items split into several unrelated problem areas, and the soft pairs do not share a sufficiently specific root cause.", + "summary": "The items are mostly a heterogeneous mix of unrelated bug reports, with only a small duplicate-like subcluster around Qwen3.5 save/load regressions and one around v5-era import regressions. Most soft pairs should stay separate.", + "confidence": 0.66, + "canonical_issue_reason": "No single issue safely represents the whole set; if forced to pick the broadest umbrella, issue 45278 is the best canonical for the import-regression subcluster because it most clearly describes the shared upgrade-breakage theme.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the broadest umbrella-style report among the issues (many import errors after upgrading), so it is the closest thing to a representative issue, though it is not a true duplicate target for the others.", + "best_issue_reason": "Issue 45278 is the strongest global representative among the candidates because it is the broadest umbrella report for a real regression class, while most other items are narrow, model-specific, or unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45216", "right": "issue:45478", - "accept": false, - "reason": "Both involve Qwen3.5 MoE save/load behavior, but one is a save_pretrained checkpoint issue and the other is a from_pretrained loading error; different concrete failure modes." + "accept": true, + "reason": "Both point to the same Qwen3.5 MoE save/load regression introduced in v5.4.x: bad saved checkpoint and resulting from_pretrained failure." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols from different modules; same symptom, not the same underlying bug." + "reason": "Different missing symbols and likely different import paths; both are import errors, but not the same underlying bug." }, { "left": "issue:43122", "right": "issue:44977", "accept": false, - "reason": "Tokenizer regression vs flash-attention generation failure; unrelated code paths and symptoms." + "reason": "Tokenizer regression vs flash-attention generation issue; different model/code paths." }, { "left": "issue:42907", "right": "issue:44222", "accept": false, - "reason": "Both are save/export problems, but for different model families and different quantization formats; not the same bug." + "reason": "Both involve saving quantized/MoE models, but the titles describe different failure modes and model families." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Different missing imports from different packages; too generic to treat as one duplicate." + "reason": "Unrelated import failures from different packages/modules." }, { "left": "issue:43278", "right": "issue:44945", "accept": false, - "reason": "Dtype drift between train/eval is unrelated to trainer.evaluate() failing after trainer.train()." + "reason": "Evaluate dtype drift and pipeline-parallel wrong outputs are different bugs." }, { "left": "issue:43784", "right": "issue:45446", "accept": false, - "reason": "Separate import/version-guard failures involving different symbols and libraries." + "reason": "Sentence-transformers import NameError vs flex_attention version-check bug; unrelated." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "Different model families and different failures; only the broad 'model broke under v5/flash-attention' theme overlaps." + "reason": "VitPose breakage and Ministral FlashAttention failure are different model-specific issues." }, { "left": "issue:42673", "right": "issue:45072", "accept": false, - "reason": "VRAM leak in Qwen3ForCausalLM vs dtype mismatch in unrelated models; no shared concrete root cause." + "reason": "VRAM leak in dataloader threads is unrelated to CI dtype mismatch." }, { "left": "issue:38617", "right": "issue:45278", - "accept": false, - "reason": "Both are import-related regressions, but one is a specific missing helper while the other is a broad upgrade report; not the same underlying issue." + "accept": true, + "reason": "Both describe the same upgrade-era import regression class: missing/removed imports after moving to the newer transformers release." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "Optimizer state corruption in FSDP/PEFT vs missing GenerationMixin cache during chunked prefill; different subsystems." + "reason": "Wrong optimizer state placement and missing cache in chunked prefill are different training/generation bugs." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "Invalid GenerationConfig vs RoPE implementation discussion; distinct bugs." + "reason": "GenerationConfig validation failure vs RoPE implementation discussion; not the same bug." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "No overlap in functionality or failure mode; unrelated issues." + "reason": "Different issues entirely: missing onnx module vs unclear layoutlmv3 error messaging." }, { "left": "issue:42371", "right": "issue:43874", "accept": false, - "reason": "TF32 behavior/API settings vs multimodal token counting bug; unrelated." + "reason": "TF32 settings warning and missing multimodal helper method are unrelated." }, { - "left": "issue:43116", - "right": "issue:43493", + "left": "issue:44075", + "right": "issue:44936", "accept": false, - "reason": "Example-script multi-label output bug vs SigLIP2 implementation discrepancy; unrelated." + "reason": "Optimizer argument handling and train-then-evaluate failure are distinct bugs." }, { - "left": "issue:44075", - "right": "issue:44936", + "left": "issue:43116", + "right": "issue:43493", "accept": false, - "reason": "Optimizer argument handling vs trainer.evaluate() after train(); not the same bug." + "reason": "Example script multi-label output bug vs SigLIP2 implementation discrepancy; different scopes and code paths." }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "Both mention Qwen3.5/MoE and save/load, but one is FP8 save_pretrained and the other is from_pretrained loading error; too different to merge." + "reason": "Both touch Qwen3.5/MoE save-load behavior, but one is FP8 save_pretrained and the other is from_pretrained loading; not clearly the same concrete bug." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Both involve Qwen3-ish MoE models, but the model/version and failure details differ enough that they are not the same concrete bug." + "reason": "Different model variants and different failure modes; too coarse to treat as duplicates." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Example-script classification bug vs pipeline API error messaging; unrelated." + "reason": "Example script behavior and pipeline deprecation/error messaging are unrelated." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Python version compatibility problem vs a version check bug for a specific import; different issues." + "reason": "Python version compatibility claim and a PyTorch import/version check bug are unrelated." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "GenerationConfig validation vs a stale warning in paged generate(); not the same failure." + "reason": "GLM-5 generation config validation and stale warning in paged generate are different issues." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but in different model families and with different symptoms; too broad to call duplicate." + "reason": "Two tokenizer problems, but on different models and different symptoms." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Tokenizer loading regression vs wrong offset mapping; same subsystem but not the same bug." + "reason": "Generic tokenizer-loading regression vs Qwen3 offset_mapping bug; not the same underlying defect." }, { "left": "issue:43931", "right": "issue:44945", "accept": false, - "reason": "Model weight-shape mismatch on load vs pipeline-parallelism output issue; unrelated." + "reason": "Model weight-shape mismatch and pipeline-parallel output corruption are unrelated." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Feature-extraction length helper issue in qwen3_omni_moe vs an import/version-check bug; different code paths." + "reason": "A qwen3_omni_moe helper-function behavior issue is unrelated to a flex_attention import guard bug." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "Tokenizer mapping None handling vs flash_attention crash on sink-less models; unrelated." + "reason": "Tokenizer mapping None handling and flash_attention s_aux crash are different code paths." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline and an import/version-check bug are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Different GLM-5 vs Qwen3.5 flash-attention/generation issues." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "The titles are too broad vs too specific; likely related to testing_utils, but not clearly the same bug." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "VRAM leak and an isolated reproduction of another issue are not the same bug from the available evidence." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "PEFT version bump issue and flex_attention version check issue are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The two accepted soft edges are plausible umbrella-level matches: the Qwen3.5 save/load pair is at least the same model/regression area, and the v5.4/5.5 import-error pair fits the same upgrade-regression theme. The rest of the pairs are appropriately kept separate, and the canonical representative choice is reasonable rather than overstated." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -11766,12 +11851,13 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ "issue:38617", + "issue:39401", "issue:41628", "issue:42175", "issue:42222", @@ -11783,9 +11869,9 @@ "issue:43097", "issue:43122", "issue:43408", + "issue:43421", "issue:43441", "issue:43450", - "issue:43452", "issue:43577", "issue:43582", "issue:43673", @@ -11807,7 +11893,6 @@ "issue:44496", "issue:44829", "issue:44933", - "issue:44987", "issue:45003", "issue:45071", "issue:45081", @@ -11823,29 +11908,30 @@ "soft_pairs": [ "issue:44291|issue:45071", "issue:43450|issue:43986", + "issue:39401|issue:43421", "issue:44484|issue:45310", "issue:44829|issue:45216", "issue:38617|issue:41628", "issue:44410|issue:45310", "issue:44117|issue:45081", - "issue:43408|issue:43742", - "issue:42673|issue:43582", "issue:42222|issue:45542", - "issue:42673|issue:43577", + "issue:42673|issue:43582", "issue:42371|issue:44261", + "issue:42673|issue:43577", + "issue:43408|issue:43742", "issue:43937|issue:44496", "issue:38617|issue:44220", - "issue:43012|issue:43577", "issue:42175|issue:42222", + "issue:43012|issue:43577", "issue:44933|issue:45278", "issue:44483|issue:45464", - "issue:42617|issue:45341", "issue:44484|issue:45478", + "issue:42617|issue:45341", "issue:43066|issue:43122", "issue:43673|issue:45341", "issue:44410|issue:45478", - "issue:43097|issue:44493", "issue:43874|issue:44261", + "issue:43097|issue:44493", "issue:42222|issue:45459", "issue:43441|issue:44829", "issue:43986|issue:44484", @@ -11854,231 +11940,246 @@ "issue:41628|issue:45071", "issue:45071|issue:45542", "issue:43931|issue:44410", - "issue:45003|issue:45341", - "issue:44117|issue:44987", - "issue:43986|issue:45341", - "issue:43097|issue:43452" + "issue:45003|issue:45341" ], - "prepared_review_unit_hash": "90b9381620f9b37f8e9a38ba16d45db6dd9c4eb82e3dfe3ca764511fdac44944", + "prepared_review_unit_hash": "ed701f6598adb2a936f84b5e5a2adec05e5c3922e649b1d4cc443c8818724362", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720193, - "estimated_input_tokens": 180049, - "estimated_eval_tokens": 360354 + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 37, - "serialized_chars": 38591, - "estimated_input_tokens": 9648, - "estimated_eval_tokens": 19552 + "soft_pair_count": 35, + "serialized_chars": 37979, + "estimated_input_tokens": 9495, + "estimated_eval_tokens": 19246 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly thematically similar Transformers regression reports, but they do not appear to be true duplicates. The strongest representative issue is the broad import-regression report, while the rest are separate bugs affecting different code paths or model families.", - "confidence": 0.84, - "canonical_issue_reason": "issue:45278 is the broadest representative of the visible cluster theme: widespread import failures after upgrading Transformers. It is generic enough to stand in for the import-regression subset without overfitting to one specific missing symbol.", + "summary": "No duplicate cluster emerged: the soft pairs span distinct bugs across imports, tokenizers, model loading, vision/video processors, config validation, and backend/dependency handling. All soft edges should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best global issue candidate because it is the most umbrella-like and can anchor the cluster\u2019s import-breakage side, whereas the other issues are narrower model- or API-specific regressions.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "Both relate to v5-era model-loading/type issues, but one is about an unexpected _is_hf_initialized argument and the other about PretrainedConfig type checking; they are different failures." + "reason": "Different failures: init_empty_weights/_is_hf_initialized argument handling vs PreTrainedConfig type-checking regression." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Both involve video-processing paths, but one is a batched-shape bug in processors and the other is a crash when AutoProcessor is used without torchvision." + "reason": "One is batched video processor shape output; the other is an AutoProcessor crash caused by missing torchvision." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Offset_mapping corruption and runtime post-processor update are different tokenizer bugs in different code paths." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "These are unrelated: max_shard_size/save_pretrained behavior versus a Qwen3.5 MoE from_pretrained load error." + "reason": "Unrelated: save_pretrained shard-size question vs Qwen3.5 MoE from_pretrained loading error." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "One is a training-degeneration problem with flash_attention_3, the other is a save_pretrained checkpoint regression for Qwen3.5; different code paths and symptoms." + "reason": "flash_attention_3 training degeneration is not the same as a Qwen3.5 checkpoint save_pretrained regression." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but for different missing names from different modules; no evidence they are the same underlying bug." + "reason": "Both are import errors, but they concern different missing symbols and different export paths." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "These describe different Qwen-family model loading issues: missing layer projections versus a MoE from_pretrained error." + "reason": "Qwen3Next projection layout issue vs Qwen3.5 MoE loading failure are different model-specific bugs." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "Tokenization-registry assumptions and Mistral regex patching are separate problems with different failure points." + "reason": "TOKENIZER_MAPPING_NAMES None handling and Mistral regex patch crash are separate tokenizer-loading defects." }, { - "left": "issue:43408", - "right": "issue:43742", + "left": "issue:42222", + "right": "issue:45542", "accept": false, - "reason": "A model-type warning during instantiation is not the same bug as a key error loading MobileLLM-125M." + "reason": "vitpose model breakage and missing TensorFlow backend dependency are unrelated." }, { "left": "issue:42673", "right": "issue:43582", "accept": false, - "reason": "VRAM leakage in multi-threaded Qwen3ForCausalLM use is unrelated to an Apple Silicon TypeError in caching_allocator_warmup." + "reason": "VRAM leak in multithreaded loading vs Apple Silicon TypeError in caching_allocator_warmup are different issues." }, { - "left": "issue:42222", - "right": "issue:45542", + "left": "issue:42371", + "right": "issue:44261", "accept": false, - "reason": "VitPose breakage and a TensorBoard/TensorFlow backend mismatch are different installation/runtime issues." + "reason": "TF32 API guidance and missing rms_norm_eps in MLA layernorm are different precision/config problems." }, { "left": "issue:42673", "right": "issue:43577", "accept": false, - "reason": "A multi-thread VRAM leak and BLIP2 dtype propagation are unrelated regressions." + "reason": "VRAM leak with dataloader threads is not the same bug as dtype staying float32 on Blip2 load." }, { - "left": "issue:42371", - "right": "issue:44261", + "left": "issue:43408", + "right": "issue:43742", "accept": false, - "reason": "TF32 behavior warnings and MLA q_a_layernorm precision issues are different subsystems with different fixes." + "reason": "Model-type warning mismatch and MobileLLM key error are separate loading problems." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "GenerationConfig validation for GLM-5 is not the same as an unrecognized model_type/config.json problem." + "reason": "GenerationConfig validation failure and missing model_type config are distinct config errors." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "These are both import/feature issues, but one is a missing symbol import and the other is an audio feature-extraction problem." + "reason": "Public import breakage and _torch_extract_fbank_features() are unrelated." }, { - "left": "issue:43012", - "right": "issue:43577", + "left": "issue:42175", + "right": "issue:42222", "accept": false, - "reason": "A PyTorch warning during bfloat16 compilation is unrelated to BLIP2 dtype not being propagated." + "reason": "TensorFlow extra packaging problem vs vitpose model breakage are not the same underlying bug." }, { - "left": "issue:42175", - "right": "issue:42222", + "left": "issue:43012", + "right": "issue:43577", "accept": false, - "reason": "Missing TensorFlow in a torch-only install and broken VitPose models are separate issues." + "reason": "A compiler precision warning and a model dtype-loading bug are different symptoms with different fixes." }, { "left": "issue:44933", "right": "issue:45278", "accept": false, - "reason": "The latter is a broad import-regression report, but the former is a specific missing import from image_utils; related theme, not the same concrete bug." + "reason": "One missing image_utils import is not the same concrete bug as a broad import-regression report." }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "Both mention chat/completions, but one is a generic API acceptance failure and the other is a streaming-inference failure on a specific Qwen3.5 model." + "reason": "General chat/completions rejection in v5.3 differs from Qwen3.5 streaming inference failure." }, { - "left": "issue:42617", - "right": "issue:45341", + "left": "issue:44484", + "right": "issue:45478", "accept": false, - "reason": "Running 3d_parallel.py and a bug in testing_utils.py are unrelated." + "reason": "These are different Qwen3.5-related reports: save_pretrained shard-size discussion vs from_pretrained error." }, { - "left": "issue:44484", - "right": "issue:45478", + "left": "issue:42617", + "right": "issue:45341", "accept": false, - "reason": "These are different Qwen3.5/save_pretrained vs from_pretrained problems, not the same bug." + "reason": "3d_parallel execution failure and a testing_utils bug are unrelated." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Both concern tokenizer behavior in v5, but one is about decoder type and the other about changed tokenization output; too different to merge." + "reason": "Wrong tokenizer decoder type and changed tokenization output are related broadly to tokenizers, but not the same concrete bug." }, { "left": "issue:43673", "right": "issue:45341", "accept": false, - "reason": "A GenerationMixin cache regression during chunked_prefill is unrelated to a testing_utils bug." + "reason": "GenerationMixin cache handling and testing_utils are unrelated." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Missing attention projections in qwen3next is not the same as a Qwen3.5 MoE from_pretrained error." + "reason": "Qwen3Next projection mismatch is not the same as Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-patch helper and missing rms_norm_eps are separate multimodal/config issues." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "Removal of tie_embeddings_and_encoder_decoder is a config/API change; unexpected key warnings in models are a separate loading issue." + "reason": "API removal of tie_embeddings_and_encoder_decoder and unexpected position-id keys are different regressions." }, { - "left": "issue:43874", - "right": "issue:44261", + "left": "issue:42222", + "right": "issue:45459", "accept": false, - "reason": "A missing image-patch helper in GLM46V and MLA layernorm epsilon precision are unrelated multimodal/model bugs." + "reason": "vitpose model breakage and tokenizer error handling without protobuf are unrelated." }, { - "left": "issue:41628", - "right": "issue:45071", + "left": "issue:43441", + "right": "issue:44829", "accept": false, - "reason": "AutoImageProcessor import failure and PretrainedConfig type-checking breakage are different regressions." + "reason": "FlashAttention crash in Ministral-3 and degenerate training with flash_attention_3 are different problems." }, { - "left": "issue:45071", - "right": "issue:45542", + "left": "issue:43986", + "right": "issue:44484", "accept": false, - "reason": "PretrainedConfig type checking and TensorBoard-only TF backend handling are unrelated." + "reason": "Video-model loading without torchvision and max_shard_size behavior are unrelated." }, { - "left": "issue:43931", - "right": "issue:44410", + "left": "issue:43012", + "right": "issue:43408", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch is a loading/weights issue, while qwen3next missing projections is a model-definition issue." + "reason": "Precision warning on bfloat16 compilation and sam3 model-type warning are unrelated." }, { - "left": "issue:45003", - "right": "issue:45341", + "left": "issue:44263", + "right": "issue:44485", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils is not the same as a testing_utils bug." + "reason": "torch.split return semantics and GLM-5 RoPE implementation are different code-path bugs." }, { - "left": "issue:44117", - "right": "issue:44987", + "left": "issue:41628", + "right": "issue:45071", "accept": false, - "reason": "A None entry in TOKENIZER_MAPPING_NAMES and a specific model-loading failure for physical-intelligence/fast are different issues." + "reason": "Importing AutoImageProcessor and PreTrainedConfig type-checking are separate regression reports." }, { - "left": "issue:43986", - "right": "issue:45341", + "left": "issue:45071", + "right": "issue:45542", "accept": false, - "reason": "Video-model loading without torchvision and a small testing_utils bug are unrelated." + "reason": "PreTrainedConfig type checking and undefined TensorFlow backend warnings are unrelated." }, { - "left": "issue:43097", - "right": "issue:43452", + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is not the same as missing Qwen3Next projections." + }, + { + "left": "issue:45003", + "right": "issue:45341", "accept": false, - "reason": "A removed tie_embeddings_and_encoder_decoder setting is unrelated to gguf_file breaking tokenizer/model loading." + "reason": "Unsafe sys.modules access in modeling_utils and a testing_utils bug do not describe the same defect." } ] }, @@ -12097,8 +12198,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -12110,11 +12211,11 @@ "issue:43064", "issue:43066", "issue:43097", - "issue:43208", "issue:43335", "issue:43352", "issue:43381", "issue:43408", + "issue:43452", "issue:43502", "issue:43531", "issue:43550", @@ -12142,16 +12243,19 @@ "issue:44655", "issue:44704", "issue:44829", + "issue:44987", "issue:45071", "issue:45103", "issue:45245", "issue:45341", "issue:45372", "issue:45375", - "issue:45479", "issue:45588" ], "soft_pairs": [ + "issue:44117|issue:44987", + "issue:43986|issue:45341", + "issue:43097|issue:43452", "issue:43931|issue:44038", "issue:43335|issue:45071", "issue:43408|issue:44368", @@ -12181,244 +12285,234 @@ "issue:43012|issue:44368", "issue:42886|issue:43381", "issue:43012|issue:43550", - "issue:42907|issue:44655", - "issue:43208|issue:43550", - "issue:44380|issue:45479", - "issue:43352|issue:43976", - "issue:43064|issue:44380" + "issue:42907|issue:44655" ], - "prepared_review_unit_hash": "681c0a5e32c3908f1b4cc0e5b4b46229963f380fb240bcf3e00adb9c8fdfb528", + "prepared_review_unit_hash": "d49eaa3e846a821d9f3e497c3d7c35c1055668afdd8e481cbe2f75abaea5c0c6", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720193, - "estimated_input_tokens": 180049, - "estimated_eval_tokens": 360354 + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37911, - "estimated_input_tokens": 9478, - "estimated_eval_tokens": 19212 + "soft_pair_count": 33, + "serialized_chars": 37583, + "estimated_input_tokens": 9396, + "estimated_eval_tokens": 19048 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The items are mostly unrelated bug reports from the same repo, with only superficial theme overlap (imports, loading, attention, quantization, etc.). None of the soft pairs look like the same underlying fixable bug/change, so I would not merge any of them as duplicates.", - "confidence": 0.91, - "canonical_issue_reason": "No clear canonical issue emerges: the cluster is heterogeneous and the soft-pair overlaps are mostly broad symptom similarity rather than the same root cause.", + "summary": "The cluster is not a true duplicate set: it mixes unrelated import errors, tokenizer/model-loading bugs, training issues, and warnings. All soft pairs are superficial matches only and should be kept separate.", + "confidence": 0.89, + "canonical_issue_reason": "No single issue clearly subsumes the rest; the set is heterogeneous. If a triage anchor is required, issue 43873 is the broadest and most discussed user-facing bug, but it does not represent the whole cluster well.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a strong representative for the cluster because the reports span many distinct subsystems and failure modes.", + "best_issue_reason": "Issue 43873 has the highest generality and discussion volume among these unrelated reports, so it is the least-bad issue to anchor on if one must pick a representative item.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Different tokenizer-mapping null-handling vs a specific model loading failure; no shared code path." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "One is an AutoProcessor/video-model crash without torchvision, the other is a testing utility bug." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Tie-embeddings API removal vs gguf_file loading regression; unrelated failures." + }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Both are Qwen3/VL-related model-loading problems, but one is a specific weight-shape mismatch and the other is a version/model-family issue; not the same bug." + "reason": "Different Qwen3-VL/Qwen3-VL-Moe load errors and different model families." }, { "left": "issue:43335", "right": "issue:45071", "accept": false, - "reason": "One is a SwitchTransformers config edge case; the other is a broad PretrainedConfig type-checking regression. Different failures and code paths." + "reason": "SwitchTransformers config construction vs PretrainedConfig type checking; different layers." }, { "left": "issue:43408", "right": "issue:44368", "accept": false, - "reason": "Different warning classes in different model families; no shared root cause." + "reason": "Both are warnings, but they concern different models and different config flags." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Different GLM components and different errors: a missing image-processor method vs a torch.split return-value issue." + "reason": "Different GLM components: image processor method missing vs torch.split/indexing behavior." }, { "left": "issue:43976", "right": "issue:45071", "accept": false, - "reason": "A Python-version compatibility report is not the same bug as PretrainedConfig type checking." + "reason": "Python version compatibility vs config type-checking; unrelated." }, { "left": "issue:44829", "right": "issue:45245", "accept": false, - "reason": "Completely different domains: flash-attention training degeneration vs category cardinality limit." + "reason": "FlashAttention 3 training degeneration vs a category-cardinality limit; no overlap." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "Both involve loading processors, but one is about missing torchvision and the other about a missing mistral_common symbol; different root causes." + "reason": "Video-model torchvision import issue vs mistral_common ReasoningEffort import breakage." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "Training-state corruption with FSDP2/PEFT is unrelated to Liger Kernel application under model_init." + "reason": "FSDP2/PEFT optimizer-state bug vs Liger Kernel application in model_init." }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and a testing_utils bug are unrelated." + "reason": "Qwen3-MoE sliding_window behavior vs a testing utility bug." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but for different symbols from different packages; no shared underlying fix." + "reason": "Both are ImportError reports, but for different missing symbols and different modules." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "Different model-specific numerical/configuration issues (rms_norm_eps precision vs RoPE implementation)." + "reason": "MLA rms_norm_eps precision issue vs GLM-5 RoPE implementation; distinct bugs." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Different model config problems: missing attention projections vs a missing vision config field." + "reason": "Different Qwen vision/config omissions affecting different models and fields." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Different missing exports from transformers; similar symptom, not the same code-path problem." + "reason": "Different missing imports from different modules/symbols." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "Tokenizer construction error vs tokenizer mapping lookup assumption; not the same bug." + "reason": "AddedToken keyword conflict vs tokenizer-mapping None; different tokenizer failures." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Different Qwen-related model bugs with different symptoms and fixes." + "reason": "Both are Qwen-family issues, but one is a model-load bug and the other is missing layer projections." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "A config API removal is unrelated to a flash-attention crash on sink-less models." + "reason": "Embedding-tie API removal vs flash_attention sinkless-model AttributeError." }, { "left": "issue:43986", "right": "issue:44117", "accept": false, - "reason": "Different areas: processor loading without torchvision vs tokenizer mapping None-handling." + "reason": "AutoProcessor/video-model crash vs tokenizer mapping issue; not the same path." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "Different preprocessing/docstring-related failures and different code paths." + "reason": "cached_file kwargs forwarding vs an annotations/docstring AttributeError." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "Offline/network behavior is unrelated to a missing checkpoint weight during UMT5 loading." + "reason": "local_files_only network leak vs missing embed_tokens.weight on UMT5Encoder load." }, { "left": "issue:43992", "right": "issue:44484", "accept": false, - "reason": "Model-loading weight mismatch and save_pretrained shard-size behavior are unrelated." + "reason": "Weight loading failure vs save_pretrained shard-size constant question; unrelated." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "Removed config API and quantization offloading behavior are different issues." + "reason": "API removal warning vs quantization offloading behavior." }, { "left": "issue:43824", "right": "issue:43986", "accept": false, - "reason": "Different import/load failures for different multimodal models and dependencies." + "reason": "Different processor/model-loading failures and different missing dependencies." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue are not the same bug." + "reason": "Tokenizer decoder type bug vs a reproduction of a different issue." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "Flash-Attn support gating for Nemotron is unrelated to GPT2 attention scaling being ignored under SDPA/FlashAttention." + "reason": "FlashAttention support gate vs GPT2 attention-scaling being ignored." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "Error messaging for pipeline tasks and saving Pipeline objects are different concerns." + "reason": "Pipeline task-support messaging vs saving Pipeline objects." }, { "left": "issue:38617", "right": "issue:43097", "accept": false, - "reason": "Different import/config regressions with no shared root cause." + "reason": "Both involve Transformers API changes, but they are different removed symbols and different failures." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "A PyTorch precision warning on bfloat16 compilation is unrelated to a tie_word_embeddings warning." + "reason": "Two warning issues with different config flags and different models." }, { "left": "issue:42886", "right": "issue:43381", "accept": false, - "reason": "Offline cache loading and gradient-checkpointing in eval mode are unrelated." + "reason": "Offline cache loading vs gradient checkpointing in eval mode; no common bug." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "Different runtime behaviors in different subsystems: warning on compile vs SDPA compile failure." + "reason": "bfloat16 compilation warning vs Bamba SDPA/torch.compile training failure." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Saving dequantized models and saving Pipeline objects share only a broad save_pretrained theme, not the same bug." - }, - { - "left": "issue:43208", - "right": "issue:43550", - "accept": false, - "reason": "xLSTM training blockers and Bamba torch.compile/SDPA failure are unrelated." - }, - { - "left": "issue:44380", - "right": "issue:45479", - "accept": false, - "reason": "Attention-backend config handling is unrelated to zero-loss classification degeneration." - }, - { - "left": "issue:43352", - "right": "issue:43976", - "accept": false, - "reason": "Flash-Attention support for a specific model is unrelated to Python-version compatibility." - }, - { - "left": "issue:43064", - "right": "issue:44380", - "accept": false, - "reason": "Distributed training optimizer-state corruption is unrelated to attention scaling config being ignored." + "reason": "Dequantized-model save failure vs Pipeline save_pretrained." } ] }, @@ -12437,8 +12531,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -12447,7 +12541,6 @@ "issue:38617", "issue:42757", "issue:42994", - "issue:43010", "issue:43012", "issue:43064", "issue:43066", @@ -12458,6 +12551,7 @@ "issue:43502", "issue:43525", "issue:43526", + "issue:43550", "issue:43582", "issue:43618", "issue:43756", @@ -12483,15 +12577,19 @@ "issue:44683", "issue:44938", "issue:45216", - "issue:45278", "issue:45290", "issue:45310", "issue:45381", "issue:45440", "issue:45478", + "issue:45479", "issue:45593" ], "soft_pairs": [ + "issue:43208|issue:43550", + "issue:44380|issue:45479", + "issue:43352|issue:43976", + "issue:43064|issue:44380", "issue:44483|issue:44514", "issue:43208|issue:43526", "issue:43618|issue:44380", @@ -12510,11 +12608,11 @@ "issue:43867|issue:45216", "issue:36683|issue:43475", "issue:44655|issue:45478", - "issue:43066|issue:45381", "issue:43352|issue:43937", + "issue:43066|issue:45381", "issue:44077|issue:44380", - "issue:43064|issue:44492", "issue:44263|issue:45440", + "issue:43064|issue:44492", "issue:43976|issue:44938", "issue:36683|issue:44077", "issue:36683|issue:43525", @@ -12523,242 +12621,252 @@ "issue:43618|issue:45216", "issue:43352|issue:45593", "issue:43992|issue:45310", - "issue:36683|issue:44242", - "issue:43010|issue:45278", - "issue:36683|issue:43352" + "issue:36683|issue:44242" ], - "prepared_review_unit_hash": "768fe13701556680904c5d2e6175e1334f16348b75634556c033b367abee8fe1", + "prepared_review_unit_hash": "9c03c66748ae2ba49be592b199036d537a151d2be2ef640a09e3d5b8e038157d", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720193, - "estimated_input_tokens": 180049, - "estimated_eval_tokens": 360354 + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37466, - "estimated_input_tokens": 9367, - "estimated_eval_tokens": 18990 + "soft_pair_count": 36, + "serialized_chars": 38124, + "estimated_input_tokens": 9531, + "estimated_eval_tokens": 19318 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab bag of unrelated Transformers issues, mostly around v5 regressions and import/load failures. None of the soft pairs look like the same concrete bug or change, so I would not merge any of them as duplicates.", - "confidence": 0.88, - "canonical_issue_reason": "issue:45278 is the broadest umbrella item here: it explicitly describes post-upgrade import failures after moving from 4.57.0 to 5.5.0, which is the closest shared theme among several import-regression reports.", + "summary": "The cluster is mostly a set of unrelated Hugging Face/Transformers bug reports that only share broad themes like imports, loading, saving, or attention. I found one clear exact-duplicate issue pair in the list (the Qwen3.5 MoE from_pretrained regression), but none of the provided soft edges look like the same underlying bug, so all soft edges are rejected.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 45310 is the earliest clear report of the Qwen3.5 MoE from_pretrained regression; 45478 appears to be a later duplicate of the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "If a single representative issue is needed, issue:45278 is the most general and cluster-like anchor because it captures the widest version-regression/import-failure pattern rather than a model-specific edge case.", + "best_issue_reason": "45310 is the best representative issue because it is the earliest, clearest report of the duplicate Qwen3.5 MoE loading regression.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "Different model families and failure modes: xLSTM training bugs vs Bamba torch.compile+SDPA behavior." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Both are model/attention related, but one is GPT2 backend scaling and the other is a zero-loss classification bug across several models." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Nemotron FlashAttention support and Python version compatibility are unrelated problems." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption is a different code path from GPT2 SDPA/FlashAttention scaling." + }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "Both mention chat-related behavior, but one is an API request rejection and the other is a tokenizer/template crash; different code paths and symptoms." + "reason": "API request validation and batched chat-template tokenization crashes are different layers and bugs." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "Completely different models and bugs: xLSTM training blockers versus BEIT image processor label reduction." + "reason": "xLSTM training bugs and BeitImageProcessorFast label reduction are unrelated." }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "One is a CLIP output regression and the other is GPT2 attention scaling under SDPA/FlashAttention; not the same failure." + "reason": "CLIP output attentions and GPT2 attention scaling under SDPA are different regressions." }, { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "A missing Gemma3 config attribute is unrelated to an Apple Silicon allocator TypeError." + "reason": "Gemma3Config missing vocab_size is unrelated to Apple Silicon caching_allocator_warmup TypeError." }, { "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; related area, different concrete bugs." + "reason": "Both are CLIP-related, but one is missing attentions and the other is missing hidden_states; not the same concrete bug." }, { "left": "issue:44483", "right": "issue:45290", "accept": false, - "reason": "Chat-completions request validation and apply_chat_template tool-call handling are distinct problems." + "reason": "Chat/completions request rejection and tool-call chat template crashing are different failures." }, { "left": "issue:43012", "right": "issue:44683", "accept": false, - "reason": "A bfloat16 compile warning is not the same as a torch>=2.9 compiled flex_attention failure." + "reason": "A bfloat16 precision warning during compile is not the same as compiled flex_attention failing on torch >= 2.9." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "One is a Qwen3-VL-Moe bug report, the other is an fp8 support request; not the same underlying issue." + "reason": "Qwen3-VL-Moe loading regressions and fp8 inference support are different issues." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but for different symbols and different root causes." + "reason": "Different missing imports from different packages/modules." }, { "left": "issue:44483", "right": "issue:45381", "accept": false, - "reason": "A chat/completions acceptance issue is unrelated to qwen2.5-vl video vision_position_ids being wrong." + "reason": "Chat/completions request handling and qwen2.5-vl video position ids are unrelated." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Qwen3VL-Moe loading failure and a sorted-state_dict load error are not the same bug." + "reason": "Both concern loading, but one is Qwen3VL-Moe loading and the other is a sorted-state_dict load error." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "An import error in configuration_utils is unrelated to local_files_only still allowing API requests." + "reason": "Missing internal import and local_files_only still triggering network calls are unrelated bugs." }, { "left": "issue:43756", "right": "issue:44485", "accept": false, - "reason": "Both mention RoPE, but one is about Smollm3 layer dropping and the other is a GLM-5 RoPE implementation discussion." + "reason": "Smollm3 RoPE-layer mismatch and GLM-5 RoPE discussion are not the same bug." }, { "left": "issue:43901", "right": "issue:44655", "accept": false, - "reason": "Documentation mismatch for return_all_scores is unrelated to save_pretrained on Pipeline objects." + "reason": "Documentation mismatch for return_all_scores and pipeline save_pretrained failure are different issues." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Quantized model saving failure and pipeline save_pretrained failure are different save-path bugs." + "reason": "Quantized model saving failure is not the same as saving Pipeline objects." }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "A load error with sorted state_dict and a Qwen3.5 save_pretrained regression are not the same defect." + "reason": "Both are checkpoint/load-save related, but the reported failure modes and targets differ." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Missing Gemma3Config.vocab_size and missing Sam3VisionEncoderOutput.fpn_position_embeddings are unrelated model-specific attribute bugs." + "reason": "Different model-specific AttributeErrors on different missing fields." }, { "left": "issue:44655", "right": "issue:45478", "accept": false, - "reason": "Saving Pipeline objects and Qwen3.5 MoE from_pretrained errors affect different APIs and code paths." + "reason": "Pipeline save_pretrained and Qwen3.5 MoE from_pretrained are unrelated operations." }, { - "left": "issue:43066", - "right": "issue:45381", + "left": "issue:43352", + "right": "issue:43937", "accept": false, - "reason": "Tokenizer decoder type selection and qwen2.5-vl video position ids are different issues." + "reason": "FlashAttention support for Nemotron is unrelated to GLM-5 GenerationConfig invalidity." }, { - "left": "issue:43352", - "right": "issue:43937", + "left": "issue:43066", + "right": "issue:45381", "accept": false, - "reason": "Nemotron FlashAttention support and GLM-5 generation config validation are unrelated." + "reason": "Tokenizer decoder type regression and qwen2.5-vl video position_ids bug are different code paths." }, { "left": "issue:44077", "right": "issue:44380", "accept": false, - "reason": "A PatchTSMixer post_init policy change is not the same as GPT2 attention scaling being ignored under specific backends." + "reason": "patchtsmixer post_init validation and GPT2 attention scaling are unrelated." }, { - "left": "issue:43064", - "right": "issue:44492", + "left": "issue:44263", + "right": "issue:45440", "accept": false, - "reason": "Distributed optimizer-state corruption and a cache-strategy typo are clearly unrelated." + "reason": "Different MoE/model implementation issues with no shared concrete bug." }, { - "left": "issue:44263", - "right": "issue:45440", + "left": "issue:43064", + "right": "issue:44492", "accept": false, - "reason": "Both are MoE-adjacent, but one is a torch.split indexer bug and the other is a DeepseekV3MoE implementation mismatch." + "reason": "Optimizer-state bug and cache-strategy typo are not the same change." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Python-version compatibility problems in 5.1.0 and 3.14 load failures are not the same bug." + "reason": "Both are Python compatibility reports, but for different versions and failure causes." }, { "left": "issue:36683", "right": "issue:44077", "accept": false, - "reason": "A Gemma3 config attribute error has nothing to do with PatchTSMixer post_init handling." + "reason": "Gemma3Config attribute error is unrelated to patchtsmixer post_init policy." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Both are missing config fields, but they affect different models and different attributes." + "reason": "Different config attributes on different model families." }, { "left": "issue:36010", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they come from different packages and symbols with no shared concrete fix." + "reason": "Different import errors from different modules and packages." }, { "left": "issue:44188", "right": "issue:44380", "accept": false, - "reason": "A torch.compile branching divergence in attention kernels is not the same as GPT2 attention scaling being ignored." + "reason": "torch.compile branching divergence and GPT2 attention scaling under backend selection are distinct backend bugs." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "A CLIP attentions regression and a Qwen3.5 checkpoint regression do not share the same underlying bug." + "reason": "CLIP output regression and Qwen3.5 checkpoint saving regression are unrelated." }, { "left": "issue:43352", "right": "issue:45593", "accept": false, - "reason": "Nemotron FA2 support and D-FINE auxiliary-loss handling are unrelated model issues." + "reason": "Nemotron FlashAttention support and D-FINE auxiliary-loss behavior are unrelated." }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "UMT5 missing embed_tokens.weight during loading and Qwen3.5 MoE from_pretrained failure are different loading bugs." + "reason": "UMT5 missing embed_tokens.weight and Qwen3.5 MoE from_pretrained error are different loading bugs." }, { "left": "issue:36683", "right": "issue:44242", "accept": false, - "reason": "A missing Gemma3Config attribute is unrelated to load balancing loss not being added for MoE routing." - }, - { - "left": "issue:43010", - "right": "issue:45278", - "accept": false, - "reason": "Cache update no_grad decoration and broad import failures after upgrade are different parts of the library." - }, - { - "left": "issue:36683", - "right": "issue:43352", - "accept": false, - "reason": "A Gemma3 config error and Nemotron FlashAttention support are unrelated." + "reason": "Gemma3Config missing vocab_size is unrelated to load-balancing loss omission in MoE routing." } ] }, @@ -12777,14 +12885,12 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ "issue:28282", - "issue:30990", - "issue:31795", "issue:33453", "issue:36296", "issue:36683", @@ -12795,6 +12901,7 @@ "issue:43064", "issue:43065", "issue:43232", + "issue:43352", "issue:43502", "issue:43575", "issue:43618", @@ -12821,6 +12928,7 @@ "issue:44964", "issue:45071", "issue:45125", + "issue:45278", "issue:45341", "issue:45357", "issue:45375", @@ -12832,6 +12940,8 @@ "issue:45600" ], "soft_pairs": [ + "issue:43010|issue:45278", + "issue:36683|issue:43352", "issue:41669|issue:44246", "issue:43867|issue:45375", "issue:36683|issue:43064", @@ -12852,253 +12962,261 @@ "issue:42890|issue:45600", "issue:42890|issue:44112", "issue:43010|issue:44075", - "issue:43723|issue:44556", "issue:43502|issue:44062", + "issue:43723|issue:44556", "issue:44222|issue:45125", "issue:42890|issue:45341", "issue:44387|issue:44556", "issue:43010|issue:43065", - "issue:43010|issue:43232", "issue:42548|issue:44351", + "issue:43010|issue:43232", "issue:45125|issue:45478", "issue:44355|issue:44749", "issue:45125|issue:45375", - "issue:43502|issue:44485", - "issue:30990|issue:31795" + "issue:43502|issue:44485" ], - "prepared_review_unit_hash": "1db37b0ccab3b01daa062b2d1faf402c46f70bb0dfeb21ea0575bdcd96059578", + "prepared_review_unit_hash": "c3bb4cbc0c502c4d66167f6026d3fa68392df9ef5935214b4f6340055d0b764d", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720193, - "estimated_input_tokens": 180049, - "estimated_eval_tokens": 360354 + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37033, - "estimated_input_tokens": 9259, - "estimated_eval_tokens": 18774 + "soft_pair_count": 34, + "serialized_chars": 37337, + "estimated_input_tokens": 9335, + "estimated_eval_tokens": 18926 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes import/API breakages, tokenizer/model loading regressions, tensor-parallel/training bugs, and unrelated model-specific issues. The soft links are mostly keyword similarity, not the same underlying bug/change, so I reject them all.", - "confidence": 0.93, - "canonical_issue_reason": "issue:42548 is the clearest concrete user-facing import failure in the set and the best representative of the recurring import/load theme, though the cluster is too mixed for it to be a true duplicate hub.", + "summary": "Mostly a heterogeneous set of issues, with one clear duplicate-like pair around import-time slowdown. The rest cover distinct bugs in loading, tensor parallelism, quantization, config/model wiring, and test flakiness, so very few soft links should be merged.", + "confidence": 0.64, + "canonical_issue_reason": "issue:45278 is the broadest umbrella for the recurring import/load regression theme in this set, though the overall cluster is still quite mixed.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42548 has the strongest, most actionable signal among the issues: a specific API break (`cannot import name 'PreTrainedModel'`) with direct impact and clear repro surface.", + "best_issue_reason": "issue:45278 is the best representative issue because it generalizes across the version-upgrade import/load failures more cleanly than the narrower reports.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Different bugs: cache/layer update no_grad behavior vs broad import-error regressions." + }, + { + "left": "issue:36683", + "right": "issue:43352", + "accept": false, + "reason": "Unrelated failures: Gemma3 vocab_size config bug vs Nemotron Flash Attention 2 support error." + }, { "left": "issue:41669", "right": "issue:44246", - "accept": false, - "reason": "Both concern import performance, but one is about removing `import *` and the other is about slow intermittent `import transformers`; related theme, not the same bug." + "accept": true, + "reason": "Same underlying symptom: transformers import is slow; 41669 points to import * overhead as the likely cause." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "Both mention loading/config behavior, but one is a generic state_dict loading error and the other is a missing `deepstack_visual_indexes` config field for Qwen3.5 MoE." + "reason": "Different loading bugs: state_dict ordering error vs missing deepstack_visual_indexes in Qwen3.5 vision config." }, { "left": "issue:36683", "right": "issue:43064", "accept": false, - "reason": "Gemma3 `vocab_size` missing is a model-config attribute issue; FSDP2+PEFT optimizer-state corruption is a distributed training bug." + "reason": "Different areas: Gemma3 config attribute bug vs distributed trainer optimizer-state mismatch." }, { "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "UMT5 encoder missing `embed_tokens.weight` during load is unrelated to Qwen3.5 MoE `from_pretrained` failure." + "reason": "Both are from from_pretrained flows, but they concern different model families and failure modes." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "One is flaky SAM HQ tests from missing seeds; the other is an xdist race on `captured_info.txt` in testing utils." + "reason": "Both are test-related, but one is missing set_seed in SamHQ tests and the other is an xdist file race." }, { "left": "issue:44938", "right": "issue:45071", "accept": false, - "reason": "Python 3.14 import/load failure is a runtime-compatibility issue; v5.4.0 `PretrainedConfig` type checking is a separate typing regression." + "reason": "Different regressions: Python 3.14 load failure vs PretrainedConfig type-checking breakage in v5.4.0." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "Both involve loading/saving regressions, but one is generic state_dict loading and the other is incorrect visual encoder keys in Qwen3.5 `save_pretrained`." + "reason": "Different model save/load problems: sorted state_dict loading error vs wrong visual encoder keys in save_pretrained." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "One is about cache/layer `update()` needing `torch.no_grad`; the other is a Python version compatibility problem in Transformers 5.1.0." + "reason": "Different bugs: generation cache update behavior vs Python-version compatibility claim." }, { "left": "issue:44938", "right": "issue:45381", "accept": false, - "reason": "Python 3.14 import failure and Qwen2.5-VL video `vision_position_ids` mismatch are different symptoms and code paths." + "reason": "Different models and symptoms: Python 3.14 import/load failure vs Qwen2.5-VL video position IDs bug." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "The DSA indexer/ReLU discussion is unrelated to the DeepseekV3MoE divergence from remote implementation." + "reason": "Different model implementations and issues: DSA indexer ReLU discussion vs DeepSeekV3 divergence." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "`CLIPOutput.attentions` disappearing is an output-structure regression; `patchtsmixer` `post_init` allowance is a separate model-API validation issue." + "reason": "Different topics: CLIPOutput attentions regression vs patchtsmixer post_init API constraint." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Tensor-parallel training bug and Qwen2-57B-A14B-Instruct TP OOM are both TP-related but not the same concrete failure." + "reason": "Both mention tensor parallelism, but one is a training optimizer-state bug and the other is a model OOM on load." }, { "left": "issue:43867", "right": "issue:44484", "accept": false, - "reason": "A generic load error from sorted state_dict keys is not the same as the `max_shard_size` default question in `save_pretrained`." + "reason": "Different save/load concerns: state_dict sorting failure vs max_shard_size default discussion." }, { "left": "issue:43618", "right": "issue:45588", "accept": false, - "reason": "`CLIPOutput.attentions` missing is unrelated to `flash_attention.py` crashing on `s_aux=None`." + "reason": "Different code paths: CLIPOutput attentions vs flash_attention integration crash on s_aux=None." }, { "left": "issue:43618", "right": "issue:44857", "accept": false, - "reason": "Output field regression in CLIP is not the same as the float16 AMP crash in `LwDetrImageLoss`." + "reason": "No match: CLIPOutput attentions regression vs AMP/CUDA loss crash." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "Both are loading/import problems, but one is a missing PyTorch dependency error and the other is a tokenizer loading regression." + "reason": "Different failures: missing PyTorch for AutoModel vs tokenizer-loading regression." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "Seed-related test flakiness and inability to load `microsoft/Phi-4-multimodal-instruct` are unrelated." + "reason": "Different model/test problems: SamHQ integration seeding vs Phi-4 multimodal load failure." }, { "left": "issue:42890", "right": "issue:45600", "accept": false, - "reason": "A flaky integration test and `auto_mappings.py` referencing removed Sam3LiteText configs are different CI failures." + "reason": "Different CI issues: missing set_seed in tests vs auto_mappings referencing removed configs." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Missing seeds in tests and a stale device-override test failure in GraniteSpeech are different test issues." + "reason": "Different flaky-test causes: SamHQ seeding gaps vs GraniteSpeech stale device override." }, { "left": "issue:43010", "right": "issue:44075", "accept": false, - "reason": "`torch.no_grad` on cache/layer updates is unrelated to SGD args not being used." + "reason": "Different code paths: cache/layer update decoration vs SGD optimizer arguments being ignored." }, { - "left": "issue:43723", - "right": "issue:44556", + "left": "issue:43502", + "right": "issue:44062", "accept": false, - "reason": "Tokenizer loading via `AutoTokenizer.from_pretrained` is not the same as checkpoint reload failures after upgrading from v4.57 to v5.x." + "reason": "One is unintended network access with local_files_only, the other is AddedToken construction argument collision." }, { - "left": "issue:43502", - "right": "issue:44062", + "left": "issue:43723", + "right": "issue:44556", "accept": false, - "reason": "`local_files_only=True` still making API requests is a download-policy bug, not the `AddedToken(..., special=...)` argument collision." + "reason": "Both are loading regressions, but one is tokenizer loading in v5 and the other is checkpoint reload compatibility after upgrade." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "FP8 `save_pretrained` issues in MoE and missing `_tp_plan` for Qwen3_5Moe are distinct model-export vs tensor-parallel setup problems." + "reason": "Different features: FP8 save_pretrained for MoE vs missing _tp_plan for tensor parallelism." }, { "left": "issue:42890", "right": "issue:45341", "accept": false, - "reason": "General seed flakiness in tests is not the same as a specific bug in `testing_utils.py`." + "reason": "Unrelated: SamHQ test seeding vs a generic testing_utils bug." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "Int4 quantization memory regression is different from checkpoint reload breakage after upgrading versions." + "reason": "Different problems: int4 quantization memory regression vs checkpoint reload failure after version upgrade." }, { "left": "issue:43010", "right": "issue:43065", "accept": false, - "reason": "`@torch.no_grad` on cache updates and a dummy `nn.Conv2d` in `Sam3PixelDecoder` do not share the same code-path bug." + "reason": "Different features: generation cache update behavior vs Sam3PixelDecoder dummy Conv2d design issue." }, { - "left": "issue:43010", - "right": "issue:43232", + "left": "issue:42548", + "right": "issue:44351", "accept": false, - "reason": "Cache/layer update decoration and `_update_model_kwargs_for_generation` after `sync_gpus` are separate generation bugs." + "reason": "Both are import-related, but one is missing PreTrainedModel export and the other is HybridCache export; not the same bug." }, { - "left": "issue:42548", - "right": "issue:44351", + "left": "issue:43010", + "right": "issue:43232", "accept": false, - "reason": "Both are import-name failures, but they target different missing symbols (`PreTrainedModel` vs `HybridCache`) and likely different export paths." + "reason": "Different generation bugs: cache/layer update decoration vs _update_model_kwargs_for_generation after sync_gpus." }, { "left": "issue:45125", "right": "issue:45478", "accept": false, - "reason": "Missing `_tp_plan` and Qwen3.5 MoE `from_pretrained` error are related to the same family, but the reported failures are not the same concrete bug." + "reason": "Both involve Qwen3.5 MoE/tensor parallelism, but one is missing _tp_plan and the other is a from_pretrained error; not the same underlying fix." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Compiled Python file loading errors and slow filtering after upgrading from 4.57.3 to 5.3.0 are unrelated." + "reason": "Different issues: compiled Python file errors vs slow filtering after upgrading transformers." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Tensor-parallel plan missing is different from `deepstack_visual_indexes` being dropped by strict config handling." + "reason": "Different Qwen3.5 issues: tensor-parallel plan missing vs vision config field dropped by strict handling." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "Offline-download leakage and GLM-5 RoPE implementation discussion are not the same underlying bug." - }, - { - "left": "issue:30990", - "right": "issue:31795", - "accept": false, - "reason": "Sentence Transformers loading hangs and confusing `input_ids`/`past_key_values` documentation are unrelated." + "reason": "Different problems: local_files_only still making requests vs GLM-5 RoPE implementation discussion." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. Issue 45278 is a reasonable umbrella for the upgrade-related import/load regressions, and the only accepted soft link (41669/44246) is supported by the titles. The rest of the pairwise calls read as appropriately cautious rather than overstated." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -13110,12 +13228,13 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ "issue:30333", + "issue:30990", "issue:31795", "issue:33453", "issue:34689", @@ -13158,13 +13277,13 @@ "issue:44961", "issue:45003", "issue:45071", - "issue:45092", "issue:45125", "issue:45230", "issue:45468", "issue:45542" ], "soft_pairs": [ + "issue:30990|issue:31795", "issue:44075|issue:44871", "issue:44315|issue:44360", "issue:30333|issue:33453", @@ -13192,8 +13311,8 @@ "issue:44908|issue:44961", "issue:44485|issue:44961", "issue:36296|issue:43901", - "issue:36296|issue:43526", "issue:41628|issue:44355", + "issue:36296|issue:43526", "issue:44273|issue:45003", "issue:44261|issue:44360", "issue:44623|issue:45230", @@ -13201,272 +13320,274 @@ "issue:43576|issue:44556", "issue:44038|issue:45125", "issue:44393|issue:45071", - "issue:41669|issue:43673", - "issue:44556|issue:45092" + "issue:41669|issue:43673" ], - "prepared_review_unit_hash": "5ae75ddd3cf52fbd57b9539fbcf5b84e476e41e863f29198221f5c0ab0b25875", + "prepared_review_unit_hash": "70b27a5d58d26adab5b8e82135fbd0d3a26b22f53a197b7eb364abfde5685c9a", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720193, - "estimated_input_tokens": 180049, - "estimated_eval_tokens": 360354 + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 38, - "serialized_chars": 38406, - "estimated_input_tokens": 9602, - "estimated_eval_tokens": 19460 + "serialized_chars": 38351, + "estimated_input_tokens": 9588, + "estimated_eval_tokens": 19432 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated or only loosely similar v5/Transformers regression reports. The soft similarities are mostly broad-topic overlaps (imports, loading, docs, FP8, cache) rather than the same concrete bug, so no soft-edge merge is justified.", - "confidence": 0.69, - "canonical_issue_reason": "issue:43576 is the clearest, most actionable regression report in the set and sits near several v5-related similarity links, while the others are either narrower, more ambiguous, or about different code paths.", + "summary": "This cluster is mostly a grab bag of Transformers v5 regression reports, loading/import failures, and a few unrelated bugs. I only see one soft edge that plausibly shares the same root cause: lazy loading failing because of unsafe sys.modules access.", + "confidence": 0.62, + "canonical_issue_reason": "issue:43576 is the broadest, most representative v5 breakage report here, with concrete user impact and cross-references; it best captures the cluster\u2019s main theme of version-related regressions.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43576 is the strongest standalone candidate because it describes a specific, user-visible breakage with a clear surface area and better triage value than the more ambiguous or peripheral reports.", + "best_issue_reason": "issue:43576 is the best single representative issue because it is a clear, user-facing v5 regression and sits near the center of the set\u2019s general failure pattern.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Different problems: a loading hang versus documentation confusion for forward arguments." + }, { "left": "issue:44075", "right": "issue:44871", "accept": false, - "reason": "Different problems: optimizer argument handling vs Gemma eos_token_id config mismatch." + "reason": "Unrelated bugs: SGD args not used versus Gemma eos_token_id mismatch." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Liger Kernel application bug and DSA indexer ReLU issue are unrelated code paths." + "reason": "Different subsystems and symptoms; no shared concrete code path." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLFlow failure reporting and tokenizer loading regression are different bugs." + "reason": "MLflow reporting on failed training jobs is unrelated to tokenizer-loading regression." }, { "left": "issue:43010", "right": "issue:44368", "accept": false, - "reason": "Cache update no_grad decoration and tie_word_embeddings warning are unrelated." + "reason": "Cache update no_grad behavior is unrelated to tie_word_embeddings warnings." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "local_files_only network leakage and FP8 save_pretrained behavior are different issues." + "reason": "local_files_only network leakage is not the same as FP8 save_pretrained/moe behavior." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Both concern v5 loading regressions, but one is Qwen3VL MoE-specific while the other is a broader checkpoint reload incompatibility." + "reason": "Both are loading regressions, but they appear to be different model/version failures and not one concrete bug." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "API requests despite local_files_only and the placeholder racoon issue are unrelated." + "reason": "No meaningful overlap; one is offline loading, the other is an unrelated placeholder issue." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "save_pretrained FP8 MOE bug vs FP8 inference support; different operations and failure modes." + "reason": "Save_pretrained bug versus inference support request; not the same change or bug." }, { "left": "issue:44355", "right": "issue:44655", "accept": false, - "reason": "Compiled-file import errors and Pipeline.save_pretrained are unrelated." + "reason": "Compiled Python file errors and pipeline save_pretrained failures are different code paths." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLFlow reporting failure and tensor parallel training bug are different problems." + "reason": "MLflow reporting failure is unrelated to tensor-parallel training behavior." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Runtime import failure and PretrainedConfig type-checking regression are different code paths." + "reason": "Compiled-file errors are unrelated to PretrainedConfig type checking regressions." }, { "left": "issue:42831", "right": "issue:43874", "accept": false, - "reason": "FineGrainedFP8 accuracy issue and missing image patch method are unrelated." + "reason": "FP8 accuracy concerns and a missing image-processor method are different bugs." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Both are loading regressions, but they affect different models and failure modes." + "reason": "Both are load regressions, but for different model/loading paths and not the same underlying defect." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Missing hub symbol import and v5 env CLI breakage are distinct surfaces." + "reason": "Top-level import error from huggingface_hub is unrelated to the env command being broken." }, { "left": "issue:33453", "right": "issue:36296", "accept": false, - "reason": "Tokenizer loading regression and tensor parallel training bug are unrelated." + "reason": "Tokenizer loading regression is unrelated to tensor parallel training." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs about pipeline removals and the placeholder issue are unrelated." + "reason": "Docs referencing removed pipeline() APIs do not match the unrelated placeholder issue." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "CLI env regression and config type checking are different issues." + "reason": "Different failures: a CLI/env command breakage versus type-checking regression." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "CLI env regression and Qwen2.5-VL import error are unrelated." + "reason": "Different missing APIs and likely different fixes; both are import-related but not the same bug." }, { "left": "issue:38617", "right": "issue:43576", "accept": false, - "reason": "Missing exported symbol import error and CLI env breakage are different bugs." + "reason": "Distinct import error versus broken env command; no shared concrete code path." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Chunked_prefill cache bug and cache-strategy typo are not the same underlying problem." + "reason": "Generation cache missing during chunked prefill is unrelated to a typo in cache strategies." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "Placeholder title and Gemma-4 audio positional encoding bug are unrelated." + "reason": "Placeholder issue and Gemma-4 positional encoding bug are unrelated." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Documentation confusion and missing import symbol are unrelated." + "reason": "Docs confusion in forward args is unrelated to an import error from configuration_utils." }, { "left": "issue:41628", "right": "issue:42548", "accept": false, - "reason": "Both are import/export failures, but they involve different symbols and likely different root causes." + "reason": "Both are import errors, but for different symbols and likely different breakages." }, { "left": "issue:43576", "right": "issue:44351", "accept": false, - "reason": "CLI env regression and HybridCache import error are different failure modes." + "reason": "Broken env command is not the same as missing HybridCache import." }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "Scheduler kwargs bug and placeholder issue are unrelated." + "reason": "Scheduler kwargs bug is unrelated to the placeholder issue." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "GLM-5 RoPE implementation issue and placeholder issue are unrelated." + "reason": "GLM-5 RoPE implementation is unrelated to the placeholder issue." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor parallel training bug and TextClassificationPipeline docs mismatch are unrelated." + "reason": "Tensor-parallel training bug and docs for text classification pipeline are unrelated." }, { - "left": "issue:36296", - "right": "issue:43526", + "left": "issue:41628", + "right": "issue:44355", "accept": false, - "reason": "Tensor parallel training bug and BeitImageProcessorFast label bug are unrelated." + "reason": "Top-level import failure and compiled-file runtime errors are different issues." }, { - "left": "issue:41628", - "right": "issue:44355", + "left": "issue:36296", + "right": "issue:43526", "accept": false, - "reason": "ImportError for a public API and compiled-file errors are unrelated." + "reason": "Tensor parallel training bug is unrelated to BeitImageProcessorFast label handling." }, { "left": "issue:44273", "right": "issue:45003", - "accept": false, - "reason": "Lazy loading malfunction and unsafe sys.modules access are related only broadly, not the same concrete bug." + "accept": true, + "reason": "These look like the same lazy-loading failure: the broad symptom matches the specific root-cause report about unsafe sys.modules access in modeling_utils." }, { - "left": "issue:44261", - "right": "issue:44360", + "left": "issue:41628", + "right": "issue:44355", "accept": false, - "reason": "MLA layernorm epsilon precision issue and DSA indexer ReLU issue are unrelated." + "reason": "Different symptom and code path; an import error is not the same as compiled-file execution errors." }, { - "left": "issue:44623", - "right": "issue:45230", + "left": "issue:36296", + "right": "issue:43526", "accept": false, - "reason": "processor.save_pretrained missing files and a generic bug report are not the same issue." + "reason": "Tensor parallel training bug and reduce_labels bug are unrelated." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading bug and TensorFlow backend installation issue are unrelated." + "reason": "Lazy loading failure is unrelated to the tensorboard-without-TensorFlow backend issue." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "v5 env CLI regression and checkpoint reload incompatibility after upgrade are both version-related, but not the same concrete bug." + "reason": "Both are v5 regressions, but they concern different workflows and likely different fixes." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Qwen3-VL/Qwen3.5-Moe bug and missing tensor-parallel plan are different issues." + "reason": "Related model family, but one is a broad v5/Qwen3-VL-Moe bug and the other is a specific tensor-parallel plan omission." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Qwen3-VL 2D bbox output problem and PretrainedConfig type checking regression are unrelated." + "reason": "Qwen3-VL bounding-box output issues do not match PretrainedConfig type-checking breakage." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Removing import * usage and chunked_prefill cache missing are unrelated." - }, - { - "left": "issue:44556", - "right": "issue:45092", - "accept": false, - "reason": "Both are old-checkpoint/v5 compatibility complaints, but the model families and failure contexts differ enough that they do not look like the same bug." + "reason": "Import-* performance cleanup is unrelated to the chunked-prefill cache bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: it characterizes a mix of v5 regressions, loading/import failures, and some unrelated issues, which matches the issue titles. The one accepted soft edge (issue:44273 / issue:45003) is a conservative and plausible same-root-cause match, while the other rejections stay appropriately cautious given the available evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -13478,8 +13599,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -13515,6 +13636,7 @@ "issue:44393", "issue:44485", "issue:44492", + "issue:44556", "issue:44623", "issue:44655", "issue:44704", @@ -13526,13 +13648,13 @@ "issue:45071", "issue:45092", "issue:45230", - "issue:45290", "issue:45310", "issue:45341", "issue:45468", "issue:45478" ], "soft_pairs": [ + "issue:44556|issue:45092", "issue:42371|issue:44492", "issue:42890|issue:44908", "issue:44704|issue:44908", @@ -13575,83 +13697,86 @@ "issue:44263|issue:45468", "issue:44261|issue:45468", "issue:43606|issue:45468", - "issue:42913|issue:43066", "issue:42890|issue:43704", - "issue:44908|issue:44998", - "issue:44861|issue:45290", - "issue:44998|issue:45341", - "issue:44492|issue:44998" + "issue:42913|issue:43066", + "issue:44908|issue:44998" ], - "prepared_review_unit_hash": "910ca75e55aea22a478fbdaee55c4db7ad829a233b2769b1bd08019b7be98c52", + "prepared_review_unit_hash": "c8ab528a2b8aae6dee908fcad7eb295c21b5961928c413dffeffa8f9c3110ec3", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720193, - "estimated_input_tokens": 180049, - "estimated_eval_tokens": 360354 + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 48, - "serialized_chars": 41396, - "estimated_input_tokens": 10349, - "estimated_eval_tokens": 20954 + "soft_pair_count": 46, + "serialized_chars": 40780, + "estimated_input_tokens": 10195, + "estimated_eval_tokens": 20646 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous: tokenizer/loading, model init, scheduler, docs, tests, and various model-specific bugs. I did not find a strong duplicate cluster; the closest pair is the AutoProcessor/cached_file kwargs vs local_files_only network-request issue, but evidence is still insufficient to merge them as the same bug.", - "confidence": 0.61, - "canonical_issue_reason": "Issue 44704 is the most concrete, actionable bug in the set: it names a specific code path, a likely root cause, and a clear failure mode around kwargs propagation in from_pretrained.", + "summary": "This cluster is still a loose mix of Transformers v5 loading/import/tokenizer regressions rather than one tight bug family. I kept the checkpoint-loading anchor, but I corrected the 44246 vs 44273 link: they share a lazy-loading/import theme, yet the packet does not show the same underlying bug.", + "confidence": 0.43, + "canonical_issue_reason": "Issue 44556 is still the clearest broad representative of the checkpoint-loading regression class, and it is the closest high-signal anchor among the loading-related reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44704 is a strong representative issue because it describes a specific loading-path bug with an identifiable fix surface and good triage value.", + "best_issue_reason": "44556 is the best single issue to stand in for this cluster because it is concrete, broad, and captures the most clearly duplicated loading-regression lane.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44556", + "right": "issue:45092", + "accept": true, + "reason": "Both describe v5-era checkpoint/model reload failures for older checkpoints; likely the same loading regression." + }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 configuration behavior is unrelated to a cache-strategy typo." + "reason": "TF32 API guidance and a cache-strategy typo are unrelated." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Test seed coverage and inverse_sqrt scheduler kwargs are different failure domains." + "reason": "Seed-related test flakiness and scheduler kwargs are different bugs." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "One is about cached_file kwargs propagation during loading; the other is scheduler kwarg handling. Different code paths." + "reason": "AutoProcessor kwargs forwarding and scheduler behavior are unrelated code paths." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Import-time slowness and lazy loading not working are related broadly, but not the same concrete bug." + "reason": "Both are import/lazy-loading themed, but the packet does not establish the same underlying bug." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "Model-type warning in SAM3 is unrelated to Liger Kernel application with model_init." + "reason": "Wrong model-type warning and Liger-kernel application are separate issues." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer-class save_pretrained mismatch is too specific to equate with an unnamed generic bug report." + "reason": "Tokenizer save_pretrained mismatch and a generic bug report are not the same issue." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention support and Qwen3-VL bounding-box output errors are distinct model issues." + "reason": "Flash Attention support and Qwen3-VL bbox hallucination are different model bugs." }, { "left": "issue:43576", @@ -13663,248 +13788,227 @@ "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python version compatibility is unrelated to Qwen3-VL output correctness." + "reason": "Python-version compatibility and Qwen3-VL output issues are unrelated." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs and PretrainedConfig type checking are different bug classes." + "reason": "Scheduler kwargs and PretrainedConfig type checking are different regressions." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "position_ids buffer access and a generic bug report do not show the same underlying defect." + "reason": "Buffer access error and a generic bug report do not match." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-* cleanup causing import cost is not the same as HybridCache import failure." + "reason": "Import-star slowdown and HybridCache import failure are different import issues." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import performance refactor and a testing_utils bug are unrelated." + "reason": "Import performance and a testing_utils bug are unrelated." }, { "left": "issue:44492", "right": "issue:44945", "accept": false, - "reason": "Cache-strategy typo and pipeline parallelism output error are different issues." + "reason": "Cache-strategy typo and pipeline-parallelism output bug are unrelated." }, { "left": "issue:41669", "right": "issue:44492", "accept": false, - "reason": "Import-system cleanup and cache-strategy typo are not the same code-path bug." + "reason": "Import-star slowdown and cache-strategy typo are not the same bug." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel not applied with model_init is unrelated to degenerate training under flash_attention_3." + "reason": "Liger-kernel initialization and flash_attention_3 training degeneration are different problems." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "Qwen3-VL 2D bbox hallucination and Qwen3.5 MoE from_pretrained error are different model problems." + "reason": "Bounding-box hallucination and Qwen3.5-Moe from_pretrained failure are not the same issue." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Forward doc confusion is not the same as a tokenizer loading regression." + "reason": "Forward-doc confusion and tokenizer-loading regression are unrelated." }, { "left": "issue:43827", "right": "issue:44908", "accept": false, - "reason": "Pipeline docs after v5 removals and scheduler kwargs are unrelated." + "reason": "Docs still referencing pipeline() and scheduler kwargs are unrelated." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "Optional post_init policy and _tied_weight_keys list crash are different implementation bugs." + "reason": "post_init validation and tied-weights AttributeError are different bugs." }, { "left": "issue:41669", "right": "issue:44908", "accept": false, - "reason": "Import-time cleanup and scheduler kwarg handling are unrelated." + "reason": "Import performance and scheduler kwargs are unrelated." }, { "left": "issue:43723", "right": "issue:44393", "accept": false, - "reason": "Tokenizer loading in v5 is unrelated to Qwen3-VL bounding-box output errors." + "reason": "Tokenizer loading in v5 and Qwen3-VL bbox output are different bugs." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Saving Pipeline objects and tied-weight key handling do not share the same bug." + "reason": "Pipeline save_pretrained failure and tied-weights crash are unrelated." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "Broken env command and lazy loading behavior are different surfaces." + "reason": "Broken env command and lazy-loading bug are not the same issue." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "DSA indexer ReLU discussion is unrelated to Gemma-4 audio positional encoding." + "reason": "DSA indexer behavior and Gemma-4 audio positional encoding are unrelated." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "A generic bug report is not enough to conclude it duplicates a specific Qwen3.5 MoE from_pretrained error." + "reason": "Generic bug report and Qwen3.5-Moe from_pretrained error are too vague to treat as duplicates." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading and scheduler kwargs are unrelated." + "reason": "Lazy-loading regression and inverse_sqrt scheduler kwargs are unrelated." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-side performance cleanup and VRAM leakage in multi-threaded dataloading are different problems." + "reason": "Import-star slowdown and VRAM leak in dataloader threads are different code paths." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Timestamp calculation in Qwen3VL is unrelated to GLM-5 RoPE implementation." - }, - { - "left": "issue:43519", - "right": "issue:44908", - "accept": false, - "reason": "Timestamp calculation and scheduler kwargs are unrelated." + "reason": "Processor timestamp math and RoPE implementation are unrelated." }, { - "left": "issue:31795", - "right": "issue:34689", - "accept": false, - "reason": "Forward documentation confusion does not match a model-loading breakage regression." + "left": "issue:42913", + "right": "issue:43066", + "accept": true, + "reason": "Both describe the same v5 tokenizer behavior/decoder-type regression." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Slow checkpoint loading and forward-API documentation confusion are different issues." + "reason": "Slow checkpoint loading and forward API documentation confusion are unrelated." }, { "left": "issue:44315", "right": "issue:45092", "accept": false, - "reason": "Model_init not applying Liger Kernel and meta-init incompatibility for old InternVL2 are not the same bug." + "reason": "Liger-kernel application and old-checkpoint meta-init incompatibility are different bugs." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak under dataloader threads and RoPE implementation concerns are unrelated." + "reason": "VRAM leak and RoPE implementation are unrelated." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "GLM-5 RoPE implementation and Gemma-4 audio positional encoding are different model-specific concerns." + "reason": "GLM-5 RoPE and Gemma-4 audio positional encoding are different issues." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 settings and VRAM leakage are unrelated." + "reason": "TF32 guidance and VRAM leak are unrelated." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "local_files_only network requests and Qwen3VL timestamp math are different bugs." + "reason": "local_files_only network requests and timestamp calculation are different bugs." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Timestamp math in a processor and missing files on processor save are unrelated." + "reason": "Timestamp calculation and missing save_pretrained files are unrelated." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Processor timestamp math and multi-threaded VRAM leak are unrelated." + "reason": "Timestamp calculation and VRAM leak are unrelated." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split return values in an indexer are unrelated to Gemma-4 audio positional encoding." + "reason": "torch.split behavior and Gemma-4 audio positional encoding are unrelated." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "MLA q_a_layernorm epsilon precision and Gemma-4 audio positional encoding are different issues." + "reason": "MLA precision issue and Gemma-4 audio positional encoding are different bugs." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch and audio positional encoding are unrelated." - }, - { - "left": "issue:42913", - "right": "issue:43066", - "accept": false, - "reason": "Generic tokenizer behavior change and wrong tokenizer decoder type in v5 are related in theme but not clearly the same concrete bug." + "reason": "CPU offload device mismatch and Gemma-4 audio positional encoding are unrelated." }, { "left": "issue:42890", "right": "issue:43704", "accept": false, - "reason": "Test seeding instability and VRAM leakage are unrelated." - }, - { - "left": "issue:44908", - "right": "issue:44998", - "accept": false, - "reason": "Scheduler kwargs and an irrelevant placeholder issue are unrelated." - }, - { - "left": "issue:44861", - "right": "issue:45290", - "accept": false, - "reason": "Tied-weight key handling and apply_chat_template crashes have different failure surfaces." + "reason": "Seed-related test flakiness and VRAM leak are different problems." }, { - "left": "issue:44998", - "right": "issue:45341", - "accept": false, - "reason": "Unemployment is not a technical duplicate of a testing_utils bug." + "left": "issue:42913", + "right": "issue:43066", + "accept": true, + "reason": "Same tokenizer v5 behavior/decoder-type regression." }, { - "left": "issue:44492", + "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Cache-strategy typo and unrelated placeholder issue are not duplicates." + "reason": "Scheduler kwargs and an unrelated placeholder issue are not related." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The summary is generally grounded, but one soft-edge acceptance is too strong for the available evidence: issue:44246 vs issue:44273 is only loosely similar by import/lazy-loading theme and does not clearly establish the same underlying bug from the packet. The other accepted pairs are more defensible, but this one is not conservative enough, so I\u2019m rejecting." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -13916,8 +14020,8 @@ "review_unit_count": 43, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-15354-374", "nodes": [ @@ -13931,13 +14035,19 @@ "issue:43572", "issue:43618", "issue:44230", + "issue:44492", "issue:44556", "issue:44623", "issue:44861", "issue:44998", - "issue:45310" + "issue:45290", + "issue:45310", + "issue:45341" ], "soft_pairs": [ + "issue:44861|issue:45290", + "issue:44998|issue:45341", + "issue:44492|issue:44998", "issue:43618|issue:44998", "issue:44556|issue:44998", "issue:43525|issue:44861", @@ -13950,100 +14060,118 @@ "issue:31515|issue:33453", "issue:43298|issue:44230" ], - "prepared_review_unit_hash": "46450ed417b801420991bf8a4d5b421e4e6ce97b172dd4319aad7740d3d8e31f", + "prepared_review_unit_hash": "f6c2ca13064181b48e7ea555f4f8df0d399205e7d7784076651b24ca7b92e71d", "component_budget": { "node_count": 374, "item_count": 374, "soft_pair_count": 1395, - "serialized_chars": 720193, - "estimated_input_tokens": 180049, - "estimated_eval_tokens": 360354 + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 }, "budget": { - "node_count": 15, - "item_count": 15, - "soft_pair_count": 11, - "serialized_chars": 11707, - "estimated_input_tokens": 2927, - "estimated_eval_tokens": 6110 + "node_count": 18, + "item_count": 18, + "soft_pair_count": 14, + "serialized_chars": 14255, + "estimated_input_tokens": 3564, + "estimated_eval_tokens": 7384 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a duplicate set; it contains several unrelated Transformers bugs that only loosely overlap around model loading/configuration. None of the soft-similarity pairs look like the same underlying bug or a mergeable single PR.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue fits this cluster: the items span distinct failure modes (checkpoint loading speed, tokenizer regression, config attribute errors, processor save gaps, FP8 support, tensor-parallel bugs, and an MLflow reporting issue).", + "summary": "This cluster is mostly a grab bag of unrelated bug reports across loading, config, training, inference, chat templating, and tooling. None of the soft pairs look like the same underlying defect, so I would not merge any of them as duplicates. If forced to pick a representative issue, 44556 is the closest to a broad user-facing loading regression.", + "confidence": 0.95, + "canonical_issue_reason": "44556 is the most broadly representative of the cluster\u2019s recurring theme of model loading/regression bugs, with a concrete version-bound reload failure; the other issues are more specialized and less central.", "canonical_pr_reason": null, - "best_issue_reason": "If a representative issue must be chosen, #44556 is the broadest checkpoint-reload regression, but it still does not cover the other issues in the cluster.", + "best_issue_reason": "44556 is the most actionable and general user-facing report in this set, with a clear reproduction class (checkpoint reload after upgrade) and strong relevance to the overall loading-regression theme.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Different crash paths: tied-weight key extraction vs chat template handling for tool-call assistant messages." + }, + { + "left": "issue:44998", + "right": "issue:45341", + "accept": false, + "reason": "Unrelated: an unemployment post versus a typo in testing_utils.py." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache-strategy typo and an unrelated non-technical issue; no shared bug." + }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "Completely unrelated: CLIPOutput attentions regression vs an off-topic unemployment issue." + "reason": "CLIPOutput attentions assignment regression is unrelated to the other report." }, { "left": "issue:44556", "right": "issue:44998", "accept": false, - "reason": "Checkpoint reload regression has no substantive relation to the unrelated unemployment issue." + "reason": "Checkpoint reload regression versus an unrelated non-technical issue." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Different bugs: missing pad_token_id on Llama4Config vs AttributeError in _get_tied_weight_keys for list-valued _tied_weights_keys." + "reason": "Llama4Config pad_token_id missing attribute is a different config bug than tied-weight list handling." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "StableLmConfig pad_token_idx regression and tied-weight key handling are separate code paths and different symptoms." + "reason": "StableLmConfig pad_token_idx regression is separate from _tied_weights_keys list crash." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow from_pretrained checkpoint loading is unrelated to an ImportError for layer_type_validation." + "reason": "Slow from_pretrained/checkpoint loading and an ImportError in configuration_utils are distinct code paths." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 inference support for Qwen models is a different problem from processor.save_pretrained missing files." + "reason": "FP8 inference support request is unrelated to processor.save_pretrained missing files." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Checkpoint load slowness is not the same as a tensor-parallel training bug." + "reason": "Checkpoint load slowness and tensor-parallel training failure are different problems." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow job-state reporting failure is unrelated to from_pretrained checkpoint loading performance." + "reason": "MLflow reporting after failed training and from_pretrained slowness are unrelated." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "Both mention Qwen3.5, but one is FP8 inference support and the other is a from_pretrained error; different concrete bugs." + "reason": "Both mention Qwen3.5 MoE, but one is FP8 support and the other is a from_pretrained error; not the same concrete bug." }, { "left": "issue:31515", "right": "issue:33453", "accept": false, - "reason": "Tokenizer loading regression and slow checkpoint loading are different failure modes with different likely fixes." + "reason": "Tokenizer loading regression is a different issue from slow checkpoint loading." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching audio-model support is a different feature gap than Qwen FP8 inference support." + "reason": "Continuous batching audio-model support and FP8 inference support are separate feature/bug areas." } ] }, @@ -14062,8 +14190,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-26350-2", "nodes": [ @@ -14073,12 +14201,12 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "a9835bd4aabdbc5ad31a2d13ea6404649c591098bafe1fff971374f4cd5c8009", + "prepared_review_unit_hash": "97d2bbbfafbd36b44beb4ec9547ff38c707bf0d99fccff353e50892ea4deb755", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1589, + "serialized_chars": 1590, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -14086,7 +14214,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1589, + "serialized_chars": 1590, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -14095,7 +14223,7 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two distinct feature requests that only share a broad \"support for more architectures\" theme: one is about Flash Attention 2, the other about GGUF. They do not describe the same underlying bug or change.", + "summary": "These are two separate feature-request issues, not duplicates: one asks for Flash Attention 2 support across more architectures, the other asks for GGUF support across more architectures.", "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, @@ -14106,7 +14234,7 @@ "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different feature areas and likely different implementation paths: Flash Attention 2 support versus GGUF support. The similarity is only generic wording about architectures, not a shared concrete issue." + "reason": "Different underlying feature requests and code paths; both are broad architecture-support initiatives, but they are not the same change or bug." } ] }, @@ -14125,8 +14253,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-27088-4", "nodes": [ @@ -14143,12 +14271,12 @@ "issue:43834|issue:44365", "issue:44365|issue:44370" ], - "prepared_review_unit_hash": "3b2f1d1d41167c32fdd1eb99a3f9b136134f7a497ce260d1cd85d3c95cbf1f53", + "prepared_review_unit_hash": "ac2bc17a67cfbc8911c6660a1e94cf5a079af321bcb4de59c1c3648753651a2c", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4454, + "serialized_chars": 4453, "estimated_input_tokens": 1114, "estimated_eval_tokens": 2484 }, @@ -14156,7 +14284,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4454, + "serialized_chars": 4453, "estimated_input_tokens": 1114, "estimated_eval_tokens": 2484 }, @@ -14165,54 +14293,54 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The three 2026 templated i18n translation issues are near-verbatim duplicates of one another. The 2023 Turkish-specific request is similar in theme but distinct enough to keep separate.", - "confidence": 0.78, - "canonical_issue_reason": "issue:43834 is the earliest of the near-identical templated translation issues and is the best representative of that duplicate set.", + "summary": "Three closed issues are near-identical template copies of the same i18n docs-translation request, while the Turkish issue is a distinct concrete localization request and should not be merged into that duplicate set.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43834 is the earliest of the identical placeholder issues and best represents the duplicated template cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43834 is the cleanest canonical representative among the duplicate placeholder issues; the Turkish issue is a different concrete request.", + "best_issue_reason": "issue:43834 is the most central representative of the repeated template wording and is a good cluster anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Turkish-specific request versus a generic placeholder-language translation request; not clearly the same concrete issue." + "reason": "27088 is specifically Turkish, while 44370 is a generic placeholder title; they do not look like the same concrete request." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Turkish-specific request versus a generic placeholder-language translation request; not clearly the same concrete issue." + "reason": "Same mismatch: a concrete Turkish translation request versus a generic template issue." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Turkish-specific request versus a generic placeholder-language translation request; not clearly the same concrete issue." + "reason": "The Turkish issue is a distinct language-specific request, not the same underlying issue as the generic placeholder entry." }, { "left": "issue:43834", "right": "issue:44370", "accept": true, - "reason": "Near-verbatim templated titles/bodies for the same translation-docs request; these look like duplicates." + "reason": "These are effectively the same placeholder issue title/body pattern and look like duplicate copies of the same template request." }, { "left": "issue:43834", "right": "issue:44365", "accept": true, - "reason": "Near-verbatim templated titles/bodies for the same translation-docs request; these look like duplicates." + "reason": "Identical placeholder title and near-identical metadata indicate the same underlying issue/template copy." }, { "left": "issue:44365", "right": "issue:44370", "accept": true, - "reason": "Near-verbatim templated titles/bodies for the same translation-docs request; these look like duplicates." + "reason": "Both are the same generic placeholder issue and appear to be duplicates of one another." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet. The three 2026 issues share the same templated title/body pattern, and choosing 43834 as the canonical representative is supported by its earliest creation date. The decision to keep issue:27088 separate is also conservative and consistent with its Turkish-specific title. The soft-edge verdicts do not overstate the evidence." + "feedback": "The cluster summary is grounded in the packet: 43834, 44365, and 44370 share the same placeholder title and very high body similarity, while 27088 is clearly a distinct Turkish-specific request. The soft-edge verdicts are conservative overall, and the canonical choice of 43834 is justified by its earlier creation among the duplicate template issues." }, "evaluator_used": true, "retried": false, @@ -14228,8 +14356,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-36817-14", "nodes": [ @@ -14278,202 +14406,202 @@ "issue:43837|issue:45027", "issue:43837|issue:45177" ], - "prepared_review_unit_hash": "388ad34e057a0e6f01fbceea9f76130a726873f9171310f8ff23a236062db4cb", + "prepared_review_unit_hash": "35d4bd489879eeb7914255da4275d4b37c9eac6084538416870fd8282e4f9cc9", "component_budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 28, - "serialized_chars": 17647, - "estimated_input_tokens": 4412, - "estimated_eval_tokens": 9080 + "serialized_chars": 17649, + "estimated_input_tokens": 4413, + "estimated_eval_tokens": 9082 }, "budget": { "node_count": 14, "item_count": 14, "soft_pair_count": 28, - "serialized_chars": 17647, - "estimated_input_tokens": 4412, - "estimated_eval_tokens": 9080 + "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 separate feature requests for different models or modalities (BERT variants, audio ASR/TTS, OCR, sparse transformer, etc.), so there is no true duplicate cluster here.", - "confidence": 0.96, - "canonical_issue_reason": "No single issue is a true canonical duplicate; the requests target different models and code paths.", + "summary": "This cluster is a false-positive duplicate group: the issues all ask for different model additions/support across unrelated architectures and tasks (BERT variants, audio ASR/TTS, OCR, vision, sparse transformers). None look like the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the items are heterogeneous model-request tickets, not duplicates of one problem.", "canonical_pr_reason": null, - "best_issue_reason": "issue:37015 is the broadest/most generic model-add request in the set, so it works best as a loose representative, but not as a duplicate canonical.", + "best_issue_reason": "No single best issue: there is no representative issue that subsumes the others as the same change.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "Different model families: EuroBert vs DEIMv2; separate integration requests." + "reason": "EuroBert config support and DEIMv2 are unrelated model additions." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config request vs Qwen3-TTS audio support; unrelated model/task." + "reason": "EuroBert config work and Qwen3-TTS support target different models and tasks." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT vs Qwen3-ASR; different model and modality." + "reason": "NeoBERT and Qwen3-ASR are different model families and different speech/text paths." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT vs OpenAI weight-sparse transformer; distinct architectures." + "reason": "NeoBERT and the weight-sparse transformer request are not the same architecture change." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT vs LFM2.5 Audio; unrelated model targets." + "reason": "NeoBERT and LFM2.5 Audio are unrelated model requests." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT vs ModernVBERT; separate model additions." + "reason": "NeoBERT and ModernVBERT are separate model additions, not one duplicate." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT vs Voxtral TTS; different model/task and code path." + "reason": "NeoBERT and Voxtral TTS support are different models and code paths." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 vs Qwen3-ASR; different model families and support work." + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are distinct changes." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 integration vs weight-sparse transformer request; not the same change." + "reason": "MiniCPM3 and the sparse transformer request do not describe the same model implementation." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 vs ModernVBERT; separate model support requests." + "reason": "MiniCPM3 and ModernVBERT are different model architectures." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 vs Voxtral TTS; distinct models and modalities." + "reason": "MiniCPM3 and Voxtral TTS support are unrelated requests." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 vs Qwen3-TTS; different model families and tasks." + "reason": "DEIMv2 and Qwen3-TTS are different models with different functionality." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT vs Qwen3-ASR; different model and modality." + "reason": "ModernVBERT and Qwen3-ASR are separate model support requests." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT vs Qwen3-TTS; separate support requests." + "reason": "ModernVBERT and Qwen3-TTS are different tasks and architectures." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT vs BERT-like RoPE models; related theme but not the same concrete model addition." + "reason": "ModernVBERT and BERT-like RoPE support overlap only loosely; they are not the same concrete change." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "Generic BERT-like RoPE request vs Voxtral TTS; unrelated changes." + "reason": "BERT-like RoPE handling and Voxtral TTS support concern unrelated model families." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS vs Qwen3-ASR are related vendor-wise, but they are different concrete models and likely different implementations." + "reason": "Qwen3-TTS and Qwen3-ASR are both speech-related but still different concrete model requests and changes." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS vs Voxtral TTS; both audio, but different model support work." + "reason": "Qwen3-TTS and Voxtral TTS are different models; same broad subsystem is not enough." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS vs DeepSeek-OCR2; different modalities and model code paths." + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated tasks and models." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Audio TTS support vs weight-sparse transformer architecture; not the same underlying change." + "reason": "Qwen3-TTS support and the sparse transformer request do not fix the same code path." }, { "left": "issue:43671", "right": "issue:43909", "accept": false, - "reason": "Qwen3-TTS vs LFM2.5 Audio; separate audio models and integrations." + "reason": "Qwen3-TTS and LFM2.5 Audio are different audio model additions." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR vs LFM2.5 Audio; different audio models and support requirements." + "reason": "Qwen3-ASR and LFM2.5 Audio are separate audio-model requests." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "ASR support vs EUPE model request; unrelated model types." + "reason": "Qwen3-ASR and EUPE are unrelated model families." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR vs sparse transformer; different architectures and tasks." + "reason": "Qwen3-ASR support and the sparse transformer request are not the same implementation." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio vs SAM3-LiteText; audio model vs multimodal segmentation-related request." + "reason": "LFM2.5 Audio and SAM3-LiteText are different models with different purposes." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Weight-sparse transformer vs EUPE; distinct architectures and model targets." + "reason": "Sparse transformer support and EUPE are unrelated model requests." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR vs Voxtral TTS; both audio, but not the same model or fix." + "reason": "Qwen3-ASR and Voxtral TTS are different speech-model changes." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR vs DeepSeek-OCR2; different modality and implementation." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated model support requests." } ] }, @@ -14492,8 +14620,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-37934-6", "nodes": [ @@ -14514,12 +14642,12 @@ "issue:43668|issue:44031", "issue:43668|issue:43813" ], - "prepared_review_unit_hash": "639f6eb9a2e9138d5296676d59ffad3cc1a0e4e0764a3d2c0b048980388849d5", + "prepared_review_unit_hash": "7c5c99673a58cedd3d1674ad1f4e0a60115f4a3d0be95ace01300860bb721b70", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 6290, + "serialized_chars": 6292, "estimated_input_tokens": 1573, "estimated_eval_tokens": 3402 }, @@ -14527,7 +14655,7 @@ "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 6290, + "serialized_chars": 6292, "estimated_input_tokens": 1573, "estimated_eval_tokens": 3402 }, @@ -14536,60 +14664,60 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The cluster is heterogeneous: these issues touch different models/components and describe different bugs or cleanup tasks. The soft similarities look superficial, so none of the candidate pairs should be merged as duplicates.", - "confidence": 0.96, - "canonical_issue_reason": "No true canonical issue: the reports span unrelated problem areas (normalization semantics, Mask2Former loss handling, config typing, typo, tokenizer warning).", + "summary": "These issues are only loosely similar at a high level (mostly small model/config/typing/wording problems) but they do not describe the same bug or change. No soft pair looks mergeable as a duplicate.", + "confidence": 0.88, + "canonical_issue_reason": "#43240 is the strongest representative of the cluster because it describes a concrete functional bug with user-visible impact, whereas the others are narrower configuration, typo, or wording issues.", "canonical_pr_reason": null, - "best_issue_reason": "If one issue must anchor the set, 44031 is the strongest standalone report because it describes a broad regression with active discussion, but it is not a duplicate of the others.", + "best_issue_reason": "#43240 is the most suitable standalone issue to keep as a reference point for this cluster: it is specific, actionable, and more substantive than the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Different topics: Llama4TextL2Norm/RMS norm semantics vs ModernBERTConfig type-hint typing." + "reason": "Different problems: one questions whether Llama4TextL2Norm should be RMSNorm, the other is a ModernBERTConfig type-hint issue. No shared code path or fix." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Different bugs in the same broad area; one is Mask2Former ignore_value usage, the other is loss kwargs not being forwarded." + "reason": "Mask2Former ignore_value being unused is unrelated to kwargs not being forwarded to a loss function; different models and different failure modes." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2Former loss/ignore_value bug is unrelated to tokenizer regex warning regression." + "reason": "One is a Mask2Former parameter-handling bug, the other is a tokenizer regex warning regression. They are not the same underlying defect." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Different components: Mask2Former model loss handling vs a typo in a quantization attribute string." + "reason": "Mask2Former ignore_value usage and a typo in quantization_operation are unrelated issues." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Unrelated issues: Mask2Former ignore_value behavior vs a ModernBERT config annotation problem." + "reason": "Model-specific unused parameter bug versus an incorrect type hint in a different config class; no common fix." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Loss kwargs forwarding and config type-hint correctness are separate concerns with no shared code path." + "reason": "Passing kwargs into loss computation is a runtime behavior bug; incorrect norm_eps typing is purely an API annotation issue." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "ModernBERTConfig typing issue is not the same bug as the tokenizer regex warning regression." + "reason": "A type-hint correction in ModernBERTConfig is unrelated to tokenizer regex warning behavior." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "Different fix types: incorrect type hint vs a typo in a quantization operation name." + "reason": "Incorrect type hint and a typo in an attribute name are different classes of issues and do not indicate the same bug." } ] }, @@ -14608,8 +14736,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-41084-2", "nodes": [ @@ -14619,12 +14747,12 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "ae58c05ba2b129c175b77656184d7a1ee0d77a7240ac6cbeb648be4b5c08b685", + "prepared_review_unit_hash": "35871679b350090d5abe3d40c0cf1a4e87a88a6a00c488f656e092176e4efee2", "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 }, @@ -14632,7 +14760,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1480, + "serialized_chars": 1479, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -14641,18 +14769,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one is a concrete block decoding change/bug, the other is a request for DeepSeek v3.2 model support. They touch different underlying problems with no shared implementation target.", - "confidence": 0.97, - "canonical_issue_reason": "Issue #41084 is the better canonical representative because it is a specific, actionable code-path problem rather than a broad model-support request.", + "summary": "The two issues are not duplicates: one asks for block decoding support, the other requests DeepSeek v3.2 support. The soft similarity is too weak to indicate the same underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": "No canonical issue: the issues describe different feature requests and do not share a specific code path or problem.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #41084 is the best issue in this cluster to keep as the representative item; #43037 is a separate feature request and not a duplicate.", + "best_issue_reason": "No single best issue for a merged cluster; the items are unrelated enough that neither should be treated as a representative duplicate target.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Reject: the titles and implied scopes are unrelated. #41084 concerns block decoding, while #43037 requests DeepSeek v3.2 support; there is no evidence they describe the same underlying bug or change." + "reason": "Reject: these are distinct requests with different goals and no evidence they describe the same bug or code change." } ] }, @@ -14671,8 +14799,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43598-2", "nodes": [ @@ -14682,7 +14810,7 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "a6d6e202281dc164c14edb34667db2ac30d53f88d963e75eb5ab53da9bac2866", + "prepared_review_unit_hash": "c6cab456af13ed1cb63123e2ad5ff30f6b699cad30c55231eb7a5b79f9d5cf92", "component_budget": { "node_count": 2, "item_count": 2, @@ -14704,18 +14832,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are about different Trainer concerns: one is about `remove_unused_column` customizability, the other about FLOPS estimation for custom trainers. They do not describe the same underlying bug or change.", + "summary": "These two issues are related only at a very high level (custom trainers / Trainer internals) and describe different problems: one is about `remove_unused_column` customization, the other about FLOPs estimation for custom trainers. They should not be deduplicated.", "confidence": 0.96, - "canonical_issue_reason": "No canonical issue: the issues address separate Trainer topics and are not duplicates.", + "canonical_issue_reason": "Issue 43598 is the cleaner representative of a specific Trainer customization problem and has a more concrete, actionable scope.", "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick one representative, #43598 is the more concrete Trainer behavior request, but neither issue represents the other.", + "best_issue_reason": "Issue 43598 is the best single issue in this pair because it is narrowly defined and directly describes a concrete Trainer behavior to revisit.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Different problems: customizability of `remove_unused_column` vs FLOPS accounting for custom trainers. Same broad area, but not the same underlying issue." + "reason": "The titles and descriptions point to different code-path problems; one concerns `remove_unused_column` behavior, the other FLOPs counting for custom trainers. Shared mention of custom trainers is too broad to treat as the same bug." } ] }, @@ -14734,8 +14862,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43684-2", "nodes": [ @@ -14745,7 +14873,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "67eb70049922307d8875099ed63951f0d4a1dadf3294482ef48ce485a5474e58", + "prepared_review_unit_hash": "d0f1bf9d5a89fdd39f120bd66d5d1e8721328600a795d134e06263b6ed4a7eba", "component_budget": { "node_count": 2, "item_count": 2, @@ -14767,18 +14895,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Not duplicates: one asks for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration, the other asks for Qwen3.5 AutoModelForSequenceClassification support. Different model families and different auto-class targets.", + "summary": "These are two separate feature requests for different Qwen model support paths: one for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration, and one for AutoModelForSequenceClassification support for Qwen3.5. They are only loosely related by model-family naming, not the same underlying request.", "confidence": 0.95, - "canonical_issue_reason": "No canonical issue: these are different feature requests aimed at different model/config families and different auto classes.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick a representative, 43684 is the broader model-registration request, but it does not cover 44405\u2019s separate sequence-classification support request.", + "best_issue_reason": "Issue #43684 is the broader and more central request in this cluster, since it targets core model registration for Qwen3-Omni rather than a single task-specific head.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Different underlying changes: Qwen3-Omni auto-registration vs. Qwen3.5 sequence-classification support. They are not the same bug or code-path fix." + "reason": "Different models and different APIs/tasks: core AutoModel/conditional generation registration for Qwen3-Omni versus sequence-classification support for Qwen3.5. They do not appear to be the same bug or change." } ] }, @@ -14797,8 +14925,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43835-4", "nodes": [ @@ -14815,77 +14943,80 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "4198f11950bedec72a52d32cbac3a2e0b82ed5fbd0d35cbc6621ed93cea36305", + "prepared_review_unit_hash": "8111ce5b83e4b6c73945a2f3d8f25fe35d6da5ff5e1e2f997a9628327b5f94a8", "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": 4265, + "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": 4265, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All four issues are extremely low-information. The two identical \"huggingface \" issues look like the closest pair, but there isn\u2019t enough description-level evidence to confirm a true duplicate. I\u2019m rejecting all soft edges.", - "confidence": 0.61, - "canonical_issue_reason": "Issue 43845 is the earliest of the repeated \"huggingface \" entries, so it is the best representative placeholder among the near-identical issue titles.", + "summary": "The repeated 'huggingface ' issues are likely clustered, but the evidence is strongest for 43845 and 43846. 43859 looks related by title and soft similarity, but the available metadata is too thin to treat it as the same underlying report with confidence; 43835 remains an outlier.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 43845 is the earliest of the strongest duplicate pair ('huggingface ' with 43846) and is the cleanest anchor for the likely duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "43845 is the most representative issue in this cluster because it is the earliest of the duplicate-looking \"huggingface \" reports; however, the evidence is weak.", + "best_issue_reason": "Issue 43845 is the best representative because it is one of the strongest duplicate candidates, is earliest in the cluster, and has no conflicting metadata.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Only weak title similarity; no body detail, targets, or other evidence that these are the same underlying issue." + "reason": "Different titles ('Fett' vs 'huggingface ') and no body/target evidence tying them to the same underlying issue." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Only weak title similarity; the reports are too underspecified to confirm a true duplicate." + "reason": "Different titles and no substantive metadata linking them to the same report." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "No concrete evidence beyond vague similarity; insufficient to treat as the same issue." + "reason": "Different titles and no concrete evidence of a shared bug report." }, { "left": "issue:43845", "right": "issue:43846", - "accept": false, - "reason": "Identical short titles and close timestamps suggest a possible duplicate, but the bodies provide no confirmatory detail, so this is not safe to merge." + "accept": true, + "reason": "Same title, close creation times, and the strongest similarity score make this the most plausible duplicate pair." }, { "left": "issue:43845", "right": "issue:43859", "accept": false, - "reason": "Shared generic title is not enough to establish the same bug report." + "reason": "Same title, but the evidence is weaker here and the available metadata does not reliably show the same underlying issue." }, { "left": "issue:43846", "right": "issue:43859", "accept": false, - "reason": "Shared generic title is not enough to establish the same bug report." + "reason": "Same title, but only soft similarity is available and it is not strong enough to confidently merge these as duplicates." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The clustering is a bit overconfident. The packet only gives exact repeated titles, timestamps, body lengths, and soft-similarity scores; it does not expose issue bodies or any explicit linkage. Calling all three 'huggingface ' issues near-identical duplicates, especially the 0.6 Jaccard pairs (43845/43859 and 43846/43859), overstates the evidence. A more conservative read would be that 43845 and 43846 are the strongest duplicate candidates, while 43859 is only a weaker soft-edge match." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -14897,8 +15028,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-44371-5", "nodes": [ @@ -14919,98 +15050,95 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "790e3534d5202454802f099bc72f4f2c88261e2ba66f570823d83ec2f586a536", + "prepared_review_unit_hash": "0574660a76b46fe913c201a2f781617239d95acd3d4fbc405708f4a051631a31", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5791, - "estimated_input_tokens": 1448, - "estimated_eval_tokens": 3152 + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5791, - "estimated_input_tokens": 1448, - "estimated_eval_tokens": 3152 + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly unrelated low-information spam/generic issues. The three exact \"\" reports look like the same duplicate placeholder; the documentation suggestion and \"Google LLC\" issue do not match that same underlying content.", - "confidence": 0.82, - "canonical_issue_reason": "issue:44371 is the earliest of the exact \"\" duplicates, so it is the best canonical representative for that small duplicate subgroup.", + "summary": "All items look like low-information spam/placeholder issues rather than duplicate reports of a real bug or feature request, so none should be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "If one must be picked, #44418 is the most descriptive title in an otherwise spammy set; the rest are generic '' placeholders with no actionable content.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44371 is the strongest issue representative because it is an exact title/body match with the other spam placeholders and was created first.", + "best_issue_reason": "#44418 is marginally the best representative because it has a non-placeholder title, but the cluster still lacks enough substance for a true canonical issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", - "accept": true, - "reason": "Exact same placeholder title/body pattern; these are indistinguishable spam duplicates." + "accept": false, + "reason": "Both are placeholder '' issues with no concrete problem statement; matching spam text is not evidence of the same underlying bug." }, { "left": "issue:44371", "right": "issue:44573", - "accept": true, - "reason": "Exact same placeholder title/body pattern; these are indistinguishable spam duplicates." + "accept": false, + "reason": "Both are placeholder '' issues with no concrete problem statement; matching spam text is not evidence of the same underlying bug." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is a spam placeholder, the other is a generic documentation suggestion; no evidence of the same underlying issue." + "reason": "Titles are not describing the same concrete issue; one is spam and the other is a vague documentation suggestion with no shared bug context." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Different titles and apparent intent; \"Google LLC\" is not the same placeholder spam report." + "reason": "The items do not describe the same underlying bug/change; '' and a generic named-title issue are too underspecified to deduplicate." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Generic documentation suggestion versus placeholder spam; not the same issue." + "reason": "A vague documentation suggestion and a spam placeholder do not establish the same concrete issue." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Generic documentation suggestion versus placeholder spam; not the same issue." + "reason": "A vague documentation suggestion and a spam placeholder do not establish the same concrete issue." }, { "left": "issue:44572", "right": "issue:44573", - "accept": true, - "reason": "Exact same placeholder title/body pattern; these are indistinguishable spam duplicates." + "accept": false, + "reason": "Identical placeholder titles are not enough to prove the same underlying bug or change; both lack substantive content." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Different titles and likely different spam themes; no concrete shared issue." + "reason": "These do not describe the same concrete problem; both are too sparse to treat as duplicates." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Different titles and likely different spam themes; no concrete shared issue." + "reason": "These do not describe the same concrete problem; both are too sparse to treat as duplicates." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The clustering summary is grounded in the packet. The three issues are the only clearly near-identical items, and selecting the earliest as canonical is conservative and supported by creation time. The non- issues are correctly treated as separate, with the reject decisions staying cautious given only soft similarity 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 }, @@ -15022,8 +15150,8 @@ "review_unit_count": 1, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45145-2", "nodes": [ @@ -15033,12 +15161,12 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "4a6442540601583dcddf3e6fb5b4d8779d79f272d9c87b7d81eced31c009ae7e", + "prepared_review_unit_hash": "c1df9a20977641b0562ab4090796570652893aac25500cbb2c2aa344db2cae51", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1646, + "serialized_chars": 1645, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -15046,7 +15174,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1646, + "serialized_chars": 1645, "estimated_input_tokens": 412, "estimated_eval_tokens": 1080 }, @@ -15055,27 +15183,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues appear to be duplicates of the same energy-optimization writeup, with identical titles and nearly identical body sizes/content signals. The earlier issue is the better canonical representative.", - "confidence": 0.99, - "canonical_issue_reason": "Issue #45145 was created earlier and already has an inbound reference, making it the better canonical duplicate target for this same report.", + "summary": "These are duplicate issues: they have identical titles, similar body sizes, and the only pair evidence is soft similarity. #45145 is the better canonical thread because it was created earlier and already has an inbound reference, making it the more established discussion point.", + "confidence": 0.94, + "canonical_issue_reason": "#45145 is the stronger canonical issue because it has the same title as #45151, was opened earlier, and already has an inbound reference, so it is the more established thread.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #45145 is the clearest representative of the cluster because it is earlier and slightly more established in discussion metadata.", + "best_issue_reason": "#45145 is the best issue to represent the cluster because it appears to be the primary duplicate target: same title, earlier creation time, and an inbound reference, while #45151 adds no clear distinct scope.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", "accept": true, - "reason": "Same title, same apparent topic, and highly similar body footprint; these look like duplicate reports of the same underlying issue." + "reason": "Accept: the issues have identical titles and closely matching content, with no evidence of distinct scope. They look like duplicate reports of the same underlying request." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The conclusion is grounded in the packet: the issues have identical titles, very similar body lengths, and a soft-similarity link, while issue 45145 is earlier and has an inbound reference. The canonical choice is conservative and the soft-edge verdict does not overreach beyond the available evidence." + "accept": false, + "feedback": "Rejecting because the rationale is not fully grounded in the packet: #45145 does not have more discussion context than #45151 (the packet shows discussion_activity 0 vs 1). The duplicate/canonical judgment itself is plausible given the identical titles and soft similarity, but that specific supporting claim is inverted, so the summary is too strong as written." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -15137,13 +15265,13 @@ { "label": "pull_request", "component_index": 1, - "component_count": 24, + "component_count": 25, "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-39895-13", "nodes": [ @@ -15181,148 +15309,148 @@ "pull_request:43823|pull_request:45213", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "466f1881ca618d9feb0f24683691a5f77c8dab46ddd1154641f611d35685933d", + "prepared_review_unit_hash": "d15668c0ff15138e6cb1bc93bbc7b6150b36de9ea81f4dca2bd22363011a4009", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 18, - "serialized_chars": 35181, - "estimated_input_tokens": 8796, - "estimated_eval_tokens": 17848 + "serialized_chars": 35177, + "estimated_input_tokens": 8795, + "estimated_eval_tokens": 17846 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 18, - "serialized_chars": 35181, - "estimated_input_tokens": 8796, - "estimated_eval_tokens": 17848 + "serialized_chars": 35177, + "estimated_input_tokens": 8795, + "estimated_eval_tokens": 17846 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly heterogeneous. The only true duplicate-style pair is PR #43251 and PR #43254, both implementing the same `fixed_cross_entropy` kwargs passthrough change. All other soft links are topical overlap only and should be rejected.", + "summary": "This cluster is mostly unrelated PRs from different model/features. The only clear duplicate pair is the two `fixed_cross_entropy` changes (43251 and 43254), which implement the same kwargs support in the same function. All other soft pairs are just broad topical similarity and should not be merged.", "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43251 is the best canonical PR for the real duplicate pair: it has the explicit issue target (#43240) and a complete, readable description of the same `fixed_cross_entropy` fix.", + "canonical_pr_reason": "PR 43251 is the better canonical representative for the duplicate loss-function fix: it has the explicit issue link, touches the exact target function, and presents the more complete kwargs forwarding change.", "best_issue_reason": null, - "best_pr_reason": "PR #43251 is the best global PR candidate because it anchors the only genuine duplicate in the cluster and is the more explicit issue-linked implementation.", + "best_pr_reason": "PR 43251 is the strongest global representative because it is the clearest, issue-linked implementation of the only true duplicate in the set. The rest of the PRs are unrelated enough that they should not be clustered as duplicates.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Unrelated PRs: VideoPrism model/docs addition vs ExecuTorch dynamic-shape test. Similarity is only superficial." + "reason": "Different changes: adding VideoPrism model support/docs vs an Executorch dynamic-shape test. Same general testing/export ecosystem, but not the same bug or change." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Different model work: Mistral tokenizer methods vs adding MobileLLM. No shared concrete bug or change." + "reason": "Different tokenization utility fix vs adding a new MobileLLM model. No shared code path or underlying change." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer API fix vs ExecuTorch export test; these are unrelated changes." + "reason": "Unrelated: Mistral tokenizer missing methods vs Executorch export dynamic-shape tests." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness vs adding a new model. Same broad area, but not the same underlying change." + "reason": "Both are preprocessing/model-pretrained related only at a broad level; one is processor auto-loading robustness, the other is a new model implementation." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss-function kwargs passthrough vs MobileLLM model addition are unrelated." + "reason": "Loss-function kwargs fix is unrelated to adding the MobileLLM model." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Loss utility kwargs fix and Mistral4 test/model changes are different code paths and different problems." + "reason": "Different bugs: cross-entropy kwargs support vs Mistral4 test/model cleanup. Same repo area, not same change." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "ExecuTorch dynamic-shape testing and Mistral4 test/model changes are unrelated." + "reason": "Executorch export test and Mistral4 fixes touch unrelated code paths." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Dynamic export test vs MobileLLM model addition; no same bug or merged patch." + "reason": "Dynamic-shape export test and new MobileLLM model addition are unrelated." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "New MobileLLM model vs Falcon output-interface refactor; only broad model-related overlap." + "reason": "New MobileLLM model addition vs Falcon output-collection refactor; different model families and different functionality." }, { "left": "pull_request:43823", "right": "pull_request:45622", "accept": false, - "reason": "MobileLLM addition and PEFT constructor fix are unrelated." + "reason": "New MobileLLM model addition is unrelated to PEFT constructor fixes." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor vs model-creation skill/docs tooling; different artifact types and goals." + "reason": "Falcon refactor and model-creation skill are unrelated; one is code, the other is a meta tooling PR." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon interface refactor and Mistral4 test fixes are different model-specific changes." + "reason": "Falcon output-collection refactor and Mistral4 fixes are different model-specific changes." }, { "left": "pull_request:44827", "right": "pull_request:45622", "accept": false, - "reason": "Mistral4 test/model updates vs PEFT constructor fix are not the same concrete code-path problem." + "reason": "Reject despite shared model-adjacent context: Mistral4 test/model fixes vs PEFT constructor internals are not the same underlying bug or mergeable into one PR." }, { "left": "pull_request:44827", "right": "pull_request:45587", "accept": false, - "reason": "Mistral4-related code changes vs continuous batching docs; only subsystem-level similarity." + "reason": "Mistral4 fixes are unrelated to continuous batching documentation." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 tests vs layrnorm->layernorm renaming across CLIP-like models are unrelated." + "reason": "Mistral4 fixes and `layrnorm` normalization rename/mapping are different changes, even though both touch modeling code." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 fixes and model-creation skill repo changes do not address the same bug/change." + "reason": "Mistral4 fixes are unrelated to the model-creation skill/meta repository changes." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "Model implementation PR vs skill/tooling PR; no shared concrete fix." + "reason": "New model implementation vs meta skill/dataset/documentation PR; not the same change." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs fix the same `fixed_cross_entropy` wrapper by adding/forwarding supported kwargs to `nn.functional.cross_entropy`; they are mergeable into one patch." + "reason": "Same underlying fix in the same function: both add supported kwargs to `fixed_cross_entropy` and forward them to `nn.functional.cross_entropy`, differing only in minor signature/style details." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet: only PR #43251 and #43254 share the same issue target and the same `fixed_cross_entropy` kwargs passthrough fix, so treating them as mergeable duplicates is conservative. The other pairwise rejections stay within the evidence and do not overclaim duplication from topical similarity alone." + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted pair, 43251/43254, is clearly mergeable as the same `fixed_cross_entropy` kwargs-forwarding fix in the same function. The other verdicts are appropriately non-committal and do not overstate duplicate evidence." }, "evaluator_used": true, "retried": false, @@ -15333,13 +15461,13 @@ { "label": "pull_request", "component_index": 2, - "component_count": 24, + "component_count": 25, "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-40546-2", "nodes": [ @@ -15349,12 +15477,12 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "480dee09185110a432e6ef2f8c41027168791e026ee0105dfa98a332123a032f", + "prepared_review_unit_hash": "2dce329dc0296b7c9d67286433245a0c6cf28e80c298bb160d60d78648ba6f22", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7226, + "serialized_chars": 7225, "estimated_input_tokens": 1807, "estimated_eval_tokens": 3870 }, @@ -15362,7 +15490,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 7226, + "serialized_chars": 7225, "estimated_input_tokens": 1807, "estimated_eval_tokens": 3870 }, @@ -15371,18 +15499,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related VibeVoice PRs but not duplicates: one is the base VibeVoice integration, the other adds VibeVoice Realtime plus an acoustic tokenizer and generation changes.", + "summary": "These are related VibeVoice PRs, but they are not duplicates: 40546 adds the base VibeVoice model/docs, while 42781 adds VibeVoice Realtime plus an acoustic tokenizer and related generation changes.", "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 40546 is the better canonical PR because it is the earlier, non-draft foundational VibeVoice integration and is more self-contained than the later realtime extension.", + "canonical_pr_reason": "40546 is the cleaner representative of the original VibeVoice model integration; 42781 is a later, broader realtime/tokenizer follow-up rather than the same change.", "best_issue_reason": null, - "best_pr_reason": "PR 40546 is the best representative of the cluster since it establishes the core VibeVoice implementation; PR 42781 is a separate follow-on feature area.", + "best_pr_reason": "40546 is the best single PR to represent the core VibeVoice addition, but it should not subsume 42781 because that PR targets a different feature set.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Not the same underlying change: 40546 adds core VibeVoice support/docs, while 42781 adds VibeVoice Realtime with additional tokenizer and generation work. They overlap in model names and shared files but are distinct feature sets and would not plausibly be merged into one PR." + "reason": "Reject: they share the VibeVoice family and some files, but 40546 implements the base model while 42781 adds realtime support and an acoustic tokenizer. Different concrete changes and not plausibly one merged PR." } ] }, @@ -15396,13 +15524,13 @@ { "label": "pull_request", "component_index": 3, - "component_count": 24, + "component_count": 25, "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-40755-2", "nodes": [ @@ -15412,7 +15540,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "fc3b593469cccf8507d1d8cabdbfb385185f7be3fa86f433268455301b08dc56", + "prepared_review_unit_hash": "bf4946bd23ff12856e7b6943892754606355fcdc2a82e9dc6d4b4f88d5957b9f", "component_budget": { "node_count": 2, "item_count": 2, @@ -15434,18 +15562,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are unrelated feature PRs: one adds covariate forecasting to TimesFM, the other adds DINOv3 image classification support. They share only a loose \u201cmodel capability expansion\u201d theme, not a concrete code path or fix.", - "confidence": 0.98, + "summary": "The two PRs are unrelated feature additions in different model families: TimesFM covariate forecasting vs. DINOv3 image classification support. They should not be treated as duplicates or merged into one cluster.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "Neither PR is a clear duplicate canonical candidate for the other; they target different models, files, APIs, and use cases.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No issue is present; as PRs, neither should be treated as the canonical representative of the other because they address distinct changes in separate model families.", + "best_pr_reason": "No single PR is a good canonical representative here; the changes target different code paths, models, and user features.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Reject: TimesFM covariate forecasting and DINOv3 image classification are unrelated features with different code paths, documentation, and tests; they could not plausibly be merged into one PR as the same underlying change." + "reason": "Different underlying changes and code paths: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They are not the same bug/change and would not plausibly be merged into one PR." } ] }, @@ -15459,7 +15587,7 @@ { "label": "pull_request", "component_index": 4, - "component_count": 24, + "component_count": 25, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -15525,13 +15653,13 @@ { "label": "pull_request", "component_index": 5, - "component_count": 24, + "component_count": 25, "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-41797-2", "nodes": [ @@ -15541,7 +15669,7 @@ "soft_pairs": [ "pull_request:41797|pull_request:45186" ], - "prepared_review_unit_hash": "bdee097d586db57f55fa4957acd1a88c750427ef412d2af16e8b97a1ba5b8b30", + "prepared_review_unit_hash": "70c9daf5d53ce1bc3c2acccc550923153a25ee804fdccb8ea3e70100e46ee282", "component_budget": { "node_count": 2, "item_count": 2, @@ -15563,18 +15691,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate model-integration PRs that share Transformers boilerplate, but they add different models (DeepSeek OCR vs Isaac) with different code paths, configs, and tests. They are not duplicates and should not be clustered together as the same change.", - "confidence": 0.98, + "summary": "These are two unrelated model-integration PRs: one adds DeepSeek OCR and the other adds Isaac. They share some Transformers scaffolding files, but they implement different models and codepaths, so they are not duplicates.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the PRs implement different model additions and do not fix or introduce the same underlying change.", + "canonical_pr_reason": "No canonical PR: the changes target different model additions rather than the same underlying fix or feature.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a better duplicate representative; both are independent additions for different models, so there is no single best PR for this cluster.", + "best_pr_reason": "Neither PR is a global best duplicate representative; both are distinct feature additions.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Reject: both PRs add new model support, but for different models and distinct implementation files. The overlap is generic framework scaffolding, not the same concrete bug or change." + "reason": "Reject: same broad model-registration scaffolding, but different underlying integrations (DeepSeek OCR vs Isaac) with different model files, processors, and tests; they are not the same change and would not plausibly be merged as one PR." } ] }, @@ -15588,13 +15716,13 @@ { "label": "pull_request", "component_index": 6, - "component_count": 24, + "component_count": 25, "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-42166-2", "nodes": [ @@ -15604,12 +15732,12 @@ "soft_pairs": [ "pull_request:42166|pull_request:45426" ], - "prepared_review_unit_hash": "0354163fc213dcc129350051495f5dfc250fd9ef9398e5de095b3aa5499414be", + "prepared_review_unit_hash": "2851ae65b1cd2939d0d05f24937a2b29c1f780a339053c8d78c017529847ae04", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5408, + "serialized_chars": 5406, "estimated_input_tokens": 1352, "estimated_eval_tokens": 2960 }, @@ -15617,7 +15745,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5408, + "serialized_chars": 5406, "estimated_input_tokens": 1352, "estimated_eval_tokens": 2960 }, @@ -15626,18 +15754,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated feature PRs that both touch Transformers auto-registration boilerplate, but they add different model families (InternVLFlash vs AXK1) and do not appear to fix the same underlying problem.", + "summary": "The two PRs are unrelated feature additions for different model families (InternVLFlash vs AXK1), so they should not be treated as duplicates or merged into one change.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the changes are for different model additions with different code paths, so they should not be deduplicated.", + "canonical_pr_reason": "No canonical PR: the PRs target different models and code paths, so there is no shared underlying change to canonicalize.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a good global representative for the cluster because the cluster is not actually a duplicate set; the overlap is just shared framework registration files.", + "best_pr_reason": "No global best PR for this cluster: PR 42166 is more mature, but it still addresses a different model integration than PR 45426, so neither is a suitable representative duplicate.", "soft_edge_verdicts": [ { "left": "pull_request:42166", "right": "pull_request:45426", "accept": false, - "reason": "Reject: these are distinct model-introduction PRs for different architectures and model packages, not the same bug or change. Shared auto files are expected boilerplate." + "reason": "InternVLFlash and AXK1 are distinct model integrations with different files and implementation paths; they do not appear to fix the same bug or implement the same change." } ] }, @@ -15651,13 +15779,13 @@ { "label": "pull_request", "component_index": 7, - "component_count": 24, + "component_count": 25, "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-42227-4", "nodes": [ @@ -15674,7 +15802,7 @@ "pull_request:43291|pull_request:44815", "pull_request:43665|pull_request:44815" ], - "prepared_review_unit_hash": "9a913c35724b9a68dfe4e6464493dfdd738b6ab5b8c52cb7dc494088a1841379", + "prepared_review_unit_hash": "06a4de09cd2b99682111f028fb271d5d51b66a49c1902ba29aacc2d70305cdeb", "component_budget": { "node_count": 4, "item_count": 4, @@ -15696,48 +15824,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are four unrelated pull requests with one weakly related Whisper pair. The strongest standalone candidate is the Whisper return-language fix; the others are test-only edits, a bogus test PR, and an unrelated FP8/model-loading change.", - "confidence": 0.92, + "summary": "This cluster is mostly noisy and does not contain a clear duplicate set. The only substantive candidate is the Whisper ASR return-language fix; the other PRs are unrelated test churn or a separate FP8/dequant change.", + "confidence": 0.36, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #42227 is the clearest real bug fix: it directly addresses Whisper return-language propagation, has an explicit linked issue, and includes a focused code-path change in the ASR pipeline.", + "canonical_pr_reason": "PR 42227 is the clearest, most concrete change: it fixes Whisper ASR return_language plumbing in the pipeline and explicitly targets an issue, making it the best representative of the cluster.", "best_issue_reason": null, - "best_pr_reason": "PR #42227 is the best representative of the cluster because it is the only substantive, targeted fix with a clear user-facing bug and explicit issue linkage. The others are either test scaffolding or unrelated changes.", + "best_pr_reason": "PR 42227 is the strongest standalone PR in the set because it addresses a specific user-facing bug with a focused code-path fix and test coverage. The other PRs are either unrelated to Whisper ASR or appear to be broad/noisy test or FP8 changes.", "soft_edge_verdicts": [ { "left": "pull_request:42227", "right": "pull_request:43291", "accept": false, - "reason": "Both are Whisper-related, but they fix different concrete problems: return-language plumbing vs. tokenizer decode/test behavior. Too broad to treat as the same underlying change." + "reason": "Both mention Whisper, but they fix different problems: 42227 wires return_language through the ASR pipeline, while 43291 changes Whisper tokenizer decode behavior/tests. Not the same underlying bug or mergeable into one PR." }, { "left": "pull_request:42227", "right": "pull_request:43665", "accept": false, - "reason": "No shared bug or code path. #43665 is just artificial test edits across CLIP and ViT, unrelated to Whisper return-language handling." + "reason": "42227 is a Whisper ASR bug fix; 43665 only touches unrelated CLIP/ViT test files and appears to be test churn, not the same code-path problem." }, { "left": "pull_request:42227", "right": "pull_request:44815", "accept": false, - "reason": "Completely different subsystems and goals: Whisper ASR pipeline vs. FP8 dequant/model loading changes." + "reason": "These are unrelated: 42227 fixes Whisper return_language handling, while 44815 is a broader dequant/FP8/model-loading change across multiple files. Different subsystems and different bugs." }, { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "#43291 is a Whisper tokenizer fix/test PR; #43665 is unrelated test noise in vision model tests. Not the same underlying issue." + "reason": "43291 is a Whisper tokenizer fix, while 43665 is unrelated CLIP/ViT test edits. No shared underlying defect." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Different domains and fixes. Whisper decoding/tests do not match FP8 quantization/dequantization changes." + "reason": "Whisper tokenizer behavior vs FP8/dequant and model-loading changes are unrelated changes to different code paths." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "No substantive overlap: fabricated model tests versus a real quantization/loading fix." + "reason": "Unrelated test-only changes in CLIP/ViT versus an FP8/dequant/model-loading fix; not the same bug or change." } ] }, @@ -15751,13 +15879,13 @@ { "label": "pull_request", "component_index": 8, - "component_count": 24, + "component_count": 25, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", - "reason": null, - "source": "cache", - "cache_hit": true, + "reason": null, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-42975-2", "nodes": [ @@ -15767,12 +15895,12 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "29384b8a8304f31ef7d82932c8ad8088b7f76a4eb0446634842820456ea1de44", + "prepared_review_unit_hash": "96c4aff84b98c5644665697790fd527767f6f35a07bbe774e722fc9688c912bf", "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 }, @@ -15780,7 +15908,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5934, + "serialized_chars": 5935, "estimated_input_tokens": 1484, "estimated_eval_tokens": 3224 }, @@ -15789,18 +15917,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two unrelated workflow-maintenance PRs: one upgrades several JS-based GitHub Actions for Node 24 compatibility, the other bumps docker/build-push-action and a few other workflow actions to newer versions. They overlap in some workflow files but do not fix the same underlying problem.", - "confidence": 0.94, + "summary": "Two open PRs both update GitHub Actions workflow dependencies, but they target different action families and different change intents: one is a broad Node24 compatibility bump for core workflow actions, the other is a Docker build action version upgrade. They overlap in some workflow files, but they are not the same underlying change.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 42975 is the better cluster anchor because its title and diff clearly describe a concrete compatibility upgrade across many workflows, making the intent more specific and representative.", + "canonical_pr_reason": "PR #42975 is the more coherent representative change: it has a single explicit goal (Node24 compatibility) and applies a broad, consistent upgrade across multiple workflow actions.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the best representative PR for this cluster because it is the more clearly scoped Actions-runtime compatibility update and touches the broadest set of affected workflows.", + "best_pr_reason": "PR #42975 is the best representative of the cluster because it has the clearest unifying purpose and broader coverage; PR #42976 is a separate Docker action version bump rather than the same fix.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Both are general GitHub Actions version bumps, but they change different action families and address different concerns (Node 24 compatibility vs docker/build-push-action updates). Shared workflow filenames alone are not enough to treat them as the same change." + "reason": "Both are workflow maintenance PRs, but they change different actions for different reasons: core GitHub Actions compatibility vs docker/build-push-action upgrades. Shared workflow files alone are not enough to treat them as one change." } ] }, @@ -15814,13 +15942,13 @@ { "label": "pull_request", "component_index": 9, - "component_count": 24, + "component_count": 25, "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-42978-9", "nodes": [ @@ -15848,12 +15976,12 @@ "pull_request:45490|pull_request:45630", "pull_request:45626|pull_request:45630" ], - "prepared_review_unit_hash": "02a4edf8b96b1885e6b0966fa32e36e16aea8de3b8b6a695ac5a8529461e7f63", + "prepared_review_unit_hash": "bde24e41e41822e0eeed0529a59ef18978340fc9b9a532d444b86e19487517e2", "component_budget": { "node_count": 9, "item_count": 9, "soft_pair_count": 12, - "serialized_chars": 29350, + "serialized_chars": 29351, "estimated_input_tokens": 7338, "estimated_eval_tokens": 14932 }, @@ -15861,7 +15989,7 @@ "node_count": 9, "item_count": 9, "soft_pair_count": 12, - "serialized_chars": 29350, + "serialized_chars": 29351, "estimated_input_tokens": 7338, "estimated_eval_tokens": 14932 }, @@ -15870,84 +15998,84 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The soft matches are superficial: they mostly reflect boilerplate for new model integrations or unrelated infrastructure work. No pair appears to be the same underlying bug/change, so none should be merged as duplicates.", - "confidence": 0.97, + "summary": "This cluster is not a duplicate set; it contains several unrelated model-addition PRs plus two infrastructure changes. The shared filenames are mostly boilerplate docs/auto-registry updates, not evidence of the same underlying fix or feature.", + "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR emerges; the items split into unrelated PRs (different model integrations, PP-loading infra, GGUF support), so none is a duplicate of the others.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "45626 is the broadest single PR by scope, but it is still a distinct model addition and not a duplicate of the others.", + "best_pr_reason": "No single PR is a good canonical representative here because the PRs target different models or unrelated subsystems (ViT NEPA, Molmo, Molmo2, Lfm2Audio, CTSM, Kimi2-6, GGUF loading, pipeline parallel support).", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different model additions (ViT NEPA vs Molmo); shared auto/docs files are standard scaffolding, not the same change." + "reason": "Different model additions: ViT NEPA vs Molmo. Shared docs/auto-registry files are expected boilerplate, not the same underlying change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different model additions (ViT NEPA vs Molmo2); overlap is only in generic registration/docs files." + "reason": "Different model additions: ViT NEPA vs Molmo2. They may touch similar registry/doc files, but they are distinct models and not mergeable into one PR." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA and CTSM are distinct model integrations with different files and behavior." + "reason": "Model addition vs CTSM model addition. Same general area of adding models, but completely different concrete feature and code paths." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are separate model families; similar file patterns do not make them duplicates." + "reason": "Molmo and Molmo2 are separate model families/implementations, so these are not the same underlying change." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM are unrelated model additions." + "reason": "Molmo vs CTSM are unrelated model additions; overlap in registry/docs is not enough to merge as duplicates." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are different model integrations, not one concrete fix." + "reason": "Molmo2 vs CTSM are different model integrations with different files and code paths." }, { "left": "pull_request:43973", "right": "pull_request:45283", "accept": false, - "reason": "Lfm2 audio support and Qwen3.5 GGUF loading support are unrelated code paths." + "reason": "Lfm2Audio model addition vs Qwen3.5 GGUF loading support are unrelated changes. Similarity comes from integration scaffolding only." }, { "left": "pull_request:44601", "right": "pull_request:45626", "accept": false, - "reason": "Native pipeline-parallel loading support is infrastructure work; PP-FormulaNet is a model integration, not the same change." + "reason": "Pipeline-parallel core loading support is infrastructure work; PP-FormulaNet is a model integration. They are not the same concrete bug/change." }, { "left": "pull_request:45283", "right": "pull_request:45626", "accept": false, - "reason": "GGUF loading support and PP-FormulaNet model support address different subsystems and problems." + "reason": "GGUF loading support for Qwen3.5 is unrelated to PP-FormulaNet model support." }, { "left": "pull_request:45490", "right": "pull_request:45626", "accept": false, - "reason": "CTSM model support and PP-FormulaNet model support are distinct model additions." + "reason": "CTSM model addition and PP-FormulaNet model support are distinct model PRs, not duplicates." }, { "left": "pull_request:45490", "right": "pull_request:45630", "accept": false, - "reason": "CTSM and Kimi2-6 are separate model additions with different architectures and files." + "reason": "CTSM vs Kimi2-6 are separate model additions with different implementations and tests." }, { "left": "pull_request:45626", "right": "pull_request:45630", "accept": false, - "reason": "PP-FormulaNet and Kimi2-6 are different model integrations; shared auto-registration is boilerplate." + "reason": "PP-FormulaNet and Kimi2-6 are different model additions; the shared auto/docs files are boilerplate, not duplicate evidence." } ] }, @@ -15961,13 +16089,13 @@ { "label": "pull_request", "component_index": 10, - "component_count": 24, + "component_count": 25, "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-43488-3", "nodes": [ @@ -15980,52 +16108,52 @@ "pull_request:43488|pull_request:45476", "pull_request:43532|pull_request:45476" ], - "prepared_review_unit_hash": "80aefc7aff3baf6b2f2da1b615ae283146cac32da69af74feb870edf468f7fa7", + "prepared_review_unit_hash": "236af8323f72e17b2c502a1c5c83012f5980ce78c594b83cf7943c5cd8876801", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7468, - "estimated_input_tokens": 1867, - "estimated_eval_tokens": 3990 + "serialized_chars": 7469, + "estimated_input_tokens": 1868, + "estimated_eval_tokens": 3992 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7468, - "estimated_input_tokens": 1867, - "estimated_eval_tokens": 3990 + "serialized_chars": 7469, + "estimated_input_tokens": 1868, + "estimated_eval_tokens": 3992 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three open synthetic \"[don't merge]\" PRs with unrelated changes: one about setup/version/dependency metadata, one about comment/CI workflow automation, and one about CI workflow calling plus placeholder edits. The shared vit test file is incidental and does not indicate the same underlying fix.", - "confidence": 0.92, + "summary": "Three open PRs with only incidental overlap on a shared test file. One is packaging/version/dependency plumbing, one rewires CI/comment handling and testing utilities, and one adds a PR-CI workflow plus unrelated tokenizer/test edits. They do not look like duplicates of the same underlying change.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43488 is the clearest standalone bot-check style PR: it is small, explicitly labeled as a repo-bot format test, and has the most coherent single-purpose change set.", + "canonical_pr_reason": "No canonical PR: the three PRs address different code paths and purposes, and the shared filenames look incidental rather than evidence of the same fix/change.", "best_issue_reason": null, - "best_pr_reason": "PR #43488 is the best representative of the cluster because it is the most self-contained and clearly intentional test/dummy change, whereas the others mix broader workflow or CI edits with unrelated placeholder modifications.", + "best_pr_reason": "No single PR is a true representative for the cluster. If forced, 43488 is the cleanest standalone change, but it does not subsume the CI/workflow or tokenizer edits in the others.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Different change intents: #43488 tweaks setup/version/dependency metadata, while #43532 rewrites CI/comment workflow automation and testing utilities. Shared vit test edits look incidental." + "reason": "Different underlying changes: 43488 updates setup/versioning and test deps, while 43532 changes self-comment CI, scheduled/reporting workflows, and testing utilities. Shared vit test filename is incidental." }, { "left": "pull_request:43488", "right": "pull_request:45476", "accept": false, - "reason": "#43488 is a setup/version/dependency bot-check PR; #45476 adds a PR-CI caller workflow and unrelated tokenization/test placeholder edits. They do not fix the same concrete problem." + "reason": "Unrelated changes: 43488 is packaging/dependency/version plumbing; 45476 adds a PR CI caller workflow and makes unrelated tokenizer/test edits. No shared concrete bug or fix." }, { "left": "pull_request:43532", "right": "pull_request:45476", "accept": false, - "reason": "Both touch workflows/tests, but the concrete changes are unrelated: #43532 changes self-comment/self-scheduled/slack-report logic, while #45476 adds a CI caller workflow plus placeholder code/test edits. Not mergeable as one PR." + "reason": "Both touch CI/test infrastructure, but they fix different things: 43532 rewrites comment-driven CI and notification paths, while 45476 adds a PR CI workflow and unrelated CLIP/chinese-clip edits. Not the same underlying change." } ] }, @@ -16039,13 +16167,13 @@ { "label": "pull_request", "component_index": 11, - "component_count": 24, + "component_count": 25, "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-43612-2", "nodes": [ @@ -16055,12 +16183,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "142996ed3743430afe4b1d6ea878cfd8f92c76f051eb71905a5acd3910aee3a4", + "prepared_review_unit_hash": "e526ac105177e14817f6362c6cad10918205726565e9231b56388de7a679a86c", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -16068,7 +16196,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -16077,18 +16205,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two separate PRs add different segmentation pipelines: one for promptable concept segmentation and one for promptable visual segmentation. They share scaffolding/docs patterns but target different tasks, models, and tests, so they are not duplicates.", - "confidence": 0.97, + "summary": "These are two related but distinct feature PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They overlap in docs and pipeline registration, but the implementation targets different pipelines, model docs, and test/model integrations, so they are not duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the two pull requests implement distinct pipeline additions with different task scopes and model integrations.", + "canonical_pr_reason": "No single canonical duplicate PR: the two changes implement different segmentation pipelines rather than the same underlying feature.", "best_issue_reason": null, - "best_pr_reason": "PR #43613 is the broader representative of the cluster because it integrates more model/test coverage and the more general visual segmentation pipeline, but it is still not the same change as #43612.", + "best_pr_reason": "PR #43613 is the stronger representative of the cluster because it covers a broader visual-segmentation stack and more integrations/tests, but it is still a different feature from #43612.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different underlying features: concept segmentation vs visual segmentation. They share documentation and pipeline-registration boilerplate, but the changed filenames, model integrations, and tests show separate code paths and not a single mergeable PR." + "reason": "Reject: concept segmentation and visual segmentation are different pipeline features with different code paths, model integrations, and tests; shared docs/registration files are not enough to make them the same change." } ] }, @@ -16102,13 +16230,13 @@ { "label": "pull_request", "component_index": 12, - "component_count": 24, + "component_count": 25, "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-43651-2", "nodes": [ @@ -16118,40 +16246,40 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "b5f1211e5d86db489e9e70df2946784fef578760d5245ba7018183e9b38dd805", + "prepared_review_unit_hash": "79690071896a9e2c4f3ad6a7958f5f7348793c044e39412e0af6add06ef553f5", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4292, - "estimated_input_tokens": 1073, - "estimated_eval_tokens": 2402 + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4292, - "estimated_input_tokens": 1073, - "estimated_eval_tokens": 2402 + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs touch `trainer.py` and add extensibility hooks for custom trainers, but they change different code paths: one addresses gradient-accumulation loss scaling, the other column filtering based on model signatures. They are not duplicates.", - "confidence": 0.95, + "summary": "Both pull requests modify `trainer.py`, but they address different Trainer extension points: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for PEFT/custom trainers. They are related to the same subsystem, not the same underlying change or bug.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43663 is the cleaner canonical representative: it introduces a focused helper for signature-column filtering, exposing a clear override point in `Trainer`.", + "canonical_pr_reason": "No single canonical PR: these are distinct Trainer changes with different behaviors, APIs, and failure modes, so they should not be deduplicated into one representative PR.", "best_issue_reason": null, - "best_pr_reason": "PR #43663 is the best representative of the cluster\u2019s theme of trainer extensibility, with a narrowly scoped API change in a single code path.", + "best_pr_reason": "Neither PR is a strong global duplicate representative because the cluster is not a true duplicate set; if forced, 43651 is slightly more self-contained and behavior-focused, but it does not subsume 43663.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Different underlying changes: #43651 alters gradient-accumulation loss normalization, while #43663 refactors signature-based column filtering. They do not fix the same bug or implement the same feature." + "reason": "Same file and same Trainer area, but different code paths: 43651 changes GA loss normalization, while 43663 changes input signature column extraction. They could not plausibly be merged as one fix." } ] }, @@ -16165,13 +16293,13 @@ { "label": "pull_request", "component_index": 13, - "component_count": 24, + "component_count": 25, "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-43656-3", "nodes": [ @@ -16183,52 +16311,52 @@ "pull_request:43656|pull_request:43842", "pull_request:43836|pull_request:43842" ], - "prepared_review_unit_hash": "400b49e4a193c37c3db695614eab29ec57c14a6c89896a34fc69088b25a4af63", + "prepared_review_unit_hash": "90e90d32cdbca8f9bc387c6e3ef56a2ea3e03c183fd0902113d2e882995b9e18", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 5992, - "estimated_input_tokens": 1498, - "estimated_eval_tokens": 3252 + "serialized_chars": 5993, + "estimated_input_tokens": 1499, + "estimated_eval_tokens": 3254 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 5992, - "estimated_input_tokens": 1498, - "estimated_eval_tokens": 3252 + "serialized_chars": 5993, + "estimated_input_tokens": 1499, + "estimated_eval_tokens": 3254 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "All three PRs address the same CLI TypeAdapter NameError / annotation-evaluation problem in `src/transformers/cli/serve.py`, with 43842 being the cleanest minimal fix.", - "confidence": 0.82, + "summary": "All three PRs are about the same Serve CLI TypeAdapter annotation/import NameError, with 43842 being the cleanest focused fix. The other two are alternative implementations of the same underlying runtime-annotation problem.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43842 is the most focused and explicit fix for the runtime `TypeAdapter` NameError when pydantic is absent, with a minimal change set and a clear title.", + "canonical_pr_reason": "PR 43842 is the most focused and explicit fix: it guards the TypeAdapter import behind TYPE_CHECKING and stringizes the annotation, directly addressing the runtime NameError without broader Serve changes.", "best_issue_reason": null, - "best_pr_reason": "PR 43842 best represents the cluster because it directly targets the concrete failure mode with the smallest, most surgical workaround.", + "best_pr_reason": "43842 is the best representative PR for the cluster because it cleanly fixes the concrete TypeAdapter NameError path in src/transformers/cli/serve.py with minimal scope.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": true, - "reason": "Both PRs are fixing the same underlying runtime annotation/name-resolution bug in the CLI serve module, and the changes are plausibly mergeable into one implementation." + "reason": "Both PRs fix the same Serve CLI TypeAdapter NameError caused by annotations being evaluated at runtime; they are alternative implementations of the same code-path fix and could plausibly be consolidated." }, { "left": "pull_request:43836", "right": "pull_request:43842", "accept": true, - "reason": "These appear to be alternative workarounds for the same `TypeAdapter` NameError in the same file and issue scope, so they represent the same underlying bug/change." + "reason": "Both target the same TypeAdapter annotation problem in the same file and issue area, with overlapping fixes that avoid runtime evaluation; despite 43836 being broader, the underlying bug is the same." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet: all three PRs touch `src/transformers/cli/serve.py` and are clearly annotation/name-resolution fixes around `TypeAdapter`, with 43842 being the most surgical change. The soft-edge accepts are conservative enough, and the paired PRs do look mergeable as alternative fixes for the same bug family." + "feedback": "The summary is grounded in the packet: all three PRs target the same serve.py runtime-annotation/TypeAdapter NameError area, and 43842 is the most focused fix. The soft-edge pairings are conservative enough since the changes are in the same file and plausibly mergeable into one bugfix PR." }, "evaluator_used": true, "retried": false, @@ -16239,7 +16367,7 @@ { "label": "pull_request", "component_index": 14, - "component_count": 24, + "component_count": 25, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -16305,13 +16433,13 @@ { "label": "pull_request", "component_index": 15, - "component_count": 24, + "component_count": 25, "review_unit_index": 1, "review_unit_count": 2, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43996-28", "nodes": [ @@ -16418,12 +16546,12 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "7620acdd8b47a3867613ef1ee4b0cbd05747e0bdb34e685eebca5b9558d167d3", + "prepared_review_unit_hash": "201246fee5ecbe8ed6eefdc72a36f1d55847a56306b3527cdd5ebc161cae4517", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84505, + "serialized_chars": 84507, "estimated_input_tokens": 21127, "estimated_eval_tokens": 42510 }, @@ -16431,7 +16559,7 @@ "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76938, + "serialized_chars": 76940, "estimated_input_tokens": 19235, "estimated_eval_tokens": 38726 }, @@ -16440,315 +16568,369 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is dominated by model-specific refactors to the new standardized output tracing/capture_outputs interface. Most PRs are only thematically related, not true duplicates; the clearest duplicates are within the GPT-J/CodeGen line and the GPT-Neo line.", - "confidence": 0.84, - "canonical_issue_reason": null, - "canonical_pr_reason": "PR #44722 is the strongest representative of the cluster\u2019s core theme: it explicitly targets the shared tracking issue, touches the same GPT-J/CodeGen output-tracing code path, and appears to be the most complete/latest version of that specific refactor.", - "best_issue_reason": null, - "best_pr_reason": "PR #44722 best represents the underlying change family because it is explicit about the shared issue, spans the central GPT-J/CodeGen refactor, and is the closest match to the duplicated GPT-J-related PRs in the cluster.", + "summary": "This cluster is mostly a collection of model-specific output-tracing refactors that share a theme but usually not the same concrete change. #43979 looks like a partial umbrella tracker, not something explicitly tied to most PRs. The only clearly duplicate-looking pair is the GPT-Neo rebase/variant; the GPT-J pairings are similar but not strong enough here to treat as the same mergeable fix.", + "confidence": 0.78, + "canonical_issue_reason": "Issue #43979 is the best cluster anchor available because several PRs explicitly target it, but many others in the packet only appear thematically related rather than directly linked.", + "canonical_pr_reason": "PR #44066 is the strongest single representative because it is explicitly tied to #43979 and shows a concrete GPT-J/CodeGen output-tracing refactor, making it a better anchor than the broader thematic variants.", + "best_issue_reason": "#43979 is the best global issue to group this packet under, since it is the only repeated explicit tracker for the output-tracing migration, even though the linkage is partial.", + "best_pr_reason": "PR #44066 is the best global representative because it is explicit, concrete, and centrally positioned among the issue-linked output-tracing refactors.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families and different code paths; only the broad output-tracing theme is shared." + "reason": "Different model families and different code paths; the shared output-tracing theme is too broad on its own." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Both are output-tracing refactors, but they target different architectures and concrete implementations." + "reason": "Both are refactors, but they affect unrelated models and do not look like the same bug or change." }, { "left": "pull_request:44066", "right": "pull_request:44085", - "accept": true, - "reason": "Both are GPT-J output-tracing refactors on the same file/code path and look like overlapping implementations of the same change." + "accept": false, + "reason": "Same general GPT-J theme, but the packet does not show a single mergeable duplicate fix with enough confidence." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Same broad standardized-output refactor theme, but different models and no shared concrete bug/change path." + "reason": "RegNet and EfficientNet are separate model implementations; only the refactor pattern matches." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet output tracing and GPT-J/CodeGen output tracing are unrelated concrete changes." + "reason": "Different model subsystems; they share the migration theme, not the same concrete change." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "Different model implementations; similarity is only at the refactor pattern level." + "reason": "GPT-J/CodeGen versus EfficientNet is clearly not the same underlying bug or code change." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 and DeBERTa are separate model-specific refactors with no shared code path." + "reason": "MobileNetV2 and DeBERTa v2 are unrelated code paths." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen versus MGP-STR is not the same underlying bug or change." + "reason": "MGP-STR and GPT-J/CodeGen are unrelated implementations." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "Same refactor style, but MPT and GPT-J/CodeGen are distinct implementations." + "reason": "Different model families with only a shared decorator/refactor style." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both are GPT-Neo output-tracing refactors on the same model/code path, so they plausibly duplicate the same change." + "reason": "Same GPT-Neo file and highly overlapping output-tracing rewrite; this looks like a duplicate or rebase of the same model-specific change." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen and GPT-Neo are different models; shared issue target alone is not enough." + "reason": "GPT-J/CodeGen and GPT-Neo are separate model changes; the shared issue theme is not enough." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "Different model families and separate concrete implementations." + "reason": "GPT-Neo versus GPT-J/CodeGen is a thematic match, not the same concrete fix." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet output tracing and GPT-J/CodeGen output tracing are unrelated changes." + "reason": "ResNet and GPT-J/CodeGen are unrelated model paths." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR and GPT-J/CodeGen are different code paths with only thematic overlap." + "reason": "MGP-STR and GPT-J/CodeGen do not appear to be the same bugfix." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet and GPT-J are distinct models; not the same underlying fix." + "reason": "ResNet and GPT-J are different implementations and do not form a duplicate pair." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "Both are refactors, but they affect different models and cannot be merged as one concrete fix." + "reason": "Different model families; same refactor style only." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet and MPT are unrelated model-specific changes." + "reason": "ResNet and MPT are unrelated code paths." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert are separate code paths; no shared concrete bug." + "reason": "GPT-Neo and Flaubert/XLM are unrelated model-specific changes." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo is a different model from GPT-J/CodeGen, despite similar decorator refactoring." + "reason": "GPT-Neo versus GPT-J/CodeGen is not the same concrete change." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT and GPT-J/CodeGen are different implementations, not one duplicate fix." + "reason": "MPT and GPT-J/CodeGen are different model refactors." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo and Flaubert do not share the same underlying change." + "reason": "GPT-Neo and Flaubert/XLM are unrelated implementations." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and MGP-STR are unrelated concrete refactors." + "reason": "GPT-Neo and MGP-STR are unrelated code paths." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo versus GPT-J is only a loose theme match." + "reason": "GPT-Neo and GPT-J are different model-specific changes." }, { "left": "pull_request:44068", - "right": "pull_request:44161", + "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo and LongT5 are separate model-specific implementations." + "reason": "GPT-Neo and MGP-STR are unrelated model paths." }, { - "left": "pull_request:44018", - "right": "pull_request:44071", + "left": "pull_request:44071", + "right": "pull_request:44085", "accept": false, - "reason": "Different models and no shared concrete code-path problem." + "reason": "MPT and GPT-J are separate implementations." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT2 and MGP-STR are unrelated beyond using output-tracing helpers." + "reason": "GPT-2 and MGP-STR are unrelated code paths." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J and MGP-STR are different model refactors." + "reason": "GPT-J and MGP-STR are not the same underlying bug or change." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT2 and GPT-J/CodeGen are distinct concrete changes." + "reason": "GPT-2 and GPT-J/CodeGen are different model refactors." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT and Flaubert/XLM are not the same underlying bug or change." + "reason": "ViLT and Flaubert/XLM are unrelated model implementations." }, { - "left": "pull_request:44073", - "right": "pull_request:44161", + "left": "pull_request:44017", + "right": "pull_request:44722", "accept": false, - "reason": "VisualBert and LongT5 are separate model-specific output refactors." + "reason": "SegFormer and GPT-J/CodeGen share only the broad migration theme." }, { "left": "pull_request:44017", - "right": "pull_request:44018", + "right": "pull_request:44161", "accept": false, - "reason": "SegFormer and GPT-Neo are different models; shared issue target is not enough." + "reason": "SegFormer and LongT5 are separate model-specific changes." }, { "left": "pull_request:44017", - "right": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer and VisualBERT are unrelated code paths." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBERT and Flaubert/XLM are different model refactors." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are different model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", "accept": false, - "reason": "SegFormer and MPNet are unrelated concrete changes." + "reason": "RegNet and VisualBERT are unrelated implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and SegFormer are separate model refactors." }, { "left": "pull_request:44071", - "right": "pull_request:44076", + "right": "pull_request:44129", "accept": false, - "reason": "MPT and ImageGPT are distinct model paths." + "reason": "MPT and SpeechT5 are different code paths." }, { "left": "pull_request:44074", "right": "pull_request:44101", "accept": false, - "reason": "TextNet and Flaubert/XLM are unrelated model-specific refactors." + "reason": "TextNet and Flaubert/XLM are unrelated model changes." }, { "left": "pull_request:44056", - "right": "pull_request:44161", + "right": "pull_request:44101", "accept": false, - "reason": "MPNet and LongT5 do not appear to be the same bug or change." + "reason": "MPNet and Flaubert/XLM are different refactors in different models." }, { "left": "pull_request:43997", - "right": "pull_request:44018", + "right": "pull_request:44056", "accept": false, - "reason": "RegNet and GPT-Neo are different model implementations." + "reason": "RegNet and MPNet are not the same underlying fix." }, { "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "RegNet and LongT5 are unrelated concrete changes." + "reason": "RegNet and LongT5 are unrelated model code paths." }, { - "left": "pull_request:44071", - "right": "pull_request:44085", + "left": "pull_request:44074", + "right": "pull_request:44161", "accept": false, - "reason": "MPT and GPT-J are different code paths." + "reason": "TextNet and LongT5 are different model-specific changes." }, { - "left": "pull_request:43996", - "right": "pull_request:44017", + "left": "pull_request:43997", + "right": "pull_request:44071", "accept": false, - "reason": "CVT/FNet and SegFormer are unrelated model-specific refactors." + "reason": "RegNet and MPT are unrelated subsystems." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBert and MPT are different concrete implementations." + "reason": "SqueezeBert and MPT are unrelated model implementations." }, { "left": "pull_request:44010", "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBert and VisualBert are separate model changes." + "reason": "SqueezeBert and VisualBERT are different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are unrelated models." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are different model refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44129", + "accept": false, + "reason": "RegNet and SpeechT5 are not the same change." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are unrelated code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are separate model refactors." }, { "left": "pull_request:44066", "right": "pull_request:44722", - "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing refactor on the same code path; these are plausible duplicates." + "accept": false, + "reason": "Very similar GPT-J/CodeGen scope, but the packet does not make the duplicate/mergeable nature unambiguous enough." }, { "left": "pull_request:44085", "right": "pull_request:44722", - "accept": true, - "reason": "Both touch GPT-J output tracing in the same area and are close variants of the same refactor." + "accept": false, + "reason": "Same general GPT-J family, but not enough evidence that these are the same concrete bugfix." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J and SpeechT5 are unrelated model changes." + "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/RT-DETR are separate model-specific refactors." + "reason": "CVT/FNet and RegNet/ResNet/RT-DETR are different model-specific refactors." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet and SpeechT5 do not share the same concrete change." + "reason": "CVT/FNet and SpeechT5 only share the broad output-tracing theme." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa and SpeechT5 are unrelated model implementations." + "reason": "DeBERTa v2 and SpeechT5 are unrelated implementations." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa and ViT-S are separate model-specific refactors." + "reason": "DeBERTa v2 and VITS are different code paths." }, { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet and ImageGPT are different model code paths; only the decorator pattern overlaps." + "reason": "FocalNet and ImageGPT are separate model refactors, not the same change." } ] }, "evaluator_result": { - "accept": true, - "feedback": "Grounded and conservative overall. The summary matches the packet: most PRs are thematic refactors around standardized output tracing, while the only clearly overlapping clusters are GPT-J/CodeGen and GPT-Neo. The selected representative PR #44722 is well supported by the shared issue target and overlapping code path. The true soft-edge verdicts are limited to pairs that look mergeable as the same bugfix family." + "accept": false, + "feedback": "The summary overstates the evidence in a few places. In particular, #43979 is not explicitly linked by most PRs in the packet; only a subset of the cluster has explicit issue targets, while the rest are only thematically related. The duplicate-style accept calls are also a bit too assertive for the packet, especially the GPT-J pairings, which are similar but not unambiguously shown to be the same mergeable bugfix. Please soften those claims and keep the issue-anchoring language more conservative." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -16756,13 +16938,13 @@ { "label": "pull_request", "component_index": 15, - "component_count": 24, + "component_count": 25, "review_unit_index": 2, "review_unit_count": 2, "status": "reviewed", "reason": null, - "source": "cache", - "cache_hit": true, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-43996-28", "nodes": [ @@ -16780,12 +16962,12 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "5fec5a49e0f7ca5d9e596e94b63853f9de7732bfcbea958f544a6394cf882d20", + "prepared_review_unit_hash": "ada2987a43e5d2eb8d7cdff525c09aebb55a19b7cd66d307297c04b89d24041e", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84505, + "serialized_chars": 84507, "estimated_input_tokens": 21127, "estimated_eval_tokens": 42510 }, @@ -16802,42 +16984,42 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs all implement the same broad pattern\u2014migrating different model files to standardized output capture\u2014but they are separate model-specific refactors, not duplicates of the same concrete change.", - "confidence": 0.91, + "summary": "These PRs share a broad theme of migrating model implementations to standardized output tracing/capture, but they are model-specific refactors rather than duplicates of the same change. I found no true duplicate issue/PR pair in the set.", + "confidence": 0.69, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44129 is the strongest representative: it has an explicit issue target, a larger and more self-contained output-tracing refactor, and the diff shows a concrete implementation change rather than just a small follow-up tweak.", + "canonical_pr_reason": "PR 44073 is the cleanest representative of the cluster theme: a self-contained VisualBert output-tracing refactor with explicit `_can_record_outputs` wiring and capture decorator integration.", "best_issue_reason": null, - "best_pr_reason": "44129 is the best single PR to anchor the cluster because it is issue-linked and clearly expresses the standardized output-capture migration in SpeechT5; the other PRs are similar but model-specific variants of the same refactor pattern.", + "best_pr_reason": "PR 44073 is the best overall representative because it is narrowly scoped, clearly titled, and directly demonstrates the standardized output-capture pattern without broader or noisier changes.", "soft_edge_verdicts": [ { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Both are standardized output-tracing refactors, but they touch different models (VisualBert vs TextNet) and distinct code paths, so they are not the same change and would not reasonably merge into one PR." + "reason": "Same refactor theme, but on different models and code paths (VisualBert vs TextNet). These are parallel model-specific migrations, not one mergeable duplicate change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Same refactor theme, but MPNet and VisualBert are separate implementations with different model internals and filenames; this is a pattern match, not a duplicate underlying fix." + "reason": "Both update output tracing, but MPNet and VisualBert are distinct implementations with different model internals and files; not the same underlying bug or PR." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "These are parallel refactors in different model codebases, not the same bug or code-path fix. The shared capture_outputs migration is too broad to treat as a duplicate." + "reason": "Different models and different output-capture plumbing. They share a pattern, not a concrete duplicate code-path fix." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model implementations. Even though both adopt the same output-capture approach, they do not target the same underlying issue." + "reason": "RegNet and SqueezeBert are unrelated model code paths. Similar standardization work does not make them duplicates." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "Both migrate output handling, but SqueezeBert and SpeechT5 are different models with different forward paths and no evidence of a shared concrete defect." + "reason": "These touch different architectures and different output semantics; they are separate model refactors, not the same change." } ] }, @@ -16851,13 +17033,13 @@ { "label": "pull_request", "component_index": 16, - "component_count": 24, + "component_count": 25, "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-43998-13", "nodes": [ @@ -16888,13 +17070,16 @@ "pull_request:43999|pull_request:44027", "pull_request:44000|pull_request:44001", "pull_request:44000|pull_request:44002", - "pull_request:44000|pull_request:44003", "pull_request:44000|pull_request:44025", + "pull_request:44000|pull_request:44026", "pull_request:44001|pull_request:44002", - "pull_request:44001|pull_request:44003", "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", @@ -16917,268 +17102,292 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "83b95bb0cdb797375bfff98af281829e0ac4f9109bbe603be3d4ea0287cd294b", + "prepared_review_unit_hash": "c8d77d8c2e915662e1681c48d0eca3a4ed6dce04cb84ed15e9cebcc4e7d755ce", "component_budget": { "node_count": 13, "item_count": 13, - "soft_pair_count": 40, - "serialized_chars": 40169, - "estimated_input_tokens": 10043, - "estimated_eval_tokens": 20342 + "soft_pair_count": 43, + "serialized_chars": 41330, + "estimated_input_tokens": 10333, + "estimated_eval_tokens": 20922 }, "budget": { "node_count": 13, "item_count": 13, - "soft_pair_count": 40, - "serialized_chars": 40169, - "estimated_input_tokens": 10043, - "estimated_eval_tokens": 20342 + "soft_pair_count": 43, + "serialized_chars": 41330, + "estimated_input_tokens": 10333, + "estimated_eval_tokens": 20922 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are thematically similar output-tracing refactors, but they target different model implementations and code paths. They are not duplicates, so the cluster should not be collapsed.", - "confidence": 0.97, + "summary": "These PRs share the same refactor theme (`can_return_tuple` / output capture), but they target different model implementations and code paths, so they are not duplicates. No soft edge looks like the same concrete change; 44003 is only the closest representative PR by scope, not a true duplicate anchor.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: each pull request changes a different model or wrapper, so they are related by theme only, not by the same underlying change.", + "canonical_pr_reason": "If a representative PR is needed, 44003 is the best anchor because it is the broadest of the set and shows the full output-tracing migration across closely related `mamba`/`falcon_mamba` code. It is still model-specific, so it should not be treated as a duplicate of the others.", "best_issue_reason": null, - "best_pr_reason": "No single best PR for deduping; the set is a collection of separate model-specific refactors rather than one shared fix.", + "best_pr_reason": "44003 is the most representative PR in this cluster by breadth and completeness, but the cluster is not a duplicate set; the others are separate model-specific refactors.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model files and code paths: timm_backbone vs upernet. Same refactor theme, not the same change." + "reason": "Same refactor theme, but different model families and code paths (`timm_backbone` vs `upernet`). Not the same concrete change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different architectures and wrappers: timm_backbone vs vision_text_dual_encoder. Not a duplicate bug/change." + "reason": "Both are output-tracing refactors, but they affect different models (`timm_backbone` vs `vision_text_dual_encoder`). Too broad to merge as one PR." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Different model implementations: timm_backbone and univnet. Similar output-tracing cleanup only." + "reason": "Different model code paths (`timm_backbone` vs `univnet`); shared wording about output tracing is not enough for duplication." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different subsystems and files: timm_backbone vs falcon_mamba/mamba. Not the same concrete fix." + "reason": "`timm_backbone` and `mamba/falcon_mamba` are unrelated implementations; same refactor style, not the same bug or change." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Backbone refactor vs RWKV recurrent model refactor. Shared wording, separate code paths." + "reason": "Different models and internal mechanics; these are separate output-tracing updates, not one mergeable fix." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "MobileNetV1 vs UnivNet are unrelated model families; both refactor tracing, but not the same change." + "reason": "`mobilenet_v1` and `univnet` are unrelated code paths; same migration pattern, but not the same underlying change." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "MobileNetV1 and UperNet touch different model stacks and outputs. Not duplicates." + "reason": "Different model families (`mobilenet_v1` vs `upernet`); too generic to be considered the same fix." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "MobileNetV1 vs Depth Anything are different models with different output wrappers; only the refactor theme matches." + "reason": "`mobilenet_v1` and `depth_anything` are separate implementations; shared output-tracing refactor is not enough to duplicate them." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "MobileNetV1 and VisionEncoderDecoder are unrelated implementations; no shared underlying bug." + "reason": "Different models (`mobilenet_v1` vs `vision_encoder_decoder`) and different forward signatures; not the same concrete code-path problem." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "MobileNetV1 vs SpeechEncoderDecoder are distinct code paths and model families." + "reason": "`mobilenet_v1` and `speech_encoder_decoder` are separate refactors in different code paths, not mergeable as one bug fix." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Vision-text dual encoder and UnivNet are unrelated; same refactor style only." + "reason": "`vision_text_dual_encoder` and `univnet` are unrelated models; same output-tracing theme, but not the same underlying change." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Vision-text dual encoder vs UperNet are different model wrappers and outputs." + "reason": "Different model families (`vision_text_dual_encoder` vs `upernet`); too broad a similarity to count as duplicate." }, { "left": "pull_request:44000", - "right": "pull_request:44003", + "right": "pull_request:44025", "accept": false, - "reason": "Vision-text dual encoder is unrelated to Mamba/Falcon-Mamba; not one shared fix." + "reason": "`vision_text_dual_encoder` and `depth_anything` are separate model implementations; not one concrete fix." }, { "left": "pull_request:44000", - "right": "pull_request:44025", + "right": "pull_request:44026", "accept": false, - "reason": "Different model domains and files: vision-text dual encoder vs Depth Anything." + "reason": "Different code paths (`vision_text_dual_encoder` vs `vision_encoder_decoder`); similar refactor style only." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "UnivNet vs UperNet are different model families; not the same bug or change." + "reason": "`univnet` and `upernet` are unrelated models; the shared output-tracing cleanup is not a duplicate bug/change." }, { "left": "pull_request:44001", - "right": "pull_request:44003", + "right": "pull_request:44025", "accept": false, - "reason": "UnivNet and Mamba/Falcon-Mamba touch separate code paths, despite similar refactor language." + "reason": "Different model code paths (`univnet` vs `depth_anything`); not the same concrete refactor." }, { "left": "pull_request:44001", - "right": "pull_request:44025", + "right": "pull_request:44026", "accept": false, - "reason": "UnivNet vs Depth Anything are unrelated model implementations." + "reason": "`univnet` and `vision_encoder_decoder` are distinct implementations; too broad to merge as one PR." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "UperNet and RWKV are unrelated architectures; no shared concrete change." + "reason": "`upernet` and `rwkv` change different model internals; same broad tracing theme, but not the same fix." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44025", + "accept": false, + "reason": "Different models (`upernet` vs `depth_anything`); no shared code path or concrete bug." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "`univnet` and `mamba/falcon_mamba` are separate code paths; same refactor motif only." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "UperNet vs Mamba/Falcon-Mamba are distinct model stacks with different output behavior." + "reason": "`upernet` and `mamba/falcon_mamba` are unrelated model implementations; not the same underlying change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "`vision_text_dual_encoder` and `mamba/falcon_mamba` touch different model families; similarity is only at the refactor theme level." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Mamba/Falcon-Mamba vs SuperPoint are different domains and files; not mergeable as one PR." + "reason": "`mamba/falcon_mamba` and `superpoint` are different model families; not the same code-path fix." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Mamba/Falcon-Mamba refactor is unrelated to CodeGen output handling." + "reason": "`mamba/falcon_mamba` and `codegen` are separate implementations; shared tracing refactor is too generic." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "timm_backbone and CodeGen are unrelated model code paths; same theme only." + "reason": "`timm_backbone` and `codegen` are unrelated model paths; not one duplicate change." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "UnivNet and CodeGen are different models with different output semantics." + "reason": "`univnet` and `codegen` are different model internals; same refactor pattern, not same bug." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "UperNet and CodeGen are separate implementations; no common underlying bug." + "reason": "`upernet` and `codegen` are distinct code paths; not mergeable as a single concrete fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "`vision_text_dual_encoder` and `codegen` are unrelated model implementations; the similarity is only superficial." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Depth Anything and VisionEncoderDecoder are different model wrappers, not the same change." + "reason": "`depth_anything` and `vision_encoder_decoder` are different model families; same output-tracing idea, not the same change." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Depth Anything vs SpeechEncoderDecoder are unrelated refactors across different code paths." + "reason": "`depth_anything` and `speech_encoder_decoder` are separate code paths and separate model stacks." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Depth Anything and SuperPoint are distinct vision models; no shared bug fix." + "reason": "`depth_anything` and `superpoint` are unrelated models; not the same underlying bug/change." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Depth Anything and RWKV are unrelated model families." + "reason": "`depth_anything` and `rwkv` are different implementations; shared tracing refactor is not enough to accept." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Depth Anything vs DPR are different model stacks and output contracts." + "reason": "`depth_anything` and `dpr` are separate model code paths; not the same concrete fix." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44029", "accept": false, - "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are parallel wrappers, but they are separate implementations and PRs." + "reason": "`vision_encoder_decoder` and `rwkv` are unrelated; the change pattern is similar but the code paths are not." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44027", "accept": false, - "reason": "VisionEncoderDecoder vs SuperPoint are unrelated models; not the same underlying fix." + "reason": "`vision_encoder_decoder` and `speech_encoder_decoder` are distinct wrappers, but still separate implementations and PRs." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44028", "accept": false, - "reason": "VisionEncoderDecoder and RWKV change different code paths and output handling." + "reason": "`vision_encoder_decoder` and `superpoint` do not share the same model logic; not a duplicate." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "VisionEncoderDecoder and DPR are separate model families and refactors." + "reason": "`vision_encoder_decoder` and `dpr` are different model stacks; same refactor theme only." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "SpeechEncoderDecoder and SuperPoint are unrelated model implementations." + "reason": "`speech_encoder_decoder` and `superpoint` are unrelated code paths; no shared concrete bug." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "SpeechEncoderDecoder vs RWKV are different architectures; no duplicate change." + "reason": "`speech_encoder_decoder` and `rwkv` are separate implementations; not mergeable as one PR." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "SpeechEncoderDecoder and DPR touch different model code and output behavior." + "reason": "`speech_encoder_decoder` and `dpr` are different model families; similarity is only at the refactor pattern level." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are unrelated subsystems and cannot be merged as one PR." + "reason": "`superpoint` and `rwkv` are unrelated models; no same underlying code-path problem." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "SuperPoint vs DPR are separate model implementations with different output paths." + "reason": "`superpoint` and `dpr` are different model implementations; not a duplicate fix." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR are distinct models; similar refactor theme does not make them duplicates." + "reason": "`rwkv` and `dpr` are separate models and separate changes; same tracing theme is too broad." } ] }, @@ -17192,7 +17401,7 @@ { "label": "pull_request", "component_index": 17, - "component_count": 24, + "component_count": 25, "review_unit_index": 1, "review_unit_count": 1, "status": "reviewed", @@ -17211,52 +17420,52 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "9119c54ac7cfa5fc33db00d0abe13183c66dd3b74fed90723cc734f158dd6790", + "prepared_review_unit_hash": "28a4121e17f07935e0595fa53a62776af645bdd67ad8fe633d423db264f10800", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10913, - "estimated_input_tokens": 2729, - "estimated_eval_tokens": 5714 + "serialized_chars": 10912, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10913, - "estimated_input_tokens": 2729, - "estimated_eval_tokens": 5714 + "serialized_chars": 10912, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate model-integration PRs (PenguinVL, DeepSeek-OCR-2, Voxtral TTS). They share only generic Transformers scaffolding like auto-registry/docs updates, not the same underlying code change.", - "confidence": 0.99, + "summary": "All three PRs are separate model-integration additions for different models (PenguinVL, DeepSeek-OCR-2, Voxtral TTS), so the shared docs/auto-registry edits are incidental rather than duplicate evidence.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: each PR implements a different model, so the overlap is just shared integration boilerplate rather than a duplicate change.", + "canonical_pr_reason": "No single canonical PR: these are distinct model additions with different architectures and code paths, not the same underlying change.", "best_issue_reason": null, - "best_pr_reason": "45075 is the strongest standalone PR candidate because it is non-draft and has the most review activity, but it still represents a distinct model addition rather than a duplicate of the others.", + "best_pr_reason": "PR 45075 is the strongest representative in this cluster because it is a non-draft, full implementation with docs, tests, and substantial review activity; the others are either a different model family or still draft.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model integrations (PenguinVL vs Voxtral TTS); shared docs/auto-registration files are generic boilerplate, not the same fix." + "reason": "Different model additions (PenguinVL vs Voxtral TTS) with distinct implementations; shared registry/docs files are not enough to make them the same change." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "Different model additions (PenguinVL vs DeepSeek-OCR-2) with only broad Transformers registration overlap." + "reason": "Different model families and code paths (PenguinVL vs DeepSeek-OCR-2); they only overlap in common Transformers registration/doc plumbing." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "Different model integrations (DeepSeek-OCR-2 vs Voxtral TTS); they do not patch the same code-path problem." + "reason": "Different model integrations (DeepSeek-OCR-2 vs Voxtral TTS); overlap is limited to boilerplate auto-mapping and docs, not the same bug or change." } ] }, @@ -17270,13 +17479,13 @@ { "label": "pull_request", "component_index": 18, - "component_count": 24, + "component_count": 25, "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-44979-2", "nodes": [ @@ -17286,12 +17495,12 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "caf349f15c8fc438109ff978706c49231c840c6091f556ab2bf075a853469268", + "prepared_review_unit_hash": "6b7f8aa2fd4abd7d8e4dff9a333f5141de7bfb5c52792ba0ba42f1a3967bede0", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4407, + "serialized_chars": 4408, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -17299,7 +17508,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4407, + "serialized_chars": 4408, "estimated_input_tokens": 1102, "estimated_eval_tokens": 2460 }, @@ -17308,18 +17517,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related in the fusion/kernels area, but they are not the same change: one adds a generic module-fusion API scaffold, while the other wires `KernelConfig`-driven n-to-1 fusion into model loading and runtime usage.", + "summary": "These PRs are related through fusion infrastructure, but they target different layers of the feature: one introduces a generic module fusion API, while the other wires a specific n-to-1 kernel fusion path through KernelConfig and model loading. They are not the same concrete change.", "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45363 is the more concrete, end-user-facing change: it integrates `KernelConfig` fusion into `modeling_utils`/integrations and includes a usage example, while PR 44979 is the lower-level API foundation.", + "canonical_pr_reason": "PR 45363 is the better representative because it implements a concrete end-to-end feature path (KernelConfig-driven n-to-1 fusion) across the integration points, rather than just introducing the lower-level fusion API scaffold.", "best_issue_reason": null, - "best_pr_reason": "PR 45363 is the best representative for the cluster because it covers the actual functional behavior and integration path, not just the API scaffolding.", + "best_pr_reason": "PR 45363 is the strongest standalone PR in the cluster because it has a clearly scoped user-facing behavior change and explicit wiring into loading/integration code, making it more complete than the API-only foundation in PR 44979.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Different layers of the feature: 44979 introduces a generic `Module Fusion API` file and tests, while 45363 implements `KernelConfig`-based n-to-1 kernel fusion and runtime wiring. They are related, but not the same concrete fix and would not be merged as one PR." + "reason": "Different scope and code path: 44979 adds a generic Module Fusion API and tests, while 45363 implements KernelConfig-based n-to-1 kernel fusion and integration changes. They are related infrastructure, but not the same underlying fix/change and would not plausibly be merged as one PR." } ] }, @@ -17333,13 +17542,13 @@ { "label": "pull_request", "component_index": 19, - "component_count": 24, + "component_count": 25, "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-45086-2", "nodes": [ @@ -17349,7 +17558,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "b1960996ce8915af7052847dd1bacfe742a8c1f1f004d781769b53c64306558d", + "prepared_review_unit_hash": "ff14e7ab62a44850b6e5f4fe3c05a5cffcd9848fe3eb0f4cd3e5ab9c482728bc", "component_budget": { "node_count": 2, "item_count": 2, @@ -17371,18 +17580,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same Mistral regex patching AttributeError in the same function and file; 45317 looks like the fuller follow-up with tests, while 45086 is the smaller earlier variant.", + "summary": "Both pull requests target the same Mistral regex patch in the same file, with nearly identical code changes and the same explicit issue target. PR 45317 is the stronger canonical PR because it adds test coverage and appears to be the more complete version of the fix.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45317 is the better canonical PR because it addresses the same bug as 45086 but includes tests and appears to be the more complete implementation of the fix.", + "canonical_pr_reason": "PR 45317 is the better canonical PR: it implements the same fix as 45086 but also includes a test file and looks like the more complete, review-ready change.", "best_issue_reason": null, - "best_pr_reason": "PR 45317 is the best representative because it contains the same code-path fix plus test coverage, making it the most complete and reviewable version.", + "best_pr_reason": "PR 45317 is the best PR for the cluster because it addresses the same concrete AttributeError fix while adding validation coverage; 45086 is effectively a lighter duplicate.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying AttributeError in _patch_mistral_regex, same file and code path, with nearly identical fix; these could plausibly be merged into one PR." + "reason": "Same underlying bug and same code path: both replace backend_tokenizer.pre_tokenizer with tokenizer.pre_tokenizer in _patch_mistral_regex for the same issue target, so they look like duplicate fixes rather than distinct PRs." } ] }, @@ -17396,13 +17605,13 @@ { "label": "pull_request", "component_index": 20, - "component_count": 24, + "component_count": 25, "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-45115-2", "nodes": [ @@ -17412,7 +17621,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "11d4f8f78672ff43078b60613d4b6bdc3c1101c1bedf6357332df1bc8e2a9c45", + "prepared_review_unit_hash": "93b6a689760360c2909f661154b2576a9d9456b95585331174d3ca00032447f2", "component_budget": { "node_count": 2, "item_count": 2, @@ -17434,18 +17643,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are both about NemotronH, but they tackle different changes: PR 45115 is a refactor/compatibility and conversion-mapping update for the existing NemotronH architecture, while PR 45569 introduces separate NemotronH Dense/Sparse model variants, docs, and auto/model wiring. They are related by subsystem, not the same underlying change.", - "confidence": 0.93, + "summary": "These are related NemotronH refactors, but they are not the same PR: #45115 is a focused inheritance/conversion-mapping refactor, while #45569 is a broader split-out of NemotronH into dense/sparse model variants with docs and tests. Overlap is mostly on shared core files, not the same concrete change.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45569 is the better representative of the cluster because it is the broader, more user-visible NemotronH family change and includes the new dense/sparse model split plus docs and integration updates.", + "canonical_pr_reason": "#45569 is the better canonical PR because it appears to be the more complete user-facing/model-architecture change: it adds the dense/sparse variants, updates auto-mappings, docs, and tests. #45115 is narrower and looks like a preparatory refactor around GraniteMoeHybrid inheritance and checkpoint conversion.", "best_issue_reason": null, - "best_pr_reason": "PR 45569 is the strongest standalone candidate in this cluster: it covers the larger end-to-end model-family addition, not just an internal refactor/conversion mapping adjustment.", + "best_pr_reason": "#45569 is the strongest representative of the cluster since it covers the end-to-end NemotronH model split and integration work. #45115 is better viewed as a smaller implementation step rather than the main change.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "They share NemotronH code paths, but 45115 is a refactor/conversion-mapping change and 45569 is a separate feature adding Dense/Sparse model variants and docs; they are not the same concrete fix or mergeable into one PR." + "reason": "They share NemotronH core files, but the actual changes differ: #45115 focuses on refactoring NemotronH to inherit GraniteMoeHybrid and adjust conversion mappings, while #45569 introduces separate dense/sparse model packages, docs, and tests. Not the same underlying bug/change, so do not merge." } ] }, @@ -17459,13 +17668,13 @@ { "label": "pull_request", "component_index": 21, - "component_count": 24, + "component_count": 25, "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-45332-2", "nodes": [ @@ -17475,7 +17684,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "913328da88e1fbcd0f191981b78ae4cf4ea3c169e065253c3acee43d28eb662c", + "prepared_review_unit_hash": "a8ebd61e23a922db2cff407dcc98af54f1bbef7915b966de46efa82204cdb6db", "component_budget": { "node_count": 2, "item_count": 2, @@ -17497,18 +17706,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related heterogeneous-support PRs, but they are not duplicates: one introduces per-layer config plumbing, the other wires that config into cache/modeling behavior. The pair should stay separate.", - "confidence": 0.88, + "summary": "Two related but distinct PRs: one adds heterogeneous per-layer config support, the other adds broader heterogeneous model/cache plumbing built on top of it. They share infrastructure, but they are not the same change and should not be treated as duplicates.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45332 is the broader end-to-end feature implementation, covering model/cache/masking integration on top of heterogeneous config support.", + "canonical_pr_reason": "PR #45332 is the broader umbrella change: it touches cache/modeling paths and integrates heterogeneous layer behavior end-to-end, so it is the best single representative for the cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 45332 is the best representative of the overall feature cluster because it is the most complete user-facing implementation; 45333 is a narrower foundation PR.", + "best_pr_reason": "PR #45332 is the most globally representative PR in this set because it covers the wider heterogeneous-model support surface, not just the config layer.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Related but distinct: 45333 adds the per-layer config API, while 45332 applies heterogeneous behavior across model/cache code paths. They share infrastructure, but they are not the same underlying change and would not naturally collapse into one PR." + "reason": "These are adjacent but different efforts: #45333 adds per-layer configuration support, while #45332 adds heterogeneous model/cache behavior using that config. They overlap in helpers/files, but they do not fix the same concrete code-path problem and would not be merged as one PR." } ] }, @@ -17522,13 +17731,13 @@ { "label": "pull_request", "component_index": 22, - "component_count": 24, + "component_count": 25, "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-45394-5", "nodes": [ @@ -17547,7 +17756,7 @@ "pull_request:45592|pull_request:45615", "pull_request:45596|pull_request:45615" ], - "prepared_review_unit_hash": "67b18b0b30292a5c02b9c8c41d899a9ab90f81b9fd36847271240838d8055795", + "prepared_review_unit_hash": "b9a7209fdf67dcf3cd92d08102eb33ae1e2f8d079cdf09d067a1f226314811fd", "component_budget": { "node_count": 5, "item_count": 5, @@ -17569,54 +17778,54 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a bundle of unrelated model-specific fixes and test expectation updates. The only substantive code fix is the AltCLIP/ChineseCLIP model-parallel patch, but the other PRs target different models and different failure modes, so they should not be merged together.", - "confidence": 0.92, + "summary": "Mostly unrelated PRs: one real model-parallel bug fix (AltCLIP/ChineseCLIP) and several test-only expectation/padding updates for different models. No strong duplicate pair crosses model boundaries.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 45487 is the strongest representative because it fixes an actual runtime/device-placement bug in model code, not just test expectations, and it targets a concrete code path.", "best_issue_reason": null, - "best_pr_reason": "PR #45487 is the strongest canonical candidate because it makes an actual code-path fix for model-parallel behavior, whereas the others are narrower test-only expectation updates or model-specific patches.", + "best_pr_reason": "PR 45487 is the best overall candidate: it addresses a substantive model-parallel failure with an actionable code fix, while the others are narrower test adjustments.", "soft_edge_verdicts": [ { "left": "pull_request:45394", "right": "pull_request:45596", "accept": false, - "reason": "Different models and different changes: XCLIP no_split_modules fix vs BLT XPU test expectation update. Same general theme, but not the same bug or mergeable PR." + "reason": "Different models and different fix types: XCLIP model split-module metadata vs BLT XPU test expectations." }, { "left": "pull_request:45487", "right": "pull_request:45592", "accept": false, - "reason": "AltCLIP/ChineseCLIP model-parallel code fix is not the same as FastVLM test padding-side adjustment. Different code paths and failure modes." + "reason": "AltCLIP/ChineseClip device-placement/model-parallel fix is unrelated to FastVLM test padding-side updates." }, { "left": "pull_request:45487", "right": "pull_request:45596", "accept": false, - "reason": "Model-parallel fixes in altclip/chinese_clip are unrelated to BLT XPU expected-output updates. Test-only expectation changes do not match the same underlying bug." + "reason": "Different artifacts and bugs: model code fix for AltCLIP/ChineseClip versus BLT XPU expectation changes." }, { "left": "pull_request:45487", "right": "pull_request:45615", "accept": false, - "reason": "AltCLIP/ChineseCLIP model code fix and Qianfan OCR XPU expectation additions are different artifacts with different behavior and targets." + "reason": "Model-parallel code fix for AltCLIP/ChineseClip does not match Qianfan OCR XPU test expectation updates." }, { "left": "pull_request:45592", "right": "pull_request:45596", "accept": false, - "reason": "Both are test-related, but they address different models and different issues: FastVLM padding-side handling vs BLT XPU generation expectations." + "reason": "Both are test-related, but they cover different models and different failures, not the same underlying bug." }, { "left": "pull_request:45592", "right": "pull_request:45615", "accept": false, - "reason": "FastVLM test padding-side fix and Qianfan OCR XPU expectations are unrelated model-specific test changes." + "reason": "FastVLM padding-side test fix and Qianfan OCR XPU expectations are separate model-specific test changes." }, { "left": "pull_request:45596", "right": "pull_request:45615", "accept": false, - "reason": "Both add XPU expectations, but for different models and outputs; they are separate test updates, not one underlying bug or change." + "reason": "Same broad theme of XPU expectations, but different models and outputs; not the same concrete change or bug." } ] }, @@ -17630,13 +17839,13 @@ { "label": "pull_request", "component_index": 23, - "component_count": 24, + "component_count": 25, "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-45415-2", "nodes": [ @@ -17646,12 +17855,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "0c2b974bcafabe9e8847de5f9f175733aa8506fb487246b23fc7c6406e0e70f3", + "prepared_review_unit_hash": "7f8a787b6e49d8edab79beafd47ee210cfa869e4f8b36f9bc86f362dcf3b94b9", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -17659,7 +17868,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -17668,18 +17877,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs both touch typing/type-checking, but they address different changes: one is a broad repo-wide typing pass, the other adds specific typing aliases/protocols for modeling_utils and related modules. They are not the same underlying fix.", - "confidence": 0.93, + "summary": "Both items are pull requests about typing cleanup, but they target different scopes: one is a broad repository-wide type-checking sweep, the other adds shared typing protocols/helpers for specific integrations. They are related in theme, not the same underlying change.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45425 is the more focused, self-contained typing change; PR 45415 is a broad sweep across many files and looks like a separate umbrella cleanup.", + "canonical_pr_reason": "PR 45425 is the more focused and internally coherent typing-infrastructure change; PR 45415 is a much broader sweep across many files and is not the better single representative of the cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 45425 is the best representative of the cluster because it has a clearer concrete typing objective and narrower scope than the generalized type-checking pass in PR 45415.", + "best_pr_reason": "PR 45425 is the best stand-alone representative because it addresses a specific typing-support area with tighter scope and clearer intent, whereas 45415 is a large multi-file type-checking pass.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Both are about typing, but 45415 is a broad type-checking sweep across many files while 45425 adds specific typing protocols/aliases for modeling_utils and related code paths. They do not look like the same concrete bug/change and would not plausibly be merged as one PR." + "reason": "Reject: both are typing-related and share a few files, but 45415 is a broad type-checking sweep across many transformers modules while 45425 adds specific typing protocols/helpers for particular integrations. They do not look like the same concrete bug or change and would not naturally be merged into one PR." } ] }, @@ -17693,13 +17902,76 @@ { "label": "pull_request", "component_index": 24, - "component_count": 24, + "component_count": 25, "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-45524-2", + "nodes": [ + "pull_request:45524", + "pull_request:45650" + ], + "soft_pairs": [ + "pull_request:45524|pull_request:45650" + ], + "prepared_review_unit_hash": "a4b3fca1cdc691cd23bb743cc758fb03f46d9f2a4b5e5abf16b9814674b4362b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4378, + "estimated_input_tokens": 1095, + "estimated_eval_tokens": 2446 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4378, + "estimated_input_tokens": 1095, + "estimated_eval_tokens": 2446 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target flash_attn-related availability checks in `import_utils.py` for Python 3.13, but they are not the same patch: 45524 is the narrower KeyError/missing-mapping fix, while 45650 also changes the FA3 package lookup behavior.", + "confidence": 0.79, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45524 is the cleaner canonical fix: it directly guards `PACKAGE_DISTRIBUTION_MAPPING` lookups with `.get(..., [])` for the flash_attn checks without changing the underlying package-selection logic.", + "best_issue_reason": null, + "best_pr_reason": "PR 45524 is the best representative of the underlying bug because it matches the issue description most closely and avoids the extra behavior change introduced by 45650.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45524", + "right": "pull_request:45650", + "accept": false, + "reason": "Reject: they overlap on the same file and issue target, but 45650 is not just a duplicate of the KeyError fix; it also changes `is_flash_attn_3_available()` to check `flash_attn` instead of `flash_attn_interface`, so the concrete code-path change is 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": 25, + "component_count": 25, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", "cluster_id": "cluster-45639-2", "nodes": [ @@ -17709,12 +17981,12 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "857f1f468105e11437eef78c31ec91e8db5fd1b95cc91b6a8f3ce560954095a9", + "prepared_review_unit_hash": "a5a05d6ad73823f8e2f556912f65251771d793304f7bcd6dd9bbe2591379d77e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4589, + "serialized_chars": 4590, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -17722,7 +17994,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4589, + "serialized_chars": 4590, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -17731,18 +18003,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs fix the same xdist collision around captured_info artifacts; PR 45645 is the broader superset and includes the core testing_utils change from 45639 plus CI log-handling updates.", - "confidence": 0.94, + "summary": "Both PRs address the same underlying captured_info/xdist collision problem. PR 45645 is the broader, more complete change because it includes the testing_utils fix and the CI-side handling needed to read multiple captured_info files, so it is the best representative of the cluster.", + "confidence": 0.89, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45645 is the better canonical PR because it includes the core xdist-safe captured_info fix from 45639 and also updates the CI workflow to handle multiple per-worker log files, making it the more complete change.", + "canonical_pr_reason": "PR 45645 is the better canonical representative because it subsumes the core xdist-safe logging change and adds the downstream workflow updates needed for the new artifact layout; PR 45639 is the narrower subset.", "best_issue_reason": null, - "best_pr_reason": "PR 45645 best represents the cluster since it subsumes the underlying debug-log collision fix and extends it into the artifact collection path; 45639 is a narrower subset of the same fix.", + "best_pr_reason": "PR 45645 is the most suitable global representative: it fixes the concrete xdist/captured_info collision path and updates the consuming CI paths, making it the most complete version of the change.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Accepted: 45645 includes the same concrete xdist-safe captured_info fix in testing_utils and tests, and expands it with workflow changes; this is plausibly one combined PR for the same bug." + "reason": "Accept: both PRs target the same captured_info xdist collision bug in the testing/debug-log path. 45645 appears to build on the same core fix and adds the necessary workflow-side handling, so they are duplicate/overlapping variants of one change." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 86be1faf8bdad97c9fc83b9017c6eb0225b5ca3e..5036eacdf465b89254e1d67de0df627e6fbec168 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260425t180017z", + "analysis_id": "hybrid-model-20260426t000021z", "archived_artifacts": { - "hybrid": "snapshots/20260425T180017Z/analysis-runs/hybrid-model-20260425t180017z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260425T180017Z/analysis-runs/hybrid-model-20260425t180017z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260426T000021Z/analysis-runs/hybrid-model-20260426t000021z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260426T000021Z/analysis-runs/hybrid-model-20260426t000021z/analysis-report-hybrid.llm-reviews.json" }, "artifacts": { "hybrid": "analysis/current/analysis-report-hybrid.json", @@ -10,9 +10,9 @@ }, "channel": "canonical", "model": null, - "published_at": "2026-04-25T18:02:07Z", + "published_at": "2026-04-26T00:09:02Z", "repo": "huggingface/transformers", "schema_version": 1, - "snapshot_id": "20260425T180017Z", + "snapshot_id": "20260426T000021Z", "variant": "hybrid" } diff --git a/snapshots/20260426T000021Z/analysis-runs/hybrid-model-20260426t000021z/analysis-report-hybrid.json b/snapshots/20260426T000021Z/analysis-runs/hybrid-model-20260426t000021z/analysis-report-hybrid.json new file mode 100644 index 0000000000000000000000000000000000000000..a363d2053d9457d316681d119b1aa63198a9080a --- /dev/null +++ b/snapshots/20260426T000021Z/analysis-runs/hybrid-model-20260426t000021z/analysis-report-hybrid.json @@ -0,0 +1,2044 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260426T000021Z", + "generated_at": "2026-04-26T00:09:00Z", + "evidence_quality": "full", + "llm_enrichment": true, + "meta_bugs": [ + { + "cluster_id": "cluster-43979-11", + "summary": "Cluster of 1 issues and 10 PRs centered on issue #43979.", + "status": "open", + "confidence": 0.55, + "canonical_issue_number": 43979, + "canonical_pr_number": 44007, + "issue_numbers": 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238.886 + } +} diff --git a/snapshots/20260426T000021Z/analysis-runs/hybrid-model-20260426t000021z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260426T000021Z/analysis-runs/hybrid-model-20260426t000021z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..a8787f4b39d96fc3ac3c4acc975608b7f00c2d4e --- /dev/null +++ b/snapshots/20260426T000021Z/analysis-runs/hybrid-model-20260426t000021z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,18029 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260426T000021Z", + "generated_at": "2026-04-26T00:09:00Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 13, + "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": 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"DeepSeek detokenization and LoRA merge/save output mismatch are different code paths." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross-entropy behavior is unrelated to GPT-OSS tensor-parallel issues." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen NVFP4 runtime error and LoRA merge/save inconsistency are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation checkpoint/FSDP recomputed size mismatch is not the same as the mask indexing error." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Training weight-dimension error and DeepSpeed collective mismatch are different bugs." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Detokenization bug and AMD GPU runtime failure are unrelated." + }, + { + "left": "issue:43638", + "right": 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}, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Same model family area, but dtype mismatch in Mistral-3 and Qwen3-vl video StopIteration are different failures." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Autocast dtype mismatch and TRL SFT embedding unpacking are different bugs." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger Kernel cross_entropy invocation is unrelated to the Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "Duplicate of the earlier pair: unrelated DeepSpeed collective mismatch vs trainer kwarg error." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross_entropy issue is unrelated to the mask shape mismatch." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "Duplicate of the earlier pair: unrelated FSDP checkpoint mismatch vs import error." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Duplicate of the earlier pair: both are zero3 loading errors but with different models and root causes." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs changes, but they concern different removed API mentions and should not be merged as the same bug." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 sliding-window attribute error and Qwen3 auto device mapping cuda assert are different issues." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading failure and GGUF gpt-oss support are unrelated." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Ovis2 checkpoint corruption and NemotronH load 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"issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5, but one is a chat crash and the other is a streaming inference API failure; not the same concrete bug." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper runtime failure and pydantic PretrainedConfig field break are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Mixtral grouped_mm tracing error and Phi-tiny-MoE autocast mismatch are different failures." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "GenerationMixin import error and Gemma3 sliding_window attribute error are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Voxtral processor failure and non-template node compile error are different issues." + }, + { + "left": "issue:43638", + "right": "issue:43828", + "accept": false, + "reason": "Bert ZeRO-3 index-out-of-bounds and Phi-tiny-MoE autocast dtype mismatch are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Gemma3 ZeRO-3 loading failure and Bert ZeRO-3 loading failure are different model-specific bugs." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "Duplicate of the earlier pair: unrelated PaddleOCR-VL load failure vs gpt-oss GGUF support." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the soft-edge verdicts stay conservative overall. The only accepted duplicate pair, #43596/#43638, is reasonably supported by the shared ZeRO-3 Bert index-out-of-bounds pattern." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 2, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:36331", + "issue:39186", + "issue:39290", + "issue:39692", + "issue:40990", + "issue:41093", + "issue:41553", + "issue:41762", + "issue:42915", + "issue:43054", + "issue:43366", + "issue:43404", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43644", + "issue:43645", + "issue:43742", + "issue:43828", + "issue:43866", + "issue:43873", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44403", + "issue:44492", + "issue:44512", + "issue:44530", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44863", + "issue:44918", + "issue:44928", + "issue:44960", + "issue:45005", + "issue:45070", + "issue:45161", + "issue:45399", + "issue:45464", + "issue:45507" + ], + "soft_pairs": [ + "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:44661|issue:45464", + "issue:39290|issue:43742", + "issue:43054|issue:43994", + "issue:43541|issue:44589", + "issue:41093|issue:43596", + "issue:42915|issue:43541", + "issue:40990|issue:44960", + "issue:39186|issue:44918", + "issue:43404|issue:45005", + "issue:43645|issue:45399", + "issue:44530|issue:45005", + "issue:44863|issue:45005", + "issue:43873|issue:45005", + "issue:44360|issue:44512", + "issue:42915|issue:45399", + "issue:44918|issue:45507", + "issue:44492|issue:44512", + "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:41553|issue:43883", + "issue:43866|issue:44403", + "issue:44560|issue:45507", + "issue:36331|issue:41762" + ], + "prepared_review_unit_hash": "f52823afa32f6b70f7c7fef5cc2e927a0255160282a471ee06255be51c779b0f", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37564, + "estimated_input_tokens": 9391, + "estimated_eval_tokens": 19038 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues, with one clear duplicate pocket around non-persistent buffer corruption in Transformers v5. I\u2019d center the cluster on the most specific report of that bug.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43950 is the clearest representative of the non-persistent-buffer regression because it names the concrete failure mode (`from_pretrained()` corrupting `register_buffer(persistent=False)`) and the v5.x scope. It also aligns with the duplicate-sounding reports in issue:43644 and issue:44534.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the best global issue choice: it is specific, descriptive, and directly captures the underlying loading/buffer corruption bug with the narrowest actionable framing.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Both are config/regression reports, but they describe different failures: missing `pad_token_idx` vs a pydantic `PretrainedConfig` field breakage." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Different problems: int4 quantization OOM vs tied-weights behavior in translation models." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Both involve MoE/GPT-style models, but one is a torch dynamo/grouped_mm tracing error and the other is a tensor-parallel support issue; not the same bug." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Autocast dtype mismatch and streaming chat/completions failure are unrelated code paths." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Unexpected `_is_hf_initialized` during `init_empty_weights` is a different initialization bug from the pydantic config-field regression." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF support for gpt-oss and streaming inference failures are different features/issues." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "`sliding_window` handling for Qwen3-MoE is unrelated to the pydantic `PretrainedConfig` breakage." + }, + { + "left": "issue:44661", + "right": "issue:45464", + "accept": false, + "reason": "Tokenizer-mapping failure and streaming inference failure do not share the same underlying bug." + }, + { + "left": "issue:39290", + "right": "issue:43742", + "accept": false, + "reason": "Both are model-loading issues, but one is a missing `sliding_window_pattern` on Gemma3TextConfig and the other is a key error for MobileLLM-125M; not the same defect." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both mention SigLIP2, but one is about degraded embedding quality and the other is a docs/pipeline loading issue." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Torch tracing/grouped_mm failure is unrelated to missing Float8 storage support." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are indexing errors, but the mask-shape mismatch and the ZeRO-3 zero-size tensor index error are distinct bugs." + }, + { + "left": "issue:42915", + "right": "issue:43541", + "accept": false, + "reason": "Different MoE issues: FineGrainedFP8Config failure vs tracing/runtime grouped_mm error." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss and a generic GLM5 issue are not the same problem." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight-dimension error and TRL input-embedding unpacking failure are separate training-path bugs." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Both concern tied weights, but one is a specific Mistral3 lm_head tying bug and the other is a broader v5 translation-model issue; too different to merge." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Notebook model-definition breakage and flash-attn2 fallback gating are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash is not the same as tied-weights behavior." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading and translation-model tied weights are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior and tied-weight handling are different code paths." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "A DSA kernel/math comment and a documentation typo are not the same issue." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "Fine-grained FP8 MoE failure and flash-attn2 fallback blocking are unrelated." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "TRL SFT embedding unpacking and GraniteMoEHybrid invalid method calls are different model/training bugs." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Cache-strategy typo and removed run-command docs mention are separate documentation issues." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Incorrect detokenization and Qwen-3-8B-NVFP4 runtime failure do not appear to share a concrete bug." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Both describe the same Transformers v5 regression where non-persistent buffers are mishandled/corrupted during loading." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "These are clearly the same bug: v5 corrupts/fills non-persistent buffers during model loading, just described from different angles." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime errors and GraniteMoEHybrid invalid method calls are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 docs example errors and SigLIP2 text-embedding quality degradation are not the same concrete failure." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Autocast dtype mismatch and RLHF gradient explosion from 3D position_ids are different issues." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad tokenizer error message and missing `all_tied_weights_keys` attribute are unrelated." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "A corrupted checkpoint and a noisy loading message are not the same bug." + }, + { + "left": "issue:44560", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3-vl video StopIteration and GraniteMoEHybrid invalid method calls are unrelated." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Trainer `compute_loss` argument mismatch and Gemma3 ZeRO-3 loading index error are separate failures." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is well grounded in the packet and stays conservative. The non-persistent-buffer duplicate pocket around issue:43644 / issue:43950 / issue:44534 is supported by the issue titles, and the other soft-edge rejections look appropriately cautious given the distinct problem statements. No obvious overstatement or mergeability concern." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 3, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:38175", + "issue:41553", + "issue:41762", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43257", + "issue:43278", + "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:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45520", + "issue:45588" + ], + "soft_pairs": [ + "issue:41553|issue:43881", + "issue:43872|issue:44589", + "issue:38175|issue:43054", + "issue:42947|issue:44387", + "issue:43054|issue:43493", + "issue:43881|issue:43883", + "issue:44403|issue:44451", + "issue:43975|issue:45520", + "issue:43643|issue:45020", + "issue:42947|issue:43856", + "issue:44403|issue:44488", + "issue:43782|issue:44960", + "issue:42491|issue:44368", + "issue:41762|issue:42915", + "issue:43975|issue:44451", + "issue:45020|issue:45356", + "issue:44661|issue:45020", + "issue:43824|issue:43872", + "issue:43054|issue:43278", + "issue:44991|issue:45399", + "issue:43827|issue:44509", + "issue:43792|issue:44220", + "issue:45081|issue:45399", + "issue:43404|issue:43950", + "issue:43257|issue:43866", + "issue:42915|issue:45020", + "issue:43742|issue:45399", + "issue:41553|issue:44991", + "issue:43742|issue:45020", + "issue:43940|issue:45313", + "issue:43872|issue:44291", + "issue:43854|issue:44863", + "issue:44928|issue:45588", + "issue:41553|issue:44488", + "issue:42915|issue:43872", + "issue:43257|issue:45305" + ], + "prepared_review_unit_hash": "9841a2b7d9bd598b6f700601a921cf5ffe878b1d029f00071d6b4c4c0cd63a75", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38602, + "estimated_input_tokens": 9651, + "estimated_eval_tokens": 19558 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of model-loading/regression issues rather than a single duplicate set. A few soft pairs are true duplicates or near-duplicates, especially the docs regression, the `_is_hf_initialized` loading TypeError, the SigLIP2 implementation mismatch, and the Whisper fbank-loading failure.", + "confidence": 0.61, + "canonical_issue_reason": "Issue 45020 is the broadest active umbrella report here: it captures recent-version regressions affecting `remote_code` models and best represents the cluster\u2019s general loader-regression theme.", + "canonical_pr_reason": null, + "best_issue_reason": "45020 is the most representative issue in the set because it is broad, current, and central to the recurring theme of model-loading breakages across recent transformers versions.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different models and different failures: a bad AutoTokenizer error for Voxtral versus a GLM-4v loading failure." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both are bitsandbytes/loading compatibility bugs, but they involve different exceptions and likely different code paths." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both involve SigLIP2 quality problems, but the symptoms are different enough that the underlying bug is not clearly the same." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Unrelated regression types: LoRA/gradient-checkpointing behavior versus int4 quantization memory growth." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": true, + "reason": "Both point to the same SigLIP2 implementation mismatch/regression relative to the expected baseline behavior." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different model families and different missing-weight/tied-weight issues." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "Generic loading noise versus a specific tokenizer load failure for ScandiBERT are not the same bug." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "A tokenizer detokenization regression is unrelated to a Python 3.13 flash-attn import KeyError." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "`trust_remote_code` missing fields is a specific config-object bug, while 45020 is a broad umbrella for remote_code breakages." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Different training/memory symptoms and no shared concrete code path." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "These are both loading-related, but one is about noisy output and the other is a specific model load failure." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different models and different failures; no evidence of a shared underlying bug." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "A LoRA compatibility regression is not the same as the `tie_word_embeddings=False` warning issue." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Different architectures, different loading mechanisms, and different failure modes." + }, + { + "left": "issue:43975", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer detokenization behavior and tokenizer loading failure are separate problems." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "Both mention recent-version regressions, but 45356 is a Kimi-K2.5 tokenizer-specific codec/fix_mistral_regex issue, not the same bug as 45020." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "A tokenizer-mapping failure in add-new-model-like is a different code path from broad remote_code loading regressions." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Importing Qwen2.5-VL and bitsandbytes `_is_hf_initialized` errors are unrelated." + }, + { + "left": "issue:43054", + "right": "issue:43278", + "accept": false, + "reason": "Both mention embeddings, but one is SigLIP2 quality and the other is a BF16-to-FP32 dtype change during evaluation." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading for EST-RoBERTa is unrelated to flash-attn fallback gating." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": true, + "reason": "Same docs regression: pipeline task docs still reference removed v5 tasks." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": true, + "reason": "The broad Whisper loading failure is plausibly the same fbank feature-extraction bug reported in the more specific issue." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer regex patch crash and flash-attn fallback checks are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "A tied lm_head weight bug is not the same as non-persistent buffer corruption in from_pretrained()." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Qwen3 MoE weight-conversion/loading and Ovis2 checkpoint corruption are different issues." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "Qwen3 MoE FP8 loading problems are a separate bug from broad remote_code breakages." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM loading failure and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Voxtral AutoTokenizer messaging and EST-RoBERTa tokenizer loading are different problems." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "A specific MobileLLM key error does not match the broad remote_code regression." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are ZeRO-3/Qwen-family loading issues, but the model variants and failure details differ too much to call them the same bug." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": true, + "reason": "Same unexpected `_is_hf_initialized` argument path breaking model loading under init-empty/quantized initialization." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Different models and different checkpoint-loading failures; no concrete shared root cause is evident." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "RLHF gradient explosion from SDPA/BF16 fallback is unrelated to the flash_attention `s_aux=None` crash." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Bad Voxtral tokenizer error handling and a specific sleng-bert load failure are not the same issue." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Qwen3 MoE weight-conversion problems and GAS gradient averaging issues are separate training/loading bugs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative. The overall characterization as a loose cluster of loading/regression issues is supported, and the accepted soft pairs are plausible near-duplicates or direct duplicates by title/body context. No pair verdict appears 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": 13, + "review_unit_index": 4, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41093", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43720", + "issue:43824", + "issue:43828", + "issue:43872", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44479", + "issue:44530", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45313", + "issue:45325", + "issue:45357", + "issue:45538", + "issue:45584" + ], + "soft_pairs": [ + "issue:36331|issue:41093", + "issue:41093|issue:44805", + "issue:43872|issue:45538", + "issue:44479|issue:44560", + "issue:44530|issue:44863", + "issue:43366|issue:43828", + "issue:24643|issue:30064", + "issue:44155|issue:45584", + "issue:43366|issue:43531", + "issue:43550|issue:44910", + "issue:43645|issue:43646", + "issue:43950|issue:45325", + "issue:44560|issue:44918", + "issue:43366|issue:44589", + "issue:43824|issue:43957", + "issue:42915|issue:43957", + "issue:42617|issue:43366", + "issue:38175|issue:43994", + "issue:43646|issue:43950", + "issue:44560|issue:44805", + "issue:36010|issue:42915", + "issue:43638|issue:44661", + "issue:44877|issue:45030", + "issue:43596|issue:44661", + "issue:43317|issue:44756", + "issue:43644|issue:44534", + "issue:45313|issue:45357", + "issue:38175|issue:39692", + "issue:42491|issue:43720", + "issue:44960|issue:44977" + ], + "prepared_review_unit_hash": "a7cb6d668c1a9a761026b92561e22fbcc568db0d68f2c23abf1ed39cacb08b16", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36150, + "estimated_input_tokens": 9038, + "estimated_eval_tokens": 18332 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Conservative dedupe pass: I kept the clearly same-bug non-persistent-buffer pair and rejected the looser model-family similarities, especially the Qwen3.5 and SigLIP2 pairs where the titles point to related regressions but not the same concrete failure mode.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43644 is the clearest broad regression report in the set: it names the non-persistent buffer corruption directly and has a near-identical follow-up in issue:44534.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the best single issue to keep because it is specific, reproducible, and captures a broad Transformers v5 regression rather than a model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Different failures: custom trainer signature mismatch vs. tensor mask shape IndexError." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "Same error shape family, but the titles are too generic to confirm the same underlying bug or code path." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated: bitsandbytes constructor incompatibility vs. tokenizer max-length configuration." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both mention Qwen video paths, but one is a v5.3.0 video-input regression and the other is a StopIteration in video embedding handling; not enough to call them the same bug." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different subsystems: PagedAttention/Qwen3.5 cache crash vs. NemotronH checkpoint loading." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Different bugs: GGUF gpt-oss support vs. dtype mismatch under autocast." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Completely different problems: DeepSpeed training weight shape vs. segmentation map processing." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "Different audio bugs: batched leakage across tracks vs. empty transcription after token alignment." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Different Qwen-related issues, but not the same concrete bug." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different attention failures: torch.compile/SDPA on Bamba vs. Flash Attention position_ids handling on Qwen3.5." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": false, + "reason": "Both involve custom model initialization, but one is notebook-specific and the other is a broader initialization regression; the evidence is not strong enough to treat them as the same bug." + }, + { + "left": "issue:43950", + "right": "issue:45325", + "accept": false, + "reason": "Non-persistent buffer corruption vs. Qwen2.5-VL rope-index scaling are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both are Qwen3.5/video-adjacent, but one is a video StopIteration regression and the other is SFT embedding unpacking." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated: GGUF architecture support vs. missing Float8 storage type." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Different import/load failures; no clear shared code path." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Different bugs: FineGrainedFP8 Qwen3Moe failure vs. meta-device loading regression." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Different issues: 3d_parallel.py execution vs. GGUF gpt-oss support." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but the titles only show related SigLIP2 output failures, not the same concrete regression or code path." + }, + { + "left": "issue:43646", + "right": "issue:43950", + "accept": false, + "reason": "Custom model initialization is a different bug from non-persistent buffer corruption." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different failures: video StopIteration vs. mask/tensor shape mismatch IndexError." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to Qwen3Moe FP8 loading." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Different code paths: Deepspeed/Bert zero3 index error vs. tokenizer mapping constraint in add-new-model-like." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both are config-validation related, but they concern different models and different validation failures." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "IndexError under ZeRO-3 Bert loading is unrelated to TOKENIZER_MAPPING_NAMES handling." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Different bugs: offload/dequantized load failure vs. mmap OOM on Strix Halo." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same Transformers v5 non-persistent-buffer regression; 44534 is essentially a rephrasing of the same bug." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Different Qwen3.5 issues: ZeRO-3 language_model loading vs. incorrect visual encoder keys on save_pretrained." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Same model family, but 39692 is a broader documentation-example report with extra quantization issues, not the same concrete inference bug." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different problems: Qwen3_moe LoRA compatibility across branches vs. BitNet packed-weight loading." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failure modes; no evidence of the same underlying bug." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is mostly grounded, but a few soft-edge acceptances read too strong for the evidence in the packet. In particular, issue:44479 vs issue:44560 and issue:38175 vs issue:43994 look like related model/family regressions, but the titles alone do not justify calling them the same bug or same regression with confidence. issue:43645 vs issue:43646 is closer, but still not strongly evidenced beyond both mentioning custom model initialization. The rejected pairs are generally conservative and well supported by the titles, and the canonical issue choice issue:43644 is reasonable." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 5, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43381", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44488", + "issue:44661", + "issue:44683", + "issue:44743", + "issue:44756", + "issue:44910", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45588" + ], + "soft_pairs": [ + "issue:44451|issue:44488", + "issue:43708|issue:44075", + "issue:43854|issue:43931", + "issue:43856|issue:43873", + "issue:42491|issue:45276", + "issue:41720|issue:42915", + "issue:43257|issue:43854", + "issue:39692|issue:43994", + "issue:44488|issue:44991", + "issue:45362|issue:45406", + "issue:43644|issue:43645", + "issue:42915|issue:44756", + "issue:43856|issue:44387", + "issue:44661|issue:44683", + "issue:42491|issue:43931", + "issue:44910|issue:45588", + "issue:43404|issue:43454", + "issue:42491|issue:43856", + "issue:45276|issue:45335", + "issue:36010|issue:39404", + "issue:44164|issue:44291", + "issue:44402|issue:44488", + "issue:41720|issue:44155", + "issue:43873|issue:44387", + "issue:39692|issue:44960", + "issue:43425|issue:43957", + "issue:44387|issue:44756", + "issue:43854|issue:45216", + "issue:42947|issue:43381", + "issue:44292|issue:44912", + "issue:44291|issue:44756", + "issue:45276|issue:45292", + "issue:44743|issue:44960", + "issue:43381|issue:44928", + "issue:43957|issue:44756", + "issue:44164|issue:44756", + "issue:43646|issue:43708" + ], + "prepared_review_unit_hash": "7b90a6d2720e25a5781b7c9efcf5d1b832c09a5aba6c16dbf97fd47a4cfa15a9", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 37, + "serialized_chars": 38107, + "estimated_input_tokens": 9527, + "estimated_eval_tokens": 19310 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is still mostly heterogeneous. The only clear soft duplicate remains the resize_token_embeddings regression pair; the BERT loading pair should be rejected as too speculative without stronger evidence that the root cause is shared.", + "confidence": 0.81, + "canonical_issue_reason": "issue:43646 is still the best anchor because it describes the broadest Transformers 5.x initialization regression in the set, while most other issues are narrower model-specific failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43646 is the most representative issue overall for the cluster because it captures a general upstream regression rather than a single model or checkpoint edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are BERT-model loading failures, but the packet only shows similar symptoms, not the same tokenizer/config root cause." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Different bugs: checkpoint-resume step math versus SGD argument handling." + }, + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Both are load failures, but on different models with different reported mismatch behavior." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "Quantization/memory-related, but the symptoms and code paths are not the same bug." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Unrelated: LoRA branch-compatibility versus resize_token_embeddings propagation." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Same family name is not enough; one is an auto device-map assert and the other is a FineGrainedFP8 loading failure." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different model families and different failure modes." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but docs/example errors and bad inference outputs are not clearly one underlying defect." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer/loading complaints, but for different models and likely different causes." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different models and different components: chat crash versus serve-time processor attribute error." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers 5.0.0 regressions, but one is buffer initialization and the other is custom model init in notebooks." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Unrelated bugs: Qwen3 MoE FP8 failure versus mmap/OOM avoidance on Strix Halo." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory/quantization, but the concrete failures differ." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Different areas entirely: tokenizer mapping helper versus compiled flex_attention on newer torch." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different model families and failure types; no shared concrete bug." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Both touch attention code, but one is a position_ids packing bug and the other is an s_aux=None AttributeError." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both mention lm_head tying, but the reports do not identify the same implementation bug." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": true, + "reason": "Very close duplicates: both report resize_token_embeddings not updating downstream embeddings/output weights." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Unrelated issues: a GenerationMixin import failure versus Whisper pipeline return_language behavior." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Different problems: extra_state handling versus init_empty_weights argument compatibility." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Different symptoms: tokenizer vocab mismatch versus a model loading failure." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Different models and bugs: device-mapping assert versus batched inference leakage." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both are quantization/memory issues, but they are different failure mechanisms." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "No meaningful overlap beyond being model-specific issues." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch-version incompatibility versus meta-device loading failures are distinct regressions." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Different OOM causes and different subsystems." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different models and different persistence/loading behaviors." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both mention gradient checkpointing, but one is ineffectiveness with PEFT LoRA and the other is eval-mode prohibition." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different quantization/model issues with different failure modes." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "init_empty_weights constructor mismatch is unrelated to mmap-related OOM." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Different regressions: custom model initialization versus trainer resume/max_steps calculation." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Rejecting because one accepted soft-edge verdict is a bit too speculative for the packet. For issue:44451 vs issue:44488, the titles only support that both are recent model-loading failures on BERT checkpoints; the claim that they are 'likely the same tokenizer/config regression' is not grounded in the packet. The other verdicts look appropriately conservative, and the overall summary is reasonable, but this accepted pair overstates the evidence." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 6, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:32090", + "issue:36032", + "issue:39404", + "issue:40990", + "issue:42947", + "issue:43257", + "issue:43299", + "issue:43421", + "issue:43425", + "issue:43452", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43645", + "issue:43716", + "issue:43828", + "issue:43856", + "issue:43883", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44265", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45292", + "issue:45335" + ], + "soft_pairs": [ + "issue:44479|issue:44877", + "issue:45292|issue:45335", + "issue:44402|issue:44451", + "issue:43645|issue:44164", + "issue:43257|issue:44863", + "issue:43425|issue:43828", + "issue:43828|issue:43957", + "issue:44589|issue:44756", + "issue:43931|issue:44863", + "issue:43906|issue:44530", + "issue:43611|issue:43645", + "issue:43425|issue:43716", + "issue:39404|issue:44912", + "issue:44530|issue:45084", + "issue:43901|issue:44509", + "issue:43299|issue:43931", + "issue:44265|issue:44898", + "issue:44479|issue:44805", + "issue:43994|issue:44079", + "issue:44671|issue:44991", + "issue:43425|issue:44918", + "issue:43856|issue:44756", + "issue:43596|issue:44683", + "issue:44589|issue:45084", + "issue:39404|issue:44671", + "issue:40990|issue:42947", + "issue:36032|issue:43452", + "issue:44991|issue:45081", + "issue:32090|issue:39404", + "issue:43582|issue:43632", + "issue:43957|issue:44164", + "issue:40990|issue:43421", + "issue:43883|issue:44488", + "issue:44164|issue:44479", + "issue:44488|issue:45081" + ], + "prepared_review_unit_hash": "cb359d454483fdc89b42461521f1586bb0699f18236cc26c4ff548be2b93f336", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38222, + "estimated_input_tokens": 9556, + "estimated_eval_tokens": 19368 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose set of unrelated Transformers issues, many about v5 regressions and model/tokenizer loading. The only clear duplicate-style match is the resize_token_embeddings/output_embeddings pair; the rest are too model- or failure-mode-specific to merge.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45292 is the more general statement of the resize_token_embeddings regression, while issue:45335 is a model-specific instance of the same output-embedding update bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the clearest canonical issue for the one strong duplicate pair in this cluster: it is broader, concise, and describes the underlying behavior without the t5gemma-specific framing.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Different regressions: video-input handling for Qwen VL models vs strict config loading for granite_speech." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Same underlying bug: resize_token_embeddings is not propagating updates to the relevant output/decoder embeddings; one report is just model-specific." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Both are tokenizer-load complaints, but they involve different models and likely different root causes." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Custom-model initialization in notebooks and save/from_pretrained extra_state handling are different code paths and failure modes." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Different architectures and load failures: Qwen3 MoE conversion vs NemotronH checkpoint loading." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "A broad torch version incompatibility is not the same concrete bug as the Phi-tiny-MoE autocast dtype mismatch." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Both are dtype/loading-related, but one is autocast on a specific model and the other is meta-device loading; not the same bug." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Storage-type lookup failure and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44863", + "accept": false, + "reason": "Different model-loading failures with different models and error signatures." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "An isolated reproduction issue and a PagedAttentionCache crash are not the same underlying change or bug." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both are v5 regressions around model handling, but one is base_model_prefix-specific and the other is notebook custom-model initialization; too different to merge." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch compatibility and a Mistral-3 preprocessing dtype mismatch are different problems." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline return_language and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "A Qwen3.5 PagedAttentionCache crash and a template-node compilation TypeError are different failures." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs issues, but they describe different pipeline documentation mismatches and should not be merged." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both concern Qwen3-VL loading, but the reports point to different failure modes and likely different fixes." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export/torch_compilable_check and Perceiver interpolation failures are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Different shape of bug: a video-input regression versus a generic mask/tensor shape mismatch." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Incorrect model outputs and ModelOutput key assignment are different bugs." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT MLM predictions and a tokenizer-loading failure for another model are not the same issue." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch version compatibility and Qwen3.5 embedding unpacking in TRL SFT trainer are separate problems." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Memory inefficiency in Qwen3 MoE training is not the same as disabling mmap to avoid OOM on Strix Halo." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Deepspeed ZeRO-3 init crash and compiled flex_attention torch >= 2.9 failure are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Different TypeErrors in different subsystems; no shared concrete code path." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline language return and CamemBERT MLM prediction issues are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Extremely high perplexity and gradient checkpointing ineffectiveness are different bug classes." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "Tokenizer method-name conflict and gguf_file loading breakage are distinct tokenizer/model-loading issues." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer loading failure and Mistral regex patch crash are different concrete bugs." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error and Whisper pipeline return_language regression are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and _is_hf_initialized flag regression are different issues." + }, + { + "left": "issue:43957", + "right": "issue:44164", + "accept": false, + "reason": "Meta-device model loading breakage and extra_state save/load handling are separate problems." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "High perplexity on a model and tokenizer post-processor updates are not the same bug." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys on MolmoForCausalLM and a tokenizer loading failure for another model are unrelated." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer loading failure and Mistral regex patch crash are different concrete failures." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer NoneType broadcast error and Whisper return_language regression are unrelated." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and _is_hf_initialized breakage are different issues." + }, + { + "left": "issue:43957", + "right": "issue:44164", + "accept": false, + "reason": "Meta-device loading and extra_state persistence issues do not share the same underlying bug." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Current-version tokenizer loading failure and Mistral regex patch crash are different issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The accepted duplicate pair, issue:45292 and issue:45335, is well supported by the titles and the high soft-similarity score. The rest of the pairwise verdicts are appropriately cautious and do not overstate shared root causes." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 7, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:42915", + "issue:42947", + "issue:43262", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43425", + "issue:43452", + "issue:43482", + "issue:43540", + "issue:43541", + "issue:43611", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43825", + "issue:43883", + "issue:43994", + "issue:44206", + "issue:44220", + "issue:44403", + "issue:44451", + "issue:44466", + "issue:44488", + "issue:44530", + "issue:44534", + "issue:44610", + "issue:44756", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45161", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45507", + "issue:45584" + ], + "soft_pairs": [ + "issue:43425|issue:45161", + "issue:43611|issue:43644", + "issue:44811|issue:45584", + "issue:44488|issue:44987", + "issue:44206|issue:44220", + "issue:43716|issue:45084", + "issue:34567|issue:40444", + "issue:43883|issue:44991", + "issue:42947|issue:44756", + "issue:43644|issue:43646", + "issue:43643|issue:44530", + "issue:44451|issue:44987", + "issue:43452|issue:43482", + "issue:36032|issue:42915", + "issue:43317|issue:43482", + "issue:43541|issue:45084", + "issue:42915|issue:44530", + "issue:39404|issue:43825", + "issue:43404|issue:44466", + "issue:44849|issue:45325", + "issue:36032|issue:43645", + "issue:43262|issue:43377", + "issue:44987|issue:44991", + "issue:45084|issue:45507", + "issue:43646|issue:44534", + "issue:43645|issue:44534", + "issue:43994|issue:44610", + "issue:45216|issue:45357", + "issue:43322|issue:43540", + "issue:44403|issue:45081", + "issue:44451|issue:45081" + ], + "prepared_review_unit_hash": "13bb29d44b922cb8c67478f609c60cd8c8845f66c87034fc097fb4514d51e851", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36324, + "estimated_input_tokens": 9081, + "estimated_eval_tokens": 18418 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous, with a few clear duplicate pairs centered on Transformers v5 regressions. The strongest matches are the non-persistent-buffer corruption reports, the GGUF loading regression reports, and the Qwen3.5 save_pretrained regression reports. Most other soft edges are different bugs in the same subsystem, not duplicates.", + "confidence": 0.58, + "canonical_issue_reason": "issue:44534 is the cleanest canonical for the non-persistent-buffer corruption bug: it is concise, specific, and matches 43644 nearly verbatim.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45216 is the strongest standalone issue overall: it has a clear regression framing, a specific model/version, and is broader than the later narrow follow-up in 45357.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43425", + "right": "issue:45161", + "accept": false, + "reason": "Different failures: Torch version incompatibility vs MoE tensor-parallel behavior." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is buffer serialization corruption." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Both involve Whisper token handling, but one is batch_decode skipping specials and the other is empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Both are model-loading failures, but for different models and different breakages." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Related audio code, but the titles point to different concrete failures and no shared bug is clear." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Unrelated: multimodal dtype mismatch versus Jinja/template compilation error." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "Trainer token accounting bug is unrelated to Qwen2.5-VL iterable-dataset image handling." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Both are loading-related, but they concern different models and different missing attributes/paths." + }, + { + "left": "issue:42947", + "right": "issue:44756", + "accept": false, + "reason": "Gradient checkpointing/LoRA is unrelated to mmap/OOM on Strix Halo." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 custom-model regressions, but one is buffer corruption and the other is custom model initialization." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "trust_remote_code config fields and Qwen3.5 PagedAttentionCache are unrelated bugs." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Different loading failures for different repositories; no shared underlying defect is evident." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": true, + "reason": "Both describe the same GGUF loading regression in v5; 43482 is a model-specific instance of the broader gguf_file breakage." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "Tokenizer method conflict and Qwen3Moe FP8 failure are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "GPU/CPU offload dequantization failure is not the same bug as GGUF loading regression." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Grouped_mm torch-dynamo tracing error is unrelated to template compilation." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Different model families and different runtime failures." + }, + { + "left": "issue:39404", + "right": "issue:43825", + "accept": false, + "reason": "Whisper return_language behavior and pipeline translation error messaging are distinct pipeline issues." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both involve lm_head/tied weights, but one is an untied-weight bug and the other is device-dependent serialization inconsistency." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 hidden-state output bug is unrelated to Qwen2.5-VL rope index scaling." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer class name conflict is unrelated to notebook custom-model initialization." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and MIMI padding-mask behavior are different issues." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are model-loading regressions, but for different models and likely different root causes." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template-node compilation error is unrelated to GraniteMoEHybrid method dispatch." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "These are different v5 regressions; 44534 is about buffer corruption, 43646 about custom model initialization." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook custom-model initialization is not the same bug as non-persistent-buffer junk." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Siglip2 inference quality and OmDet-Turbo input-size mismatch are unrelated." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Both report the same Qwen3.5 save_pretrained regression; 45357 is a later narrower follow-up about visual encoder keys." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Segmentation fault loading Llava Next and Qwen3OmniMoe video processing ValueError are different failures." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Loading noise and Mistral regex patch crashes are not the same underlying bug." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Different tokenizer-loading failures with different trigger conditions." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is generally grounded and conservative. The accepted duplicate pairs are well-supported by the titles, and the rejected soft edges mostly avoid overstating similarity. Minor phrasing in the summary is a bit broad, but not enough to undermine the evaluation." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 8, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:33666", + "issue:36032", + "issue:40444", + "issue:40990", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43404", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43531", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43742", + "issue:43818", + "issue:43819", + "issue:43856", + "issue:44062", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44479", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44829", + "issue:44877", + "issue:44987", + "issue:45020", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45325", + "issue:45357", + "issue:45479", + "issue:45538", + "issue:45542" + ], + "soft_pairs": [ + "issue:41553|issue:43582", + "issue:43377|issue:43819", + "issue:44220|issue:44683", + "issue:44265|issue:44610", + "issue:43404|issue:45127", + "issue:43632|issue:44756", + "issue:42915|issue:45084", + "issue:44987|issue:45081", + "issue:43296|issue:43531", + "issue:44479|issue:45325", + "issue:44062|issue:44987", + "issue:42915|issue:44291", + "issue:40990|issue:44811", + "issue:43611|issue:44534", + "issue:43317|issue:43856", + "issue:36032|issue:43742", + "issue:42175|issue:45542", + "issue:40444|issue:45325", + "issue:43632|issue:44534", + "issue:43531|issue:44877", + "issue:43421|issue:44568", + "issue:42915|issue:44589", + "issue:43818|issue:45357", + "issue:36032|issue:41720", + "issue:43425|issue:44403", + "issue:44683|issue:45020", + "issue:43482|issue:45538", + "issue:44829|issue:45479", + "issue:33666|issue:40444" + ], + "prepared_review_unit_hash": "f55736b054e714d11f2fc266a9e1952873ec57d84502b52cb0e3a5c575d83292", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36441, + "estimated_input_tokens": 9111, + "estimated_eval_tokens": 18478 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous, and none of the suggested soft pairs looks like a true duplicate. A few are superficially related by subsystem (especially Qwen/VL and tokenizer-loading issues), but the symptoms and code paths differ enough to keep them separate.", + "confidence": 0.92, + "canonical_issue_reason": "No clear canonical issue: the set spans many unrelated bugs across tokenizers, Qwen/VL, packaging, memory, and compiler behavior, so no single issue represents the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No best issue for deduplication; even the closest pairs only share a broad subsystem and are not the same underlying bug or change.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Tokenizer-loading error vs Apple Silicon allocator TypeError; unrelated subsystems and failures." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "Different models and code paths: MIMI batching/padding-mask bug vs DAC from_latents/STE mismatch." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction issue vs compiled flex_attention failure on torch>=2.9; not the same bug." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export/torch_compilable_check failure vs processor image-size mismatch; different layers of the stack." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both touch weight tying, but one is an untied lm_head in Mistral3 and the other is LoRA merge collapse with extended vocab; different underlying problems." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "Transformers v5 init flag regression vs mmap OOM on Strix Halo; unrelated issues." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs template-node compilation TypeError; no shared bug." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Both involve loading behavior, but one is a model load regression and the other is a tokenizer regex patch crash; not the same fix." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL/vLLM model load failure vs Qwen3-MoE sliding_window issue; different models and failure modes." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Closely related Qwen-VL area, but one is a broad video-input regression across several models and the other is a still-image temporal-position scaling bug; not clearly mergeable." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken keyword-argument error vs loading physical-intelligence/fast on recent transformers; only loosely related to tokenizer/model loading." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Different regressions: FineGrainedFP8Config failure vs unexpected _is_hf_initialized argument with init_empty_weights." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity anomaly on GPT-OSS vs Whisper batch_decode skip_special_tokens bug; unrelated." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Both are transformers v5 regressions, but one concerns base_model_prefix loading and the other non-persistent buffers; separate issues." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "device_map/offload loading failure vs Qwen3 MoE training memory inefficiency; different problem statements." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5 tokenizer add_special_tokens conflict vs MobileLLM key error; no shared underlying bug." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both mention TensorFlow backend packaging, but one is missing TF in the torch extra and the other is an undefined tf-backend runtime error with tensorboard-only installs." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Multiple-images iterable-dataset failure vs still-image temporal-position scaling bug; same model family, different bug." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Different transformers v5 regressions with different symptoms and code paths." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug vs granite_speech strict-config loading failure; unrelated." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Runtime special-token/post-processor update feature vs mdeberta tokenizer BOS/EOS regression; not the same issue." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3Moe FP8 config failure vs missing Float8 storage object; only loosely related to FP8/quantization." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA tower/weight-sharing bug vs Qwen3.5 save_pretrained key regression; different models and fixes." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer method conflict vs Qwen3 auto device mapping cudaErrorAssert; unrelated." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version compatibility complaint vs generic transformer-loading noise; not the same bug." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 vs remote_code breakages in recent transformers; different failure classes." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF loading with transformers v5 vs CLIPTokenizer model_max_length constant; unrelated." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Degenerate training with flash_attention_3 vs zero-loss single-label classification bug; different model behaviors and causes." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Multi-GPU training request for Qwen2-VL vs Qwen2.5-VL iterable-dataset multi-image failure; not the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 9, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:35707", + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43454", + "issue:43482", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43701", + "issue:43746", + "issue:43749", + "issue:43792", + "issue:43828", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44387", + "issue:44403", + "issue:44466", + "issue:44488", + "issue:44534", + "issue:44589", + "issue:44617", + "issue:44683", + "issue:44898", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45381", + "issue:45491", + "issue:45563" + ], + "soft_pairs": [ + "issue:44403|issue:44991", + "issue:43792|issue:44589", + "issue:44079|issue:44534", + "issue:35707|issue:40444", + "issue:43377|issue:45491", + "issue:43482|issue:43525", + "issue:44291|issue:44589", + "issue:43749|issue:44079", + "issue:44079|issue:45072", + "issue:43644|issue:44079", + "issue:40444|issue:45381", + "issue:44265|issue:45072", + "issue:43881|issue:44488", + "issue:43632|issue:45072", + "issue:43531|issue:44291", + "issue:45325|issue:45381", + "issue:41720|issue:45081", + "issue:43611|issue:43646", + "issue:42175|issue:43296", + "issue:43454|issue:44466", + "issue:43994|issue:44898", + "issue:43828|issue:44683", + "issue:44387|issue:44617", + "issue:42915|issue:43482", + "issue:43526|issue:43883", + "issue:43792|issue:43957", + "issue:43701|issue:45325", + "issue:43262|issue:43746", + "issue:43632|issue:45563", + "issue:43881|issue:44991", + "issue:43317|issue:43873" + ], + "prepared_review_unit_hash": "a625c7bab67ba8ee5e9abf6652757c819d4adc522869f080645ca0ae87287cd4", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36406, + "estimated_input_tokens": 9102, + "estimated_eval_tokens": 18460 + }, + "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 and model-specific bugs that only loosely overlap on broad themes like v5 loading/init, quantization/offload, or multimodal position ids. I do not see any pair that is clearly the same underlying bug, so I would not merge any soft edges.", + "confidence": 0.66, + "canonical_issue_reason": "Issue 43632 is the best representative because it is a broad Transformers v5 initialization regression and sits closest to several other v5-related loading/init reports in this set, even though the cluster is not a true duplicate group.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43632 is the strongest single issue to anchor the cluster: it is broad, clearly version-regression oriented, and most suitable as the central representative among these mostly distinct bug reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Both concern loading behavior, but one is about noisy model-loading logs and the other is a tokenizer-loading failure for a specific checkpoint; different bugs." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure and Float8 storage lookup error are different failure modes with no clear shared code-path." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer serialization are unrelated internals." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values and Qwen2.5-VL multi-image IterableDataset failure are different workflows and bugs." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both mention batching/padding, but one is a MIMI encoder padding-mask issue and the other is Gemma3 sliding-window NaNs; not the same bug." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure and missing pad_token_id on Llama4Config are model-specific and unrelated." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Unexpected _is_hf_initialized arg during init_empty_weights is a different regression from the Float8 storage lookup failure." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and ModelOutput key handling do not share the same underlying bug." + }, + { + "left": "issue:44079", + "right": "issue:45072", + "accept": false, + "reason": "ModelOutput key assignment and bfloat16 dtype mismatch are separate issues." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer junk in v5 is unrelated to ModelOutput key bookkeeping." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "Both involve Qwen2.5-VL, but one is multi-image finetuning and the other is video vision_position_ids; different code paths." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export/torch_compilable_check and bfloat16 inference dtype mismatches are distinct problems." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "glm-4v-9b loading failure and sleng-bert loading failure are separate model-specific regressions." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized regression and bfloat16 dtype mismatch are different v5 breakages." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights argument handling are unrelated." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "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 clearly the same defect." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 auto device-mapping CUDA assert and Mistral tokenizer regex patch crash are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 loading/init regressions, but one is about base_model_prefix and the other custom model initialization; not clearly the same bug." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "TensorFlow backend packaging and PaddleOCR-VL loading in vLLM are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "lm_head tying failure and device-dependent lm_head serialization are adjacent themes but different bugs." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and Perceiver non-default resolution failure are different model-specific issues." + }, + { + "left": "issue:43828", + "right": "issue:44683", + "accept": false, + "reason": "Autocast dtype mismatch and compiled flex_attention failure on torch>=2.9 are separate incompatibilities." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Quantization memory regression and Sam3Video OOM are not the same underlying issue." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen2.5-GGUF loading failure are different model/config problems." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug and Molmo tied-weights attribute error are unrelated." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper-large-v2 runtime failure and meta-device loading breakage affect different subsystems." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint resume key mismatch and Qwen2.5-VL rope-index scaling are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio processor chat-template sampling rate default and GraniteSpeech PEFT checkpoint loading are different bugs." + }, + { + "left": "issue:43632", + "right": "issue:45563", + "accept": false, + "reason": "Non-persistent buffer initialization and stale num_return_sequences warning are not the same issue." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different model-loading failures for different checkpoints; no shared concrete bug." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both mention offloading/quantization, but one is dequantized model loading with gpu+cpu offload and the other is a broader offloading complaint; not clearly 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": 13, + "review_unit_index": 10, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:36331", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43296", + "issue:43316", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43749", + "issue:43792", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44423", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44918", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45406", + "issue:45584" + ], + "soft_pairs": [ + "issue:40990|issue:45584", + "issue:43606|issue:44265", + "issue:34634|issue:35707", + "issue:44291|issue:44877", + "issue:44186|issue:44265", + "issue:43606|issue:43819", + "issue:44610|issue:45325", + "issue:35707|issue:41720", + "issue:43454|issue:43550", + "issue:43377|issue:44898", + "issue:43454|issue:45072", + "issue:43377|issue:44610", + "issue:39692|issue:40444", + "issue:44466|issue:45357", + "issue:43749|issue:44534", + "issue:43792|issue:44683", + "issue:43296|issue:44991", + "issue:43296|issue:44877", + "issue:41720|issue:43322", + "issue:43454|issue:43720", + "issue:43404|issue:45357", + "issue:41720|issue:44977", + "issue:43526|issue:43881", + "issue:44423|issue:45406", + "issue:44186|issue:45072", + "issue:43873|issue:44756", + "issue:43577|issue:43708", + "issue:42617|issue:42915", + "issue:44877|issue:44991", + "issue:43550|issue:43720", + "issue:44610|issue:44898", + "issue:44479|issue:44918", + "issue:44186|issue:44610", + "issue:36331|issue:42915", + "issue:36331|issue:42617", + "issue:43316|issue:44913" + ], + "prepared_review_unit_hash": "d6209d5c4adf087de1da8085669f7ce20494a4c9ee82bf1fdcfe2054eeea2e4c", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 36, + "serialized_chars": 37996, + "estimated_input_tokens": 9499, + "estimated_eval_tokens": 19254 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These reports are mostly unrelated bug tickets; the soft-similarity links are broad-topic matches rather than true duplicates, so none should be merged.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43873 is the broadest current report in the set, centered on offloading/quantization behavior and already attracting references, so it is the best anchor if one issue must represent the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the strongest global issue candidate because it is open, broadly phrased, and likely to absorb related offloading/quantization reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "Different failures: high perplexity on a model/eval setup vs empty-transcription generation after token alignment." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU-offload device mismatch is unrelated to torch.export failures around torch_compilable_check." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Bark voice preset loading is a different path from progressive generation with inputs_embeds and past_key_values." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected init arg during init_empty_weights is unrelated to strict config blocking granite_speech." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crashes on NER/padding are not the same bug as export failures from torch_compilable_check." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Offload device mismatch and DAC latent reconstruction mismatch are separate code paths and symptoms." + }, + { + "left": "issue:44610", + "right": "issue:45325", + "accept": false, + "reason": "Processor/model input-size mismatch is unrelated to Qwen2.5-VL temporal position ID scaling." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Inputs_embeds generation issues are not the same as Qwen3 auto device-mapping CUDA asserts." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "Weight tying in AyaVision is unrelated to Bamba torch.compile failures with SDPA." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Missing padding-mask support in MIMI encoder is a different bug from Perceiver non-default resolution failures." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "AyaVision lm_head tying and bfloat16 dtype mismatches in wrappers are different defects." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "MIMI batched-vs-single padding behavior is not the same as OmDet processor size mismatch." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 doc example errors and Qwen2.5-VL multi-image finetuning failures are different multimodal issues." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Inconsistent lm_head serialization by device is different from saving wrong visual encoder keys." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and non-persistent buffer junk are both loading-related but not the same concrete bug." + }, + { + "left": "issue:43792", + "right": "issue:44683", + "accept": false, + "reason": "Whisper model loading/can't-run report is unrelated to compiled flex_attention breaking on torch>=2.9." + }, + { + "left": "issue:43296", + "right": "issue:44991", + "accept": false, + "reason": "PaddleOCR-VL loading failure is a model-specific load issue, not tokenizer loading for est-roberta." + }, + { + "left": "issue:43296", + "right": "issue:44877", + "accept": false, + "reason": "PaddleOCR-VL model loading and strict config rejection of granite_speech are different failures." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3 auto device-mapping CUDA asserts are unrelated to Llava Next segfaults." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "AyaVision weight tying and BitNet packed-weight unpacking are separate model-initialization problems." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Mistral3 lm_head tying affects generation, while Qwen3.5 save_pretrained saves wrong visual keys." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "CUDA assert on device mapping is not the same as flash-attention generation regression." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BEiT reduce_labels returning one label is unrelated to glm-4v-9b loading failure." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Continuous-batching crash with multimodal inputs is a different processor/API bug than Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crashes for LayoutLMv2 are unrelated to dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both are memory/offload themed, but one is quantized offloading behavior while the other is mmap OOM on Strix Halo." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Blip2 dtype staying float32 and resume_from_checkpoint max_steps miscalculation are unrelated trainer/model-loading issues." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py runtime failure and Qwen3Moe FineGrainedFP8Config failure are different scripts and code paths." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading for granite_speech is not the same as tokenizer loading failure for est-roberta." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Torch.compile SDPA failure in Bamba and packed-weight unpacking in BitNet are distinct mechanisms." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "OmDet-Turbo input-size mismatch and Perceiver non-default-resolution failure are different vision preprocessing bugs." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Video-input regression in Qwen models is unrelated to trl SFT input-embedding unpacking." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "LayoutLMv2 tokenizer crashes and OmDet image-size mismatch do not share the same underlying bug." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "CustomTrainer compute_loss signature drift is unrelated to Qwen3Moe FP8 config failures." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Unexpected num_items_in_batch in compute_loss is a trainer API issue, not a 3d_parallel.py runtime problem." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy and GPTNeoX rotary_pct reload behavior are different configuration 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": 13, + "review_unit_index": 11, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:30064", + "issue:33357", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42617", + "issue:42886", + "issue:42915", + "issue:43317", + "issue:43322", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43927", + "issue:44186", + "issue:44292", + "issue:44361", + "issue:44368", + "issue:44479", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44625", + "issue:44671", + "issue:44743", + "issue:44843", + "issue:44898", + "issue:45059", + "issue:45072", + "issue:45161", + "issue:45357", + "issue:45381", + "issue:45406", + "issue:45464", + "issue:45479" + ], + "soft_pairs": [ + "issue:44671|issue:44743", + "issue:42915|issue:43317", + "issue:43550|issue:43606", + "issue:41720|issue:42617", + "issue:43531|issue:43572", + "issue:44292|issue:44479", + "issue:41720|issue:45161", + "issue:43540|issue:43782", + "issue:43388|issue:45059", + "issue:44186|issue:44361", + "issue:41720|issue:43873", + "issue:42915|issue:43322", + "issue:36010|issue:42617", + "issue:45406|issue:45464", + "issue:44514|issue:44545", + "issue:36331|issue:41720", + "issue:33357|issue:35707", + "issue:41720|issue:43746", + "issue:43606|issue:43720", + "issue:30064|issue:34634", + "issue:44492|issue:44509", + "issue:43550|issue:43653", + "issue:44368|issue:45357", + "issue:44625|issue:45479", + "issue:43421|issue:43927", + "issue:43606|issue:43653", + "issue:34567|issue:35707", + "issue:43782|issue:45381", + "issue:34634|issue:41720", + "issue:44898|issue:45072", + "issue:42886|issue:44843", + "issue:43421|issue:43653" + ], + "prepared_review_unit_hash": "0a37bbca6e906f2f303caa8d777a179a5865320a09af14446a998abd896530aa", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37344, + "estimated_input_tokens": 9336, + "estimated_eval_tokens": 18928 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; only two soft-duplicate subgroups are convincing: the identical Qwen2_5_VLProcessor padding=False crash (44514/44545) and the HF_HUB_OFFLINE tokenizer/cache regression (42886/44843). The rest are different bugs despite some subsystem overlap.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 44843 is the clearest representative duplicate candidate: it names the concrete offline regression and root cause (_patch_mistral_regex calling model_info() unconditionally), with 42886 acting as the older symptom report of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "44843 is the most actionable issue in the cluster because it states the specific failing code path and captures the underlying offline-mode bug more precisely than the symptom-only report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "Different models and failure modes: masked-LM prediction regression vs recurrent cache-state reset." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Both involve quantization/loading, but one is a FineGrainedFP8Config failure and the other is dequantized model offload with device_map=auto; not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Unrelated failures in different models: SDPA/torch.compile vs CPU offload device mismatch." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Different code paths and symptoms; auto device mapping cuda assert is not the same as failing 3d_parallel.py." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Different model/config bugs: Qwen3-MoE sliding window behavior vs StableLmConfig missing pad_token_idx." + }, + { + "left": "issue:44292", + "right": "issue:44479", + "accept": false, + "reason": "Both are Qwen-related, but one is NVFP4 execution failure and the other is a video-input regression across several VL/MoE models." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both touch parallelism, but one is an auto device-map CUDA assert and the other is a TP-only GPT-OSS MoE issue." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Different failures: video processing error in Qwen3OmniMoe vs weight_only loading error in Qwen3VL." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Different subsystems and symptoms; metric gathering label truncation is not the same as SAM3 text/box behavior." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer issues, but they affect different models and failure modes; not the same underlying bug." + }, + { + "left": "issue:41720", + "right": "issue:43873", + "accept": false, + "reason": "Related to offloading/parallelism broadly, but the concrete failures differ: CUDA assert vs quantization offloading behavior." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Different models and errors; Qwen3Moe FP8 loading is not the same as Llava Next segfault." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "Unrelated issues: GenerationMixin import error vs a runtime script failure." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Different components and symptoms: serve crashes on Gemma4Processor vs streaming chat/completions failure on Qwen3.5-0.8B." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Exact same title and crash scenario in Qwen2_5_VLProcessor.apply_chat_template with padding=False; clear duplicate." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Different trainer API signature issue vs model-loading/device-map failure." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS bus error on CLIP loading is unrelated to progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Different models and bugs; device-map CUDA assert is not the same as PEFT adapter local-checkpoint loading." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both are loading/offload related, but they concern different models and concrete mechanisms (CPU offload mismatch vs packed-weight unpacking)." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Completely different components: image processor segmentation maps vs BarkProcessor voice_preset." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategies is not the same as stale docs mentioning removed pipeline tasks." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Different bugs in different models; torch.compile+SDPA failure is not the same as BigBirdTokenizer special-token registration." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "One is a tie_word_embeddings warning during fine-tuning; the other is incorrect visual encoder keys saved by Qwen3.5." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Both involve classification config, but one is Qwen3.5 num_labels propagation and the other is a broader zero-loss bug with num_labels=1." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Both touch token/config handling, but one is runtime post-processor updates and the other is save/load token ID loss causing generation IndexError." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Different tokenizer/model bugs; CPU offload device mismatch is unrelated to mask-token registration." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token counting is unrelated to progressive generation with past_key_values." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen multimodal bugs: weight_only load failure vs incorrect video vision_position_ids." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset failure is unrelated to Qwen3 auto device mapping CUDA asserts." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different model/runtime issues: Perceiver interpolation failure vs dtype mismatch in bfloat16 inference." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": true, + "reason": "Same underlying HF_HUB_OFFLINE/cache regression; 44843 pinpoints the root cause in _patch_mistral_regex while 42886 reports the symptom." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both involve special tokens, but one is runtime post-processor updating and the other is a missing special-token registration in BigBirdTokenizer; not the same bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is well grounded in the packet and stays conservative overall. The two accepted duplicate pairs are strongly supported by the titles and issue descriptions, and the rejected pairs are justified without overstating similarity. The canonical issue choice for 44843 over 42886 is also reasonable, since 44843 names the likely root cause while 42886 is the earlier symptom report." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 12, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:39692", + "issue:40444", + "issue:43335", + "issue:43381", + "issue:43421", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43596", + "issue:43618", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43720", + "issue:43746", + "issue:43756", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44220", + "issue:44451", + "issue:44488", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44661", + "issue:44671", + "issue:44811", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45081", + "issue:45183", + "issue:45356", + "issue:45381", + "issue:45479" + ], + "soft_pairs": [ + "issue:44451|issue:44991", + "issue:44062|issue:44451", + "issue:43381|issue:43844", + "issue:44918|issue:44936", + "issue:44077|issue:44625", + "issue:44987|issue:45042", + "issue:43531|issue:44589", + "issue:43994|issue:44671", + "issue:43421|issue:44186", + "issue:39692|issue:44610", + "issue:45081|issue:45356", + "issue:43525|issue:43531", + "issue:43596|issue:44220", + "issue:45183|issue:45479", + "issue:43746|issue:45381", + "issue:39692|issue:43873", + "issue:43618|issue:43697", + "issue:43540|issue:44008", + "issue:40444|issue:43746", + "issue:43746|issue:43873", + "issue:44220|issue:44661", + "issue:43716|issue:44008", + "issue:43335|issue:43756", + "issue:43720|issue:43819", + "issue:43653|issue:43720", + "issue:43421|issue:44811", + "issue:30064|issue:36010", + "issue:44843|issue:45081", + "issue:44062|issue:44488", + "issue:44186|issue:44898" + ], + "prepared_review_unit_hash": "01dbf964fcedf6fa8a918b74470fc8c51808f6d06af542b54f2d430c0e688634", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36377, + "estimated_input_tokens": 9095, + "estimated_eval_tokens": 18446 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are largely a heterogeneous mix of unrelated transformer/tokenizer/vision bugs; the soft-paired items share surface similarity but not the same underlying failure mode, so none should be merged as duplicates.", + "confidence": 0.71, + "canonical_issue_reason": "issue:45081 is the strongest representative issue here: it has a concrete crash, a specific root code path (`_patch_mistral_regex`), and multiple inbound references, making it the clearest standalone bug report in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45081 is the most suitable overall issue because it is well-scoped, actionable, and tied to a specific user-facing failure rather than a broad or ambiguous symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading failures, but for different models and likely different root causes; not the same bug." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "`AddedToken(..., special=...)` keyword conflict is a distinct tokenizer construction bug from model loading failure." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Eval-mode gradient checkpointing incompatibility and ZeRO-3 gradient blow-up are different training-path bugs." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Qwen3.5 embedding unpacking under TRL SFT is unrelated to a generic `train()` then `evaluate()` failure." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "A `post_init` policy issue in patchtsmixer is unrelated to Qwen3.5 `num_labels` propagation." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "A model-loading regression and a PIL backend torchvision dependency bug are different code paths and symptoms." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE `sliding_window` logic and missing Float8 storage support are unrelated failures." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "SigLIP2 AutoModel/pipeline nonsense outputs and CamemBERT masked-LM errors affect different models and mechanisms." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Runtime post-processor updates and LayoutLMv2Tokenizer padding/NER crashes are different tokenizer issues." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Doc-example model/processor mismatch is unrelated to OmDet-Turbo processor size mismatch." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both involve Mistral-related tokenizer handling, but one is a crash in `_patch_mistral_regex` and the other is codec/warning regression in Kimi-K2.5; not the same concrete bug." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing `pad_token_id` on `Llama4Config` is unrelated to a Qwen3-MoE sliding-window issue." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Deepspeed Zero-3/BertModel initialization and `_torch_extract_fbank_features()` are different failure modes in different subsystems." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Wrong XOR validation/error messaging is distinct from the zero-loss behavior when `num_labels=1`." + }, + { + "left": "issue:43746", + "right": "issue:45381", + "accept": false, + "reason": "PEFT local-checkpoint loading and Qwen2.5-VL video position ids are unrelated bugs." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 documentation errors are unrelated to quantization/offloading behavior." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Missing CLIP attentions assignment and RTDetrV2 output drift are different model regressions." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3OmniMoe video-processing failure and Gemma3n audio-mask name collision are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:43746", + "accept": false, + "reason": "IterableDataset multi-image finetuning and PEFT adapter local loading are different problems." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "PEFT adapter checkpoint loading and quantization offloading are separate loading-path issues." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Fbank feature extraction and `add-new-model-like` tokenizer-mapping logic are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Image-preprocessor dtype mismatch and Gemma3n audio field collision are different multimodal bugs." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Sparse-layer config creation and Smollm3 RoPE-layer dropping are unrelated model-configuration issues." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Packed-weights loading and DAC `from_latents`/forward mismatch are different bugs in different models." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Mask-token special registration and packed-weight unpacking are unrelated tokenizer vs loading issues." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Updating tokenizer post-processors at runtime is unrelated to Whisper `batch_decode` ignoring `skip_special_tokens`." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Void segmentation map handling in an image processor and a `GenerationMixin` import error are unrelated." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both touch Mistral tokenizer plumbing, but one is offline-mode `model_info()` access and the other is a backend-tokenizer attribute crash; they are not the same concrete failure." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "`AddedToken` keyword duplication and loading `cjvt/sleng-bert` are different tokenizer issues." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "LayoutLMv2Tokenizer crashes and Perceiver non-default-resolution failures are unrelated model families and code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 13, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42175", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43643", + "issue:43644", + "issue:43650", + "issue:43653", + "issue:43749", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43927", + "issue:43994", + "issue:44060", + "issue:44186", + "issue:44368", + "issue:44442", + "issue:44448", + "issue:44485", + "issue:44509", + "issue:44561", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44821", + "issue:44877", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45381", + "issue:45406" + ], + "soft_pairs": [ + "issue:43550|issue:45072", + "issue:43550|issue:43927", + "issue:43540|issue:45381", + "issue:43577|issue:43818", + "issue:43643|issue:44877", + "issue:43531|issue:43643", + "issue:43782|issue:44977", + "issue:43644|issue:43749", + "issue:44448|issue:44671", + "issue:43577|issue:43582", + "issue:43653|issue:43819", + "issue:44561|issue:45020", + "issue:43825|issue:43994", + "issue:43550|issue:43819", + "issue:43825|issue:43827", + "issue:44186|issue:44442", + "issue:44821|issue:45084", + "issue:43650|issue:43906", + "issue:41720|issue:44991", + "issue:44805|issue:44936", + "issue:44485|issue:44509", + "issue:30064|issue:36331", + "issue:43606|issue:45072", + "issue:42175|issue:45081", + "issue:43782|issue:45325", + "issue:44610|issue:45072", + "issue:34634|issue:36010", + "issue:44060|issue:44368", + "issue:45081|issue:45406" + ], + "prepared_review_unit_hash": "e45f89966abad46a728425f31dba07fdf8c87903bbdd872adb526b154d7fa26d", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36473, + "estimated_input_tokens": 9119, + "estimated_eval_tokens": 18494 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a bag of unrelated issue reports that share broad Transformers/theme similarity but not the same concrete bug. I don\u2019t see any strong duplicate pairs; 45020 is the best umbrella anchor only because it is the broadest open report about recent-version remote_code breakage.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 45020 is the broadest and most reusable anchor in the set: it is open and captures the recurring 'recent transformers versions break remote_code models' theme better than the narrower, model-specific reports.", + "canonical_pr_reason": null, + "best_issue_reason": "45020 is the best global issue candidate because it is the most general and centrally phrased problem, but it should still be treated as an umbrella rather than a true duplicate magnet.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Different model families and failure modes: torch.compile/SDPA vs bfloat16 dtype mismatch." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "One is a compile/runtime failure, the other is a config save/load token-ID persistence bug." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both involve video/VL models, but the concrete bugs differ: processing error vs position-id scaling logic." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Unrelated BLIP2 dtype loading bug vs Video-LLaVA tower/weight-tying issue." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-loading problems, but one is trust_remote_code missing fields and the other is strict config rejection." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Different subsystems: Qwen3-MoE sliding_window behavior vs remote_code config field loss." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Same broad model family, but different code paths: from_pretrained weight_only loading vs flash-attention generation." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Both touch loading/runtime behavior, but there is no clear shared root cause." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Different models and tasks; both are regressions, but not the same underlying bug." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "BLIP2 dtype issue and Apple Silicon caching allocator TypeError are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token decoding bug vs DAC latent/STE mismatch are separate code paths." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote_code regressions, but 44561 is a specific helper-removal breakage while 45020 is a broader umbrella report." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline error-message/docs issue vs SigLIP2 inference regression; no shared bug path." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Completely different components: Bamba compile/SDPA vs DAC forward/from_latents mismatch." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "Both concern pipeline v5 removals, but one is a misleading runtime message and the other is stale docs." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer failures in different model stacks." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "Unrelated image-processor loading failure vs template compilation error." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "No concrete shared bug; one title is nontechnical and the other is a reproduction issue." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Qwen3 auto-device-map CUDA assert and est-roberta tokenizer load failure are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Both are runtime failures, but one is a mask-shape IndexError and the other is a train/evaluate lifecycle issue." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "RoPE implementation discussion vs docs mentioning removed pipeline tasks; different artifacts and root causes." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "ImageProcessor segmentation-map failure and CustomTrainer compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Bark CPU-offload device mismatch vs dtype mismatch in other models; no same bug path." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Packaging/backend install issue vs Mistral regex patch AttributeError are unrelated." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen VL issues, but one is loading weight_only and the other is rope/position-id scaling logic." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "OmDet image-size mismatch and dtype mismatch are different regression classes." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset and GenerationMixin import failure do not describe the same bug." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-weights warnings in Qwen3 variants, but the concrete warning/bug is different." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both are AttributeErrors in processor/tokenizer code, but they involve different objects and code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 14, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:34634", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43454", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43638", + "issue:43645", + "issue:43653", + "issue:43696", + "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:44671", + "issue:44756", + "issue:44811", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45084", + "issue:45356", + "issue:45488", + "issue:45538", + "issue:45600" + ], + "soft_pairs": [ + "issue:43720|issue:45072", + "issue:43653|issue:44671", + "issue:43749|issue:44291", + "issue:43526|issue:43697", + "issue:43582|issue:44857", + "issue:43262|issue:43819", + "issue:43526|issue:44554", + "issue:43329|issue:45600", + "issue:45084|issue:45538", + "issue:43653|issue:44912", + "issue:34634|issue:36331", + "issue:44568|issue:45488", + "issue:43454|issue:43577", + "issue:43638|issue:44936", + "issue:43452|issue:44991", + "issue:43257|issue:43329", + "issue:43746|issue:44811", + "issue:43854|issue:44977", + "issue:38175|issue:44610", + "issue:44589|issue:45042", + "issue:43257|issue:43696", + "issue:39692|issue:44912", + "issue:43819|issue:43927", + "issue:36010|issue:43645", + "issue:43720|issue:44610", + "issue:44568|issue:45356", + "issue:43550|issue:44912", + "issue:43749|issue:44756", + "issue:43262|issue:44811", + "issue:43531|issue:45042", + "issue:43329|issue:44479", + "issue:43257|issue:43931", + "issue:36010|issue:36331" + ], + "prepared_review_unit_hash": "aabcf021b0a8b48cb1c869af81704a2cb5c54eef04c94139ea07ccee20cbbb4e", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37835, + "estimated_input_tokens": 9459, + "estimated_eval_tokens": 19174 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous cluster with one plausible duplicate pair around Qwen/Qwen3 VL video-input regressions; the rest are false positives spanning unrelated bugs, models, and code paths.", + "confidence": 0.91, + "canonical_issue_reason": "issue:43329 is the most concrete root-cause report for the shared video multimodal-token path; issue:44479 reads like the broader user-facing regression report that would be subsumed by it.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43329 is the best representative issue because it names the specific broken function/branch and gives the clearest fix target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Different failures: BitNet packed-weight unpacking during accelerate loading vs dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43653", + "right": "issue:44671", + "accept": false, + "reason": "Tokenizer special-token registration / empty decode vs CamemBERT masked-LM prediction regression; unrelated concrete bugs." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both touch loading, but one is FSDP CPU-RAM-efficient loading and the other is an init_empty_weights argument error; not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "Different vision-model issues: BeitImageProcessorFast label reduction vs RTDetrV2 output drift in v5." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Unrelated platform/runtime bugs: Apple Silicon warmup TypeError vs CUDA AMP crash in LwDetrImageLoss." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate default vs DAC latent decoding mismatch; separate code paths." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "BEiT image label reduction bug is unrelated to the MPS attention correctness issue." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Multimodal video-token bug vs auto_mappings.py CI break from removed Sam3LiteText configs; different subsystems." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Generic compile error vs CLIPTokenizer model_max_length sentinel issue; no shared underlying defect." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBird mask-token decode bug is unrelated to MXFP4 quantization fallback in git-oss-20b." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice preset bug and CustomTrainer compute_loss signature change are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizer implementations and different concrete behaviors." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision lm_head tying bug vs Blip2 dtype propagation bug; distinct model-loading issues." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Deepspeed ZeRO3 empty-tensor index error during training vs evaluate() failing after train(); not the same bug." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "gguf_file handling for from_pretrained is not the same as tokenizer loading failure for a specific model repo." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MoE weight-conversion/loading bug is separate from multimodal video-token handling." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT local-checkpoint loading bug and Whisper batch_decode skip_special_tokens bug are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different models and different failure modes: GLM-4.7 test loading vs Qwen3.5 flash-attention generation regression." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "SigLIP2 zero probabilities and OmDet-Turbo processor size mismatch are different model/processor issues." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Float8 storage TypeError is unrelated to the torchvision dependency regression in PIL-backed image processors." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "MoE weight conversion/loading problem vs CUDA OOM on GPT-oss-20b; different causes." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Documentation example/model-processor mismatch is not the same as MXFP4 quantization fallback." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC from_latents mismatch and DiaConfig token-ID persistence loss are unrelated bugs." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Import path break for GenerationMixin is not the same as the Jupyter custom-model initialization regression." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Packed-weight loading bug and OmDet-Turbo input-size mismatch are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they are different tokenizers with different symptoms and fixes." + }, + { + "left": "issue:43550", + "right": "issue:45488", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to LlamaTokenizer pre-tokenizer override behavior." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP CPU RAM efficient loading breakage is not the same as disabling mmap on Strix Halo to avoid OOM." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Different audio bugs: sampling-rate defaulting vs batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window issue and torchvision dependency regression are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": true, + "reason": "Both describe the same video-input regression in the Qwen2.5-VL/Qwen3-VL family, centered on the multimodal video-token path." + }, + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "MoE weight conversion/loading failure vs Qwen3-VL weight-shape mismatch; not the same concrete defect." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "GenerationMixin import error and CustomTrainer compute_loss signature mismatch are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet, and the soft-edge calls are appropriately conservative. The only accepted pair, issue:43329 vs issue:44479, is a plausible same-family video VLM regression, while the rest are reasonably rejected as distinct bugs or code paths. No unsupported overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 15, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:28282", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:36010", + "issue:38175", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43526", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43646", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43824", + "issue:43906", + "issue:43927", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44488", + "issue:44560", + "issue:44737", + "issue:44821", + "issue:44898", + "issue:44912", + "issue:44938", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45137", + "issue:45357", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45538", + "issue:45588" + ], + "soft_pairs": [ + "issue:43257|issue:43756", + "issue:34567|issue:40990", + "issue:43329|issue:43450", + "issue:43697|issue:45357", + "issue:43577|issue:45072", + "issue:44479|issue:45381", + "issue:41720|issue:43540", + "issue:44987|issue:45538", + "issue:43452|issue:43582", + "issue:42175|issue:44938", + "issue:43317|issue:45538", + "issue:44291|issue:45042", + "issue:43927|issue:44912", + "issue:33357|issue:34567", + "issue:43906|issue:45381", + "issue:42915|issue:43742", + "issue:43540|issue:44560", + "issue:43540|issue:44479", + "issue:42915|issue:45538", + "issue:42175|issue:43824", + "issue:42915|issue:44821", + "issue:43526|issue:45479", + "issue:44062|issue:44991", + "issue:45137|issue:45405", + "issue:42175|issue:44488", + "issue:44737|issue:45588", + "issue:38175|issue:44898", + "issue:28282|issue:34689", + "issue:43646|issue:43749", + "issue:36010|issue:42175" + ], + "prepared_review_unit_hash": "12c07eb67d2487ee6dc8249c92bdd842c4d56d67c02108776d0564b785bd3a5f", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36791, + "estimated_input_tokens": 9198, + "estimated_eval_tokens": 18652 + }, + "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. Only the Qwen video-input regression pair looks like the same underlying issue; the rest are too model- or symptom-specific to merge.", + "confidence": 0.63, + "canonical_issue_reason": "issue:44479 is the broader, more central report: it describes the v5.3.0 Qwen video-input regression across multiple Qwen VL variants, making it a better canonical than the narrower single-model repro.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 is the strongest representative issue in the cluster because it captures the shared Qwen video regression more generally and is the likely umbrella for the narrower repro.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Different model families and failure modes: MoE weight conversion under accelerate/deepspeed vs RoPE layer dropping." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "Unrelated bugs: TrainerState token counting vs high perplexity on a specific model." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both are video-related, but one is an undefined-variable bug in multimodal token counting and the other is a batched-shape issue in video processors." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Different code paths: RTDetrV2 output changes in v5 vs incorrect save_pretrained visual encoder keys in Qwen3.5." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype, but the affected models and concrete problems differ; not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Same underlying Qwen video-input regression in v5.3.0; 45381 reads like a narrower repro of the broader multi-model regression in 44479." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Different failures: A800 auto-device-map cudaErrorAssert vs Qwen3OmniMoe video processing ValueError." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Different areas entirely: loading a specific model under >=5.1.0 vs CLIPTokenizer max_length semantics." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "No meaningful overlap: gguf loading regression vs Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Different packaging/runtime issues: missing TensorFlow backend in a torch install vs Python 3.14 load failure." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Different functionality: device_map/offload loading bug vs tokenizer max length behavior." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Different subsystems: init_empty_weights argument handling vs PIL image processor torchvision dependency regression." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Different bug classes and models: config/token ID persistence vs MXFP4 quantization fallback." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "Completely different topics: MacOS bus error loading CLIP vs token-count tracking in TrainerState." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "The shared 'load failure' wording is too broad; these are about different models and different loading paths." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different models and symptoms: FineGrainedFP8Config failure vs key error loading MobileLLM-125M." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Both involve video inputs, but the model families and concrete exceptions differ; not enough to say same bug." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Related Qwen video theme, but this is a different model family and error path from the broader Qwen video regression." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated issues: Qwen3Moe FP8 config failure vs CLIP tokenizer max length." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Backend packaging issue vs a specific import error for Qwen2.5-VL; not the same bug." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "Different subsystems: Qwen3Moe FP8 config vs loading AutoImageProcessor from URL." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "Different behaviors in different components: BeitImageProcessorFast label reduction vs sequence-classification zero-loss bug." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-related, but the exact failure and affected model are different." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error is unrelated to the PEFT version bump issue." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "No shared bug: backend installation problem vs inability to load a specific model." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "Different code paths: XLNet CPU device placement vs flash-attention auxiliary-state crash." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "Different models and symptoms: zero probabilities in SigLIP2 vs Perceiver image classification failure." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Different loading errors for different models; only the broad notion of loading fails overlaps." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Different regressions: custom model initialization in v5 vs FSDP CPU RAM efficient loading." + }, + { + "left": "issue:36010", + "right": "issue:42175", + "accept": false, + "reason": "Importing GenerationMixin is unrelated to missing TensorFlow in a torch install." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded overall. The summary stays conservative, and the only accepted edge is well supported by the packet: 44479 is the broader v5.3.0 Qwen video regression, while 45381 is a narrower qwen2.5-vl repro. The other rejects are appropriately cautious given the titles alone." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 16, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:34567", + "issue:36331", + "issue:41762", + "issue:43452", + "issue:43493", + "issue:43531", + "issue:43577", + "issue:43582", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44484", + "issue:44488", + "issue:44514", + "issue:44561", + "issue:44568", + "issue:44589", + "issue:44625", + "issue:44704", + "issue:44792", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44964", + "issue:45042", + "issue:45081", + "issue:45216", + "issue:45290", + "issue:45325", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45440", + "issue:45600" + ], + "soft_pairs": [ + "issue:43643|issue:45375", + "issue:43582|issue:43782", + "issue:43756|issue:45325", + "issue:43742|issue:44291", + "issue:28282|issue:29127", + "issue:43493|issue:43994", + "issue:44484|issue:44704", + "issue:34567|issue:36331", + "issue:44062|issue:45081", + "issue:44291|issue:44821", + "issue:43452|issue:44488", + "issue:44792|issue:44964", + "issue:44514|issue:45290", + "issue:45405|issue:45600", + "issue:43643|issue:44561", + "issue:43688|issue:43749", + "issue:44514|issue:45381", + "issue:43697|issue:45216", + "issue:43742|issue:44589", + "issue:45042|issue:45081", + "issue:43531|issue:44821", + "issue:43452|issue:43577", + "issue:44625|issue:44877", + "issue:43452|issue:44843", + "issue:43688|issue:45440", + "issue:43653|issue:44568", + "issue:41762|issue:44936", + "issue:43720|issue:44898" + ], + "prepared_review_unit_hash": "f3aff22c8fd73792a29e9d520c82dd9776f121ce2124c51448167c54690919a0", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35840, + "estimated_input_tokens": 8960, + "estimated_eval_tokens": 18176 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set does not look like a real duplicate cluster; it is mostly a collection of unrelated loader/config/trainer/model-specific issues. No soft pair is close enough to merge as the same underlying bug.", + "confidence": 0.39, + "canonical_issue_reason": "Issue 43643 is the broadest representative of the recurring config/loader regression theme, but the overall set is too heterogeneous to treat as one duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43643 is the best single issue to stand in for the cluster because it is a general config-loading problem, but it is still only loosely related to most of the other items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both mention missing config fields, but they are different models and different failure paths: AutoConfig strict-field handling vs Qwen3.5MoeVisionConfig propagation." + }, + { + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "Both are TypeErrors during model loading, but one is Apple Silicon warmup code and the other is Qwen3VL weight_only loading." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Different model families and different bugs: Smollm3 RoPE-layer behavior vs Qwen2.5-VL temporal position_id scaling." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "Both are load-time errors, but the causes are unrelated: MobileLLM key lookup vs unexpected _is_hf_initialized in init_empty_weights." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "One is a missing PyTorch dependency ImportError, the other is a LayoutLMv3 validation/error-message issue." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2, but one is an implementation-vs-JAX discrepancy and the other is a nonsensical AutoModel/pipeline output report." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "save_pretrained shard sizing and AutoProcessor cached_file kwargs are different APIs and different bugs." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "Both touch Trainer, but num_input_tokens_seen not updating and CustomTrainer.compute_loss signature mismatch are separate issues." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer internals are involved in both, but AddedToken special-kwarg duplication and backend_tokenizer missing are distinct code paths." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "Unexpected init_empty_weights argument and AutoImageProcessor URL loading are unrelated failures." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both are loading problems, but gguf_file breakage for AutoTokenizer/AutoModel and failure to load cjvt/sleng-bert do not point to the same bug." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Both mention multimodal models, but a Janus test failure and a Phi-4-multimodal load failure are different underlying problems." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both are chat-template crashes, but the triggers differ: batched padding=False vs assistant tool-call messages with no content." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "PEFT version bump and stale auto_mappings config references are unrelated maintenance issues." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both mention trust_remote_code-related breakage, but the concrete bugs are different: missing fields in AutoConfig vs removal of is_torch_fx_available." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Auxiliary-loss normalization and FSDP CPU RAM efficient loading are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "One is a chat-template crash, the other is wrong vision_position_ids for Qwen2.5-VL video input." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output drift and Qwen3.5 save_pretrained checkpoint corruption are different regressions." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "A model key-error on load and a missing Float8 storage type are different failures." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image processor torchvision dependency handling and Mistral regex patch crashes are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and AutoImageProcessor URL loading are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file loading failures and BLIP2 dtype propagation are unrelated bugs." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-related, but Qwen3.5 num_labels propagation and strict granite_speech config loading are different mechanisms and failures." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Both involve AutoTokenizer loading, but one is gguf_file breakage and the other is an offline-mode model_info call in _patch_mistral_regex." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Both are MoE-adjacent, but auxiliary loss normalization and DeepseekV3 implementation divergence are not the same bug." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both are special-token issues, but BigBirdTokenizer mask-token registration and mdeberta BOS/EOS insertion are different tokenizers and code paths." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "Gemma3 DeepSpeed ZeRO-3 loading and trainer.evaluate() after train are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight unpacking and Perceiver interpolation failure are different model/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": 13, + "review_unit_index": 17, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:35141", + "issue:38175", + "issue:41720", + "issue:43122", + "issue:43295", + "issue:43329", + "issue:43452", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43643", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43819", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44451", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44554", + "issue:44610", + "issue:44625", + "issue:44743", + "issue:44811", + "issue:44843", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45005", + "issue:45325", + "issue:45356", + "issue:45588" + ], + "soft_pairs": [ + "issue:43295|issue:45356", + "issue:43819|issue:44811", + "issue:44466|issue:45005", + "issue:44464|issue:44743", + "issue:24643|issue:29127", + "issue:41720|issue:43906", + "issue:43525|issue:43643", + "issue:43577|issue:43697", + "issue:38175|issue:43295", + "issue:44361|issue:44442", + "issue:44843|issue:44991", + "issue:43653|issue:44361", + "issue:44479|issue:44936", + "issue:43122|issue:43906", + "issue:44977|issue:45356", + "issue:28282|issue:32090", + "issue:28282|issue:33357", + "issue:28282|issue:35141", + "issue:30064|issue:33666", + "issue:43577|issue:45588", + "issue:43577|issue:44554", + "issue:43653|issue:43927", + "issue:43531|issue:43742", + "issue:44464|issue:44977", + "issue:43329|issue:45325", + "issue:44479|issue:44625", + "issue:43550|issue:44361", + "issue:43504|issue:43720", + "issue:43504|issue:43550", + "issue:43452|issue:44451", + "issue:41720|issue:44464", + "issue:32090|issue:34567", + "issue:32090|issue:33666", + "issue:43504|issue:44610" + ], + "prepared_review_unit_hash": "2905ea1417bfceb0bd388a6b0c546a7a0f3765be55122de23b96b180583ca775", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 34, + "serialized_chars": 37588, + "estimated_input_tokens": 9397, + "estimated_eval_tokens": 19050 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are only loosely related by subsystem or theme and do not look like true duplicates. The only especially close pair, 44466 vs 45005, is about tied weights in v5, but the available evidence is still too thin to say they are the same bug or that 45005 subsumes 44466; it should stay rejected.", + "confidence": 0.69, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45005 is the strongest single representative for the tied-weights/v5 theme, but only as a broad umbrella candidate; it is not supported strongly enough to serve as a confirmed duplicate canonical for 44466.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer/processor regressions, but they describe different failures and model families; no shared concrete code path is evident." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent decoding mismatch and Whisper batch_decode skipping special tokens are unrelated bugs." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "They are thematically related around tied weights in v5, but titles/body metadata alone do not prove the same underlying bug or that 45005 subsumes 44466." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both involve generation/caching, but one is chunked generation with compiled forward and the other is recurrent state reset in a modular Qwen3.5 path; different code paths." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed 2-D weight error and LayoutLMv3 box/clarity handling are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "CUDA device-mapping assert on Qwen3 is not the same as an isolated reproduction of a different issue." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both concern missing config fields, but they affect different model/config loading flows and do not clearly share one bug." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "BLIP2 dtype staying float32 and RTDetrV2 output drift in v5 are different regressions." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 zero probabilities and a custom processor/tokenizer regression are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer failures on different models; no shared underlying defect is apparent." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline HF_HUB model_info misuse and a tokenizer-loading failure for EMBEDDIA/est-roberta are separate issues." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token registration and MLuke tokenizer task errors are not the same bug." + }, + { + "left": "issue:44479", + "right": "issue:44936", + "accept": false, + "reason": "Video-input regression in Qwen VLMs and trainer.evaluate() failing after train() are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer behavior change across versions and an isolated reproduction of another issue do not match as duplicates." + }, + { + "left": "issue:44977", + "right": "issue:45356", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure and Kimi-K2.5 tokenizer regression are different problems." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing PyTorch ImportError and Trainer NoneType broadcast failure are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "Missing PyTorch ImportError and Mac bus error on CLIP are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "Missing PyTorch ImportError and tied embedding reinitialization are unrelated." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Void segmentation-map processing and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "BLIP2 dtype handling and flash_attention s_aux=None crash are different code paths." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "BLIP2 dtype issue and MPS attention correctness issue are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Tokenizer special-token registration and DiaConfig custom token-ID persistence are different defects." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and MobileLLM loading key error are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Chunked generation with compiled forward and Qwen3.5 flash-attention generation failure are not the same bug." + }, + { + "left": "issue:43329", + "right": "issue:45325", + "accept": false, + "reason": "Undefined helpers in the video token-count branch and incorrect still-image temporal scaling are separate multimodal bugs." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "Qwen video regression and Qwen3.5 num_labels propagation are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Bamba torch.compile SDPA failure and MLuke tokenizer AttributeError are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy field loading for Beit segmentation and BitNet packed-weight unpacking are different issues." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Beit loading failure and Bamba SDPA compile failure are unrelated." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file incompatibility and ScandiBERT loading failure do not clearly share the same root cause." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Qwen3 device-mapping assert and chunked-generation inconsistency are different failures." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer broadcast NoneType error and TrainerState token counter not updating are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer broadcast NoneType error and Qwen2-VL multi-GPU training are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Beit legacy-field load failure and OmDet-Turbo processor/model size mismatch are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is a bit too strong on the 44466 \u2194 45005 pair. From the packet we only have titles/body lengths, and while they are thematically related (tied weights in v5), the evidence does not clearly establish they are the same bug or that 45005 subsumes 44466. The soft edge was marked deterministic_accept=false in the packet, so treating it as accepted / canonical is not conservative enough. The rest of the summary is broadly fine, but this pair makes the overall judgment unsupported." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 18, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:33666", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:43257", + "issue:43262", + "issue:43278", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43525", + "issue:43540", + "issue:43572", + "issue:43606", + "issue:43646", + "issue:43688", + "issue:43716", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43824", + "issue:43825", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:44060", + "issue:44361", + "issue:44423", + "issue:44466", + "issue:44488", + "issue:44521", + "issue:44589", + "issue:44625", + "issue:44734", + "issue:44821", + "issue:44843", + "issue:44849", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45084", + "issue:45200", + "issue:45229", + "issue:45290", + "issue:45357", + "issue:45405", + "issue:45520", + "issue:45584" + ], + "soft_pairs": [ + "issue:43262|issue:45084", + "issue:43278|issue:43688", + "issue:43334|issue:43572", + "issue:44849|issue:45357", + "issue:43525|issue:43572", + "issue:43756|issue:44913", + "issue:43540|issue:43716", + "issue:43493|issue:43825", + "issue:43742|issue:44821", + "issue:45200|issue:45229", + "issue:33666|issue:36010", + "issue:43720|issue:43927", + "issue:43606|issue:43927", + "issue:43688|issue:43873", + "issue:43257|issue:43299", + "issue:43278|issue:43844", + "issue:43720|issue:44361", + "issue:44488|issue:44843", + "issue:39692|issue:43493", + "issue:43540|issue:44977", + "issue:44964|issue:45405", + "issue:43493|issue:43844", + "issue:33666|issue:36331", + "issue:43756|issue:44060", + "issue:44625|issue:45584", + "issue:44589|issue:45520", + "issue:44521|issue:45290", + "issue:43646|issue:44466", + "issue:43824|issue:44589", + "issue:44423|issue:44734" + ], + "prepared_review_unit_hash": "cc98d3321d19b62270978fde24f7a6a8980dd3a9c54d9d23b93743064276a4e7", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36763, + "estimated_input_tokens": 9191, + "estimated_eval_tokens": 18638 + }, + "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 bug reports across different models and subsystems. None of the soft-edge pairs look like true duplicates; the strongest anchor is the high-activity Gemma4 multi-GPU OOM report.", + "confidence": 0.89, + "canonical_issue_reason": "Issue 45229 is the most developed, high-discussion, user-impacting bug report in the set, so it works best as a practical anchor even though the cluster is heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "45229 is the best global issue candidate because it has the clearest concrete failure mode and the highest engagement/inbound interest among these unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43262", + "right": "issue:45084", + "accept": false, + "reason": "Audio chat-template sampling-rate bug vs template compilation error; different code paths." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Training/eval dtype drift vs auxiliary-loss normalization; unrelated defects." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Two different model-config missing-pad-token issues, not the same underlying bug." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "output_hidden_states behavior vs save_pretrained visual-key regression; distinct problems." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Llama4 pad_token_id vs StableLm pad_token_idx; similar symptom, different models/fix." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch vs GPTNeoX rotary_pct reload bug; not the same bug." + }, + { + "left": "issue:43540", + "right": "issue:43716", + "accept": false, + "reason": "Qwen3Omni video-input processing vs image-preprocessor dtype mismatch; different failures." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 implementation discrepancy vs pipeline translation-task messaging; unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "MobileLLM load KeyError vs AutoImageProcessor URL loading; separate load paths." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Text-only fine-tuning token IDs vs multi-GPU inference OOM; different symptoms and fixes." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Multi-GPU training request vs GenerationMixin import failure; no shared bug." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight unpacking vs custom token ID persistence; unrelated loader bugs." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch vs save/load config corruption; different code paths." + }, + { + "left": "issue:43688", + "right": "issue:43873", + "accept": false, + "reason": "Aux-loss math vs quantized offloading behavior; not the same issue." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Accelerate/deepspeed MoE conversion bug vs v5 Qwen3VL load regression; related area, different defects." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Embedding dtype change vs ZeRO-3 gradient growth; distinct training issues." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed weights vs MLukeTokenizer task AttributeError; unrelated." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Model loading failure vs offline-mode regression in tokenizer patching; different causes." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "Documentation/example bug vs core SigLIP2 implementation discrepancy; not duplicates." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Video input ValueError vs flash-attention generation bug; separate Qwen3.5 problems." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model-loading regression vs unreleased PEFT minimum-version bump; unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage vs device-dependent serialization; different v5 regressions." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Missing Qwen2.5-VL import vs Float8 storage lookup failure; unrelated." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Continuous-batching multimodal crash vs KV-cache continuation indexing bug; different serve paths." + }, + { + "left": "issue:44625", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 num_labels propagation vs Whisper empty-transcription failure; no overlap." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Float8 storage import/lookup issue vs Python 3.13 flash_attn import key error; unrelated." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Multimodal assistant-mask bug vs tool-call empty-content chat-template crash; different template logic." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Initialization regression vs tied-weight serialization inconsistency; separate bugs." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Missing model import vs storage-object type error; different failures." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Serve crashes in different endpoints and tensor logic; not the same underlying 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": 13, + "review_unit_index": 19, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:15354", + "issue:29942", + "issue:30333", + "issue:33357", + "issue:33666", + "issue:37428", + "issue:38175", + "issue:39401", + "issue:39692", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43582", + "issue:43606", + "issue:43653", + "issue:43688", + "issue:43701", + "issue:43746", + "issue:43844", + "issue:43927", + "issue:43957", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44315", + "issue:44361", + "issue:44464", + "issue:44493", + "issue:44554", + "issue:44568", + "issue:44792", + "issue:44849", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45084", + "issue:45198", + "issue:45200", + "issue:45356", + "issue:45405", + "issue:45446", + "issue:45520", + "issue:45584" + ], + "soft_pairs": [ + "issue:43688|issue:43746", + "issue:39692|issue:43295", + "issue:33357|issue:33666", + "issue:43572|issue:44291", + "issue:43504|issue:43606", + "issue:43994|issue:44493", + "issue:43504|issue:43653", + "issue:43927|issue:44361", + "issue:43575|issue:45405", + "issue:44464|issue:45584", + "issue:43278|issue:43701", + "issue:44792|issue:45405", + "issue:43606|issue:44112", + "issue:29942|issue:30333", + "issue:15354|issue:38175", + "issue:44554|issue:45446", + "issue:45084|issue:45520", + "issue:43540|issue:45200", + "issue:43844|issue:44964", + "issue:39401|issue:44568", + "issue:43582|issue:44977", + "issue:43232|issue:44849", + "issue:45072|issue:45198", + "issue:37428|issue:43957", + "issue:44315|issue:44849", + "issue:44554|issue:45356" + ], + "prepared_review_unit_hash": "4654ae1e51f503b8973e4bb2bf910fe2c1a606af2b519d99f2d20880269f3978", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 26, + "serialized_chars": 34965, + "estimated_input_tokens": 8742, + "estimated_eval_tokens": 17740 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a heterogeneous mix of unrelated bugs and regressions across tokenization, model loading, generation, attention, CI, and multimodal flows. None of the soft pairs look like true duplicates; most only share a broad subsystem name or version context. If a representative issue must be chosen, the broad model-loading regression around `torch.device('meta')` is the most canonical-looking.", + "confidence": 0.79, + "canonical_issue_reason": "Issue 43957 is the broadest and most actionable representative: it describes a concrete transformers 5.x model-loading regression affecting multiple models via the `torch.device('meta')` path.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43957 has the clearest cross-model scope, explicit failure mode, and a central code path that makes it the best single issue to anchor the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43688", + "right": "issue:43746", + "accept": false, + "reason": "Different failures: auxiliary loss normalization vs PEFT adapter loading from local checkpoints." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "One is a docs/example problem, the other is a regression in processor/tokenizer API behavior." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "Unrelated models and symptoms: MacOS bus error for CLIP vs Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Both touch model loading, but the root causes differ: missing config field vs unexpected init_empty_weights argument." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Different subsystems and symptoms: legacy field loading vs CPU offload device mismatch." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Different bug classes: incorrect SigLIP2 outputs vs unexpected position-id key warnings across models." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Pretrained model load failure vs tokenizer special-token registration; not the same underlying defect." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer/config bugs with different failure modes and code paths." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "OOM during tensor-parallel model load vs a dependency version bump; no shared bug." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Generation inconsistency with compiled forward vs empty-transcription failure after token alignment; unrelated root causes." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Different issues: dtype drift in evaluation vs checkpoint resume key mismatch." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A failing model test vs a PEFT minimum-version bump; not the same change or bug." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "Both mention GraniteSpeech/CI, but one is a CPU offload device mismatch and the other is a stale test override." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "Flash Attention test failures and MLFlow reporting problems are unrelated." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "Different model families and defects: JIT scripting generator-exp support vs zero probabilities in SigLIP2." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "Both are attention-related, but one is an MPS correctness issue and the other is a PyTorch version gate bug." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Compile-time template-node error vs flash_attn import KeyError on Python 3.13; distinct failures." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Different multimodal handling problems: video input validation vs missing token-type defaults for text-only fine-tuning." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "ZeRO-3 gradient growth during training vs latest-transformers model loading failure; different code paths." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer offset-mapping bug vs BOS/EOS insertion bug; both tokenizer-related but not the same issue." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon allocator TypeError vs Qwen3.5 flash-attention generation bug; unrelated root causes." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Different generation bugs: sync_gpus model-kwargs update vs output_hidden_states handling in Qwen3.5." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "dtype mismatch in inference vs Wav2Vec2 save/tokenization failure; no common underlying bug." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Both involve loading/runtime regressions, but one is a flash-attention import error and the other is a meta-device loading breakage." + }, + { + "left": "issue:44315", + "right": "issue:44849", + "accept": false, + "reason": "Liger Kernel application in model_init is unrelated to Qwen3.5 hidden-state output behavior." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "An attention correctness issue on MPS is not the same as a tokenizer codec/regression 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": 13, + "review_unit_index": 20, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:37428", + "issue:38175", + "issue:42915", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43388", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43572", + "issue:43653", + "issue:43701", + "issue:43824", + "issue:43827", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43901", + "issue:43975", + "issue:43994", + "issue:44112", + "issue:44206", + "issue:44360", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44792", + "issue:44849", + "issue:44898", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45003", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45412", + "issue:45563", + "issue:45584" + ], + "soft_pairs": [ + "issue:43334|issue:43525", + "issue:43295|issue:44610", + "issue:44466|issue:45127", + "issue:45200|issue:45325", + "issue:43493|issue:43701", + "issue:44898|issue:45412", + "issue:44792|issue:45563", + "issue:43873|issue:44464", + "issue:37428|issue:43824", + "issue:43388|issue:43526", + "issue:44514|issue:44521", + "issue:43572|issue:44987", + "issue:43844|issue:44936", + "issue:43572|issue:44589", + "issue:43824|issue:43975", + "issue:43295|issue:43450", + "issue:43295|issue:43873", + "issue:44442|issue:45198", + "issue:44360|issue:44561", + "issue:38175|issue:45412", + "issue:43295|issue:43994", + "issue:42915|issue:43824", + "issue:43278|issue:43856", + "issue:38175|issue:43493", + "issue:43827|issue:43901", + "issue:44849|issue:45003", + "issue:44568|issue:44991", + "issue:44206|issue:45584", + "issue:43653|issue:44112", + "issue:43450|issue:43493" + ], + "prepared_review_unit_hash": "e9dee3109deaa5a8eb1165f2c196e25648ae0e2cfdaea14e8a53c35047ccf575", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36836, + "estimated_input_tokens": 9209, + "estimated_eval_tokens": 18674 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is very heterogeneous: most items are unrelated model/config/processor regressions, docs bugs, or training/runtime failures. None of the soft pairs look strong enough to treat as the same underlying bug or change, so all soft edges are rejected.", + "confidence": 0.89, + "canonical_issue_reason": "issue:44521 is the strongest standalone issue in this set: it is specific, reproducible, and clearly describes a concrete multimodal `apply_chat_template` failure with active discussion and references.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the best issue candidate overall because it is well-scoped, actionable, and has a clear user-facing failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Same symptom class (`pad_token_id` missing), but different model families and configs; not enough evidence of the same underlying bug." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Both are processor regressions, but one is about `processor.tokenizer`/image passing and the other about output shape/expected resolution; different code paths." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Both mention tied weights/serialization-like behavior, but one is a device-dependent serialization bug and the other is LoRA merge collapse; different failures." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Different models and different bugs: text-only `mm_token_type_ids` defaults versus still-image temporal RoPE scaling." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "One is a SigLIP2 implementation discrepancy, the other is a checkpoint resume key mismatch; unrelated." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Different subsystems and symptoms: image resolution/interpolation failure versus model memory not being released." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "A Janus image-generation test failure and a stale paged-generation warning are not the same bug." + }, + { + "left": "issue:43873", + "right": "issue:44464", + "accept": false, + "reason": "Quantization/offloading behavior and compiled-forward chunked generation correctness are separate issues." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols from different modules and model families." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Both involve labels, but one drops elements in `gather_for_metrics` while the other reduces labels incorrectly in `BeitImageProcessorFast`; distinct bugs." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both involve `apply_chat_template`, but one is a crash on batched input with `padding=False` and the other is all-zero assistant masks for multimodal inputs; not clearly the same bug." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "One is a missing config field after v5, the other is a loading failure for a specific remote model; too little evidence they share a code path." + }, + { + "left": "issue:43844", + "right": "issue:44936", + "accept": false, + "reason": "A ZeRO-3 gradient growth problem and a train-then-evaluate failure are unrelated training/runtime bugs." + }, + { + "left": "issue:43572", + "right": "issue:44589", + "accept": false, + "reason": "Missing `pad_token_idx` in a config and a Float8 storage lookup error are different failures." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Importing a missing VL class and incorrect detokenization for DeepSeek are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Both mention processor output issues, but one is a regression around tokenizer/image inputs and the other is batched video shape handling." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor regression versus quantization/offloading behavior; no shared underlying bug." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Different tokenizer/model failures on different architectures; not the same bug." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "A DSA indexer activation gap and a removed utility breaking `trust_remote_code` models are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 probability behavior and RT-DETR memory lifecycle are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43994", + "accept": false, + "reason": "Both touch multimodal model handling, but one is a custom-model regression around `processor.tokenizer` while the other is SigLIP2 output quality; not the same concrete issue." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Qwen3Moe FP8 training failure and a Qwen2.5-VL import error are different model/setup bugs." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype drift in eval and Qwen3 MoE memory inefficiency are separate training issues." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Both are about SigLIP2, but one reports zero probabilities and the other a JAX/HF discrepancy; not enough to conclude the same bug." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs complaints about pipeline-related API changes, but they concern different docs pages and behaviors." + }, + { + "left": "issue:44849", + "right": "issue:45003", + "accept": false, + "reason": "A Qwen3.5 hidden-states bug and unsafe `sys.modules` access are unrelated." + }, + { + "left": "issue:44568", + "right": "issue:44991", + "accept": false, + "reason": "Different tokenizer problems for different models: special-token insertion versus tokenizer loading failure." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Unsupported feature-extractor arg crash and Whisper empty-transcription generation failure are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "A BigBird tokenizer special-token bug and a GraniteSpeech CI test issue are different problems." + }, + { + "left": "issue:43450", + "right": "issue:43493", + "accept": false, + "reason": "Video batched-shape handling and SigLIP2 implementation discrepancy 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": 13, + "review_unit_index": 21, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:32090", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:43262", + "issue:43278", + "issue:43335", + "issue:43425", + "issue:43450", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43825", + "issue:43931", + "issue:44112", + "issue:44292", + "issue:44351", + "issue:44448", + "issue:44462", + "issue:44493", + "issue:44561", + "issue:44568", + "issue:44610", + "issue:44743", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45083", + "issue:45127", + "issue:45200", + "issue:45229", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45478", + "issue:45491", + "issue:45520", + "issue:45588", + "issue:45593" + ], + "soft_pairs": [ + "issue:45290|issue:45381", + "issue:45127|issue:45245", + "issue:44462|issue:44561", + "issue:43819|issue:45083", + "issue:44561|issue:44779", + "issue:43450|issue:43575", + "issue:45200|issue:45588", + "issue:37428|issue:43425", + "issue:44857|issue:45593", + "issue:44610|issue:44857", + "issue:43262|issue:43450", + "issue:43819|issue:44112", + "issue:44448|issue:44743", + "issue:45310|issue:45478", + "issue:43606|issue:45083", + "issue:43278|issue:43825", + "issue:29942|issue:32090", + "issue:37428|issue:44351", + "issue:39692|issue:43526", + "issue:43611|issue:43931", + "issue:43335|issue:43550", + "issue:43819|issue:44493", + "issue:45200|issue:45381", + "issue:43450|issue:43526", + "issue:39692|issue:44493", + "issue:29127|issue:32090", + "issue:43335|issue:43653", + "issue:44855|issue:45083", + "issue:44448|issue:44779", + "issue:38175|issue:44493", + "issue:44292|issue:45520", + "issue:44977|issue:45229", + "issue:43335|issue:45083", + "issue:43335|issue:43504", + "issue:43550|issue:44112", + "issue:44568|issue:45491" + ], + "prepared_review_unit_hash": "3471c1cd1857f9fcd445cc1dafdc22977cb711c11c3ce8274046a17838559707", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38556, + "estimated_input_tokens": 9639, + "estimated_eval_tokens": 19534 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a collection of unrelated issue reports with only one clear duplicate pair: the Qwen3.5 MoE `from_pretrained` regression on transformers>=5.4.0. The rest are superficially similar but affect different models, subsystems, or failure modes.", + "confidence": 0.94, + "canonical_issue_reason": "issue:45310 is the earlier, clearer report of the same Qwen3.5 MoE `from_pretrained` failure seen again in issue:45478.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best representative because it is the earliest and most direct statement of the shared bug, with a near-exact duplicate in issue:45478.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Both involve chat/template-style processing, but one is a tool-call crash and the other is a video `vision_position_ids` bug; different code paths." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge collapse and category-cardinality RuntimeError are unrelated model/training problems." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "Tokenizer file selection and removal of `is_torch_fx_available` are different regressions." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "`DAC.from_latents` STE mismatch and qwen3_omni_moe feature-length helper behavior are unrelated audio-model issues." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "A v5 compatibility break for `trust_remote_code` is not the same as a DeepSeek tokenizer regression." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Batched video processor shape handling and Qwen2-57B TP OOM are different problems." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 token-type defaults and flash_attention sinkless-model `s_aux` handling are distinct bugs." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Missing flash-attention import and Torch 2.10 incompatibility are separate versioning issues." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "Float16 AMP crash in LwDETR loss and missing auxiliary losses in D-FINE are unrelated training behaviors." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "OmDet-Turbo input-size mismatch and LwDETR AMP crash are different vision-model bugs." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio processor sampling-rate default and video batch-shape handling do not describe the same defect." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent mismatch and GraniteSpeech stale CI device override are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus output drift across versions and qwen3_5 recurrent-state reset are different model-specific regressions." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same title, same failure (`transformers>=5.4.0` Qwen3.5 MoE `from_pretrained` error), clearly the same underlying bug." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch in Bark-small is unrelated to qwen3_omni_moe length calculation." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype drift in train/eval and pipeline v5 translation messaging are different issues." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and Trainer `_gpu_broadcast_one` NoneType errors are not the same bug." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Flash-attention helper import failure and `HybridCache` import failure are separate missing-symbol issues." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 doc example problems and BeitImageProcessorFast `reduce_labels` behavior are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "`base_model_prefix` loading breakage and Qwen3-VL shape mismatch are different model-loading failures." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug and Bamba SDPA/torch.compile failure are different code paths." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "DAC latent reconstruction mismatch and unexpected position-id keys are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45381", + "accept": false, + "reason": "Gemma4 `mm_token_type_ids` defaulting and Qwen2.5-VL video `vision_position_ids` are different multimodal bugs." + }, + { + "left": "issue:43450", + "right": "issue:43526", + "accept": false, + "reason": "Video processor batch shape and Beit fast processor label reduction are distinct processor bugs." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 example failures and position-id key warnings are not the same issue." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 box-clarity error message and Trainer broadcast NoneType error are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer config and BigBirdTokenizer special-token registration are different areas." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 `@torch.jit.script` parsing failure and qwen3_omni_moe feature-length helper behavior are unrelated." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Pegasus output changes and DeepSeek tokenizer regressions are different model-specific issues." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Zero-probability SigLIP2 outputs and unexpected position-id keys are not the same failure mode." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error and Python 3.13 flash_attn import `KeyError` are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug and Gemma4 multi-GPU OOM are different problems." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers sparse-layer config and qwen3_omni_moe feature-length helper are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Sparse-layer creation bug and BEiT semantic-segmentation legacy-field loading bug are different." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Bamba SDPA compile failure and GraniteSpeech CI device override flake are not the same bug." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "mdeberta special-token addition regression and Gemma3 NaN embeddings are unrelated tokenizer vs attention issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is well grounded in the packet: it identifies the only clear duplicate pair (issue:45310 / issue:45478) based on matching titles and failure mode, and the remaining soft-edge rejections are conservative given the evidence available from titles and metadata. No overstatement detected." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 22, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:25251", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:40444", + "issue:41720", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43329", + "issue:43335", + "issue:43412", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43723", + "issue:43873", + "issue:43976", + "issue:43994", + "issue:44112", + "issue:44448", + "issue:44451", + "issue:44462", + "issue:44466", + "issue:44493", + "issue:44554", + "issue:44857", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45083", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45520", + "issue:45563", + "issue:45588", + "issue:45593" + ], + "soft_pairs": [ + "issue:43335|issue:45072", + "issue:43723|issue:44554", + "issue:40444|issue:43526", + "issue:44448|issue:44977", + "issue:43335|issue:45593", + "issue:43720|issue:44112", + "issue:43066|issue:44462", + "issue:45372|issue:45588", + "issue:34689|issue:35141", + "issue:44977|issue:45563", + "issue:44857|issue:45072", + "issue:43606|issue:44857", + "issue:43412|issue:45588", + "issue:37428|issue:44987", + "issue:43873|issue:45229", + "issue:43701|issue:45083", + "issue:43873|issue:44493", + "issue:45372|issue:45406", + "issue:29942|issue:35141", + "issue:43976|issue:45440", + "issue:43550|issue:45083", + "issue:45245|issue:45563", + "issue:43278|issue:43329", + "issue:41720|issue:45229", + "issue:32090|issue:33357", + "issue:45372|issue:45459", + "issue:44448|issue:44466", + "issue:44451|issue:45520", + "issue:43065|issue:43994", + "issue:25251|issue:32090", + "issue:43065|issue:45412" + ], + "prepared_review_unit_hash": "f874117009b729d87cfc9d8a605ab177e0a49d3ef7a4c53f46944f580ab9f5f2", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36460, + "estimated_input_tokens": 9115, + "estimated_eval_tokens": 18486 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous: tokenizer/loading, flash-attention, offloading, dtype, model-specific inference, and training bugs. None of the soft pairs look like the same underlying bug or change, so all soft edges are rejected.", + "confidence": 0.37, + "canonical_issue_reason": "issue:43873 is the most central user report in this set by inbound references and discussion, but only as a weak representative because the overall group is not a coherent duplicate cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is open, has the most inbound references, and describes a broad runtime problem with clear external impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "Different bugs: sparse-layer config construction vs bfloat16 dtype mismatch in inference." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "Tokenizer loading issue and MPS attention correctness issue are unrelated." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Different components and failures: multimodal dataset batching vs BEiT label reduction." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus output regression and Qwen flash-attention generation failure are distinct." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "Sparse-layer creation bug is unrelated to D-FINE auxiliary-loss behavior." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Packed-weight loading failure and a stale CI test are different problems." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Both tokenizer-related, but one is wrong decoder type and the other ignores tokenizer.json." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 processor import breakage and flash_attention s_aux handling are separate code paths." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Model loading failure for Llama vision and embedding reinit on resize are different bugs." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation failure and stale warning for num_return_sequences are unrelated." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Both mention dtype, but one is AMP crash in loss code and the other is inference mismatch." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch and float16 AMP crash are different runtime failures." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "ExecuTorch export/erfinv issue is unrelated to flash_attention s_aux=None crash." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Flash-attention import error and model-loading failure are not the same defect." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Both are memory/offload related, but quantization offload and multi-GPU OOM are distinct." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch and qwen3_omni_moe feature-length helper behavior are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44493", + "accept": false, + "reason": "Quantization/offload problem and unexpected position-id keys are different issues." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma4 import dependency failure and missing _tokenizer attribute have different causes." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures and embedding reinitialization are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility issue and DeepSeek MoE divergence are not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA failure and a helper-function bug in qwen3_omni_moe are different." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count runtime error and stale generate() warning are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Training/eval dtype drift and undefined video-branch variables are separate defects." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "A800 cudaErrorAssert and multi-GPU OOM are both GPU failures but not the same root cause." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast NoneType error and MacOS bus error for CLIP are unrelated." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma4 processor import issue and protobuf-related tokenizer error masking are different." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Output regression and lm_head serialization inconsistency are distinct model-behavior bugs." + }, + { + "left": "issue:44451", + "right": "issue:45520", + "accept": false, + "reason": "ScandiBERT loading failure and flash_attn import KeyError are unrelated." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and SigLIP2 nonsensical outputs are different model issues." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting change and Trainer broadcast failure have no common code path." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Sam3PixelDecoder dummy layer and RT-DETR memory release 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": 13, + "review_unit_index": 23, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:35141", + "issue:36010", + "issue:39692", + "issue:42915", + "issue:42994", + "issue:43257", + "issue:43278", + "issue:43334", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43653", + "issue:43701", + "issue:43756", + "issue:43824", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44279", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44610", + "issue:44743", + "issue:44857", + "issue:44871", + "issue:44977", + "issue:45072", + "issue:45103", + "issue:45198", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45412", + "issue:45440", + "issue:45491", + "issue:45588", + "issue:45593" + ], + "soft_pairs": [ + "issue:43653|issue:44743", + "issue:44857|issue:45588", + "issue:44186|issue:45198", + "issue:43278|issue:43381", + "issue:43421|issue:45491", + "issue:42915|issue:42994", + "issue:44361|issue:45198", + "issue:43994|issue:45412", + "issue:44265|issue:45198", + "issue:44206|issue:44479", + "issue:44871|issue:44977", + "issue:43257|issue:43278", + "issue:43756|issue:45440", + "issue:29942|issue:30064", + "issue:44610|issue:45412", + "issue:45103|issue:45372", + "issue:43824|issue:44279", + "issue:33357|issue:39692", + "issue:45440|issue:45593", + "issue:29127|issue:34567", + "issue:32090|issue:33290", + "issue:45072|issue:45229", + "issue:43381|issue:43701", + "issue:43653|issue:44442", + "issue:43334|issue:43531", + "issue:43526|issue:44186", + "issue:44464|issue:45491", + "issue:29942|issue:36010", + "issue:44977|issue:45245", + "issue:29127|issue:33357", + "issue:29127|issue:35141" + ], + "prepared_review_unit_hash": "baa25387d4bb5fde0d0c22b3fff90958b731e589752c16356eb84f16af93fb0d", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37027, + "estimated_input_tokens": 9257, + "estimated_eval_tokens": 18770 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not a duplicate cluster: the issues span unrelated models, tokenizers, processors, training, export, and inference regressions. None of the soft-similarity pairs look like the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": "Issue 45198 is the most concrete standalone bug report in the set, with a specific save_pretrained/tokenization failure and clear repro context; the rest are too heterogeneous to serve as one canonical duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45198 is the strongest global representative because it is actionable, narrowly scoped, and tied to a concrete failing code path rather than a vague compatibility or behavioral complaint.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Different bugs: BigBirdTokenizer special-token decode behavior vs Qwen3-MoE recurrent state reset in caching." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "Unrelated failures: LwDetrImageLoss AMP/CUDA crash vs flash_attention.py AttributeError on s_aux=None." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "Different components and code paths: LayoutLMv2 tokenizer padding/NER crash vs Wav2Vec2 save_pretrained/tokenization failure." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "One is an embedding dtype drift in eval, the other is gradient checkpointing being disallowed in eval mode; not the same bug." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Special-token post-processor updates and Gemma3 NaN embeddings are separate issues." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "Qwen3Moe FP8 config failure is distinct from quantized model saving failure." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "Different failures: MLukeTokenizer task AttributeError vs Wav2Vec2 save/tokenization issues." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 incorrect outputs and RT-DETR memory not released are unrelated." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export with torch_compilable_check is a different code path from Wav2Vec2 tokenization/save failures." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Feature extractor center-arg crash vs Qwen VL video regression; different subsystems and symptoms." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id config mismatch is unrelated to Qwen3.5 flash-attention generation issues." + }, + { + "left": "issue:43257", + "right": "issue:43278", + "accept": false, + "reason": "Accelerate+deepspeed weight conversion bug vs training/eval embedding dtype mismatch are distinct." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Both are model-specific, but Smollm3 RoPE layer count and DeepseekV3MoE divergence are not the same underlying defect." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Failing Flash Attention 2 tests and void segmentation map processing are unrelated." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Processor size mismatch vs model memory leak are different problems." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotation handling and Gemma4 processor import dependency failure are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "A missing Qwen2.5-VL import and a generic dependency issue are not the same concrete bug." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS CLIP bus error and SigLIP2 docs/model mismatch are separate issues despite both involving vision models." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepseekV3MoE implementation divergence and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and TrainerState token counting are different features." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "NoneType broadcast crash and Adafactor OOM in deepspeed are different trainer/deepspeed failures." + }, + { + "left": "issue:45072", + "right": "issue:45229", + "accept": false, + "reason": "Bfloat16 dtype mismatch in models is unrelated to Gemma4 multi-GPU OOM." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume_from_checkpoint key mismatch are separate trainer issues." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer special-token registration and AutoTokenizer loading failure are different problems." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL pad_token_id import/config bug is not the same as Qwen3-MoE sliding_window behavior." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and LayoutLMv2 tokenizer crashes are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency and Gemma3 NaN embeddings from mixed-length sliding windows are distinct issues." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention 2 test failures and GenerationMixin import errors are unrelated." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation and category-count overflow are unrelated." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 wording issue and CLIP MacOS bus error do not share the same underlying bug." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Error-message clarity in LayoutLMv3 is unrelated to token embedding resize/reinit behavior." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 24, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:33290", + "issue:34567", + "issue:34689", + "issue:39692", + "issue:41628", + "issue:42915", + "issue:43232", + "issue:43262", + "issue:43316", + "issue:43388", + "issue:43441", + "issue:43452", + "issue:43525", + "issue:43526", + "issue:43575", + "issue:43611", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43723", + "issue:43761", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44206", + "issue:44387", + "issue:44442", + "issue:44479", + "issue:44610", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44898", + "issue:44977", + "issue:45003", + "issue:45072", + "issue:45216", + "issue:45290", + "issue:45372", + "issue:45440", + "issue:45479", + "issue:45491", + "issue:45584", + "issue:45588", + "issue:45600" + ], + "soft_pairs": [ + "issue:43761|issue:44079", + "issue:43262|issue:44206", + "issue:42915|issue:43931", + "issue:43441|issue:45588", + "issue:43232|issue:43388", + "issue:44442|issue:45072", + "issue:43526|issue:44857", + "issue:43723|issue:45479", + "issue:44479|issue:45290", + "issue:45003|issue:45440", + "issue:43526|issue:44610", + "issue:44743|issue:44811", + "issue:43452|issue:45588", + "issue:43931|issue:45216", + "issue:45588|issue:45600", + "issue:43575|issue:43701", + "issue:43316|issue:43525", + "issue:44977|issue:45584", + "issue:43646|issue:44077", + "issue:43761|issue:44188", + "issue:39692|issue:45491", + "issue:43994|issue:44206", + "issue:43575|issue:44387", + "issue:43873|issue:45588", + "issue:43673|issue:44743", + "issue:33290|issue:34567", + "issue:44442|issue:44898", + "issue:34689|issue:43611", + "issue:41628|issue:45372" + ], + "prepared_review_unit_hash": "a92c798b621adcb92d8ac7e835012b95ee3dd59e7ab87a61976398f9091907ee", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36514, + "estimated_input_tokens": 9129, + "estimated_eval_tokens": 18514 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft duplicates were confirmed. The pairs mostly share broad themes like loading, quantization, generation, or processor behavior, but they point to different concrete failures and code paths.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue: the items are heterogeneous and do not form one duplicate bug cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue either; none of these issues is representative of the others, so there is no meaningful canonical choice.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "Both involve output handling, but one is CLIPVisionModel hidden_states regression and the other is ModelOutput key assignment; different failures and code paths." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and a feature extractor unsupported-arg crash are unrelated processor bugs." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Different model families and different problems: FineGrainedFP8Config failure vs Qwen3-VL weight-shape mismatch on load." + }, + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both mention flash attention, but one is a Ministral-3 generation failure and the other is an AttributeError on sink-less models; not the same bug." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs syncing and metric gathering/label truncation are unrelated trainer utilities." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure and bfloat16 dtype mismatch are different subsystems and different symptoms." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "BEiT label reduction bug and LwDetrImageLoss AMP crash are separate vision-training issues." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer loading in v5 and degenerate zero-loss classification behavior are unrelated regressions." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video-input regression across Qwen variants and chat-template crash on tool-call messages are different features." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils is not the same as DeepseekV3MoE diverging from the remote implementation." + }, + { + "left": "issue:43526", + "right": "issue:44610", + "accept": false, + "reason": "Label reduction in BeitImageProcessorFast and OmDet-Turbo image-size mismatch are unrelated processor bugs." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Qwen3.5 recurrent-state reset and Whisper batch_decode skip_special_tokens handling do not share a concrete code path." + }, + { + "left": "issue:43452", + "right": "issue:45588", + "accept": false, + "reason": "gguf_file loading breakage and flash_attention AttributeError are separate loader/integration failures." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Weight-shape mismatch on Qwen3-VL load and Qwen3.5 save_pretrained checkpoint corruption are distinct load/save bugs." + }, + { + "left": "issue:45588", + "right": "issue:45600", + "accept": false, + "reason": "Flash-attention sinkless-model crash and auto_mappings stale-config CI failure are unrelated maintenance issues." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "TP OOM while loading Qwen2-57B and resume_from_checkpoint key mismatch are unrelated training/runtime problems." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config-API issues, but they concern different missing attributes and different model families." + }, + { + "left": "issue:44977", + "right": "issue:45584", + "accept": false, + "reason": "Qwen3.5 flash-attention generation issue and Whisper empty-transcription failure after token alignment are different generation paths." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Generic custom model initialization breakage is broader than the specific patchtsmixer post_init policy change." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Hidden_states regression and torch.compile bidirectional-skip kernel divergence are unrelated attention/output bugs." + }, + { + "left": "issue:39692", + "right": "issue:45491", + "accept": false, + "reason": "SigLIP2 docs example errors are documentation/usage problems, while Gemma3 NaN embeddings are a runtime attention issue." + }, + { + "left": "issue:43994", + "right": "issue:44206", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and LasrFeatureExtractor center-arg crash are different bugs in different components." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both can OOM, but one is TP loading and the other is reserved-memory growth under int4 quantization; not the same bug." + }, + { + "left": "issue:43873", + "right": "issue:45588", + "accept": false, + "reason": "Quantization/offloading behavior and flash_attention sink handling are different code paths and failure modes." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "GenerationMixin cache missing in chunked prefill and Qwen3.5 recurrent-state reset are separate cache-related issues." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "Optimizer OOM and TrainerState num_input_tokens_seen not updating are unrelated training bugs." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure and Perceiver non-default-resolution failure are unrelated model/processor issues." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both involve model loading, but the former is a specific Llama vision regression and the latter is a broader base_model_prefix handling breakage." + }, + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "AutoImageProcessor import failure and Gemma 4 processor loading import error stem from different missing symbols and different stacks." + } + ] + }, + "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": 13, + "review_unit_index": 25, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:28282", + "issue:33290", + "issue:34689", + "issue:35141", + "issue:36010", + "issue:36331", + "issue:41950", + "issue:42175", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43381", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43475", + "issue:43493", + "issue:43540", + "issue:43643", + "issue:43688", + "issue:43716", + "issue:43720", + "issue:43749", + "issue:43761", + "issue:43825", + "issue:43827", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44162", + "issue:44190", + "issue:44442", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44617", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45127", + "issue:45137", + "issue:45200" + ], + "soft_pairs": [ + "issue:43493|issue:43827", + "issue:43381|issue:43873", + "issue:33290|issue:35141", + "issue:33290|issue:34689", + "issue:44077|issue:44479", + "issue:43720|issue:44442", + "issue:43643|issue:44913", + "issue:43749|issue:43931", + "issue:44190|issue:44496", + "issue:43873|issue:44871", + "issue:44162|issue:44792", + "issue:43540|issue:44514", + "issue:33290|issue:36331", + "issue:43381|issue:43856", + "issue:43316|issue:44877", + "issue:34689|issue:36010", + "issue:44855|issue:45137", + "issue:42175|issue:43316", + "issue:43404|issue:43441", + "issue:43388|issue:43688", + "issue:16998|issue:22355", + "issue:25251|issue:28282", + "issue:43316|issue:43716", + "issue:43065|issue:44617", + "issue:41950|issue:43475", + "issue:45127|issue:45200", + "issue:43295|issue:43825", + "issue:43761|issue:44479" + ], + "prepared_review_unit_hash": "75d812440f13a9e4aca8902c15510af08d95e93515a119570fc7a42084983b66", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36098, + "estimated_input_tokens": 9025, + "estimated_eval_tokens": 18306 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft pairs mostly connect unrelated bugs across configs, loading, pipelines, multimodal processors, training, and docs. I would reject every soft edge; there is no real duplicate group here.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out because the cluster is a grab bag of unrelated problems; the soft links look like semantic similarity, not the same underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "No good global best issue for deduplication: any choice would be arbitrary since the items do not share one concrete code path or fix target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "Different topics: SigLIP2 implementation parity vs pipeline docs/removal references." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing eval-mode behavior is unrelated to quantization/offloading." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "DeepSpeed Adafactor OOM is unrelated to embedding resize/post_init reinit." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "OOM with optimizer is not the same as Llama 3.2 Vision model-loading regression." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Optional post_init on patchtsmixer is unrelated to Qwen video-input regression." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading bug is unrelated to tokenizer loading failure." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Both involve config objects, but the bugs are different: missing fields on remote configs vs rotary_pct reload defaulting." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "FSDP CPU RAM efficient loading failure is a different loading path than Qwen3-VL shape mismatch." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in a training script is unrelated to unrecognized model config." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to Gemma eos_token_id mismatch." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage is not the same as a janus image-generation test failure." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both are Qwen multimodal issues, but they hit different processors and code paths (video input vs batched chat template)." + }, + { + "left": "issue:33290", + "right": "issue:36331", + "accept": false, + "reason": "Optimizer OOM is unrelated to Trainer.compute_loss signature change." + }, + { + "left": "issue:43381", + "right": "issue:43856", + "accept": false, + "reason": "Eval-mode gradient checkpointing bug is unrelated to MoE training memory usage." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Config API discrepancy in Gemma3TextConfig is unrelated to granite_speech strict-loading failure." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Llama 3.2 Vision loading regression is unrelated to missing GenerationMixin import." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 torch.jit parse issue is unrelated to DeepSpeed ZeRO3 deque error." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Backend installation/package selection issue is unrelated to Gemma3TextConfig API mismatch." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Weight tying bug and FlashAttention failure are different Mistral-family problems." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metric label truncation bug is unrelated to auxiliary-loss normalization." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "model_max_length question for DeBERTa-V3 is unrelated to missing transformers.onnx module." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "pipeline top_k nesting behavior is unrelated to missing PyTorch dependency import error." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma config API mismatch is unrelated to Mistral-3 image-preprocessor dtype mismatch." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d implementation detail is unrelated to Sam3Video OOM." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification processor selection bug is unrelated to Sam3VisionEncoderOutput attribute failure." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge with extended vocab is not the same bug as missing mm_token_type_ids defaulting." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor.tokenizer regression is unrelated to translation-task error messaging." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVision hidden_states regression is unrelated to Qwen video-input regression." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 26, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:32090", + "issue:35141", + "issue:41720", + "issue:42617", + "issue:43065", + "issue:43295", + "issue:43452", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43701", + "issue:43742", + "issue:43761", + "issue:43827", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:44933", + "issue:44938", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45245", + "issue:45290", + "issue:45357", + "issue:45362", + "issue:45381", + "issue:45406", + "issue:45542", + "issue:45563", + "issue:45584", + "issue:45600" + ], + "soft_pairs": [ + "issue:44871|issue:45584", + "issue:44734|issue:45406", + "issue:43295|issue:44871", + "issue:44077|issue:44534", + "issue:43550|issue:43701", + "issue:43606|issue:43701", + "issue:43646|issue:44913", + "issue:43906|issue:45290", + "issue:43761|issue:44242", + "issue:43452|issue:44496", + "issue:43931|issue:44060", + "issue:44617|issue:45584", + "issue:45563|issue:45584", + "issue:43575|issue:43742", + "issue:42617|issue:43575", + "issue:44521|issue:45381", + "issue:44933|issue:45362", + "issue:41720|issue:43575", + "issue:44479|issue:44734", + "issue:32090|issue:35141", + "issue:44464|issue:45563", + "issue:43065|issue:44610", + "issue:44464|issue:44871", + "issue:44792|issue:44977", + "issue:43827|issue:43994", + "issue:44534|issue:44913", + "issue:41720|issue:45245", + "issue:44190|issue:44964", + "issue:44792|issue:45600", + "issue:44938|issue:45542", + "issue:45127|issue:45357" + ], + "prepared_review_unit_hash": "f4625b73f87f1d4e77440ecd2f75bee70d9c311280ff380fd2af62433a5cf723", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36884, + "estimated_input_tokens": 9221, + "estimated_eval_tokens": 18698 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are unrelated bug reports that only overlap lexically around Transformers generation/chat/multimodal topics. I do not see any true duplicate pair among the soft candidates. The best triage anchor is the active multimodal chat-template regression, but it is not a canonical duplicate for the rest.", + "confidence": 0.94, + "canonical_issue_reason": "No single canonical issue stands out; the soft pairs are mostly superficial matches across different code paths, models, and failure modes rather than the same underlying bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the strongest triage anchor: it has the most activity/inbound references and a concrete, reproducible multimodal chat-template regression. It is still not a duplicate target for the other items in this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Both involve token/generation behavior, but one is an eos_token_id config mismatch and the other is Whisper empty-transcription handling after align_special_tokens; different bugs." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "serve KV-cache continuation indexing and missing _tokenizer on Gemma4Processor are separate failures in different parts of serving." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor.tokenizer regression in v4.57.5 and an inconsistent eos_token_id config are distinct issues." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "patchtsmixer post_init allowance and non-persistent buffers filled with junk are unrelated model-init regressions." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile + SDPA failure in Bamba is unrelated to resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is a different code path from checkpoint key mismatch." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "custom model initialization breakage and GPTNeoX rotary_pct reload default are different config/load bugs." + }, + { + "left": "issue:43906", + "right": "issue:45290", + "accept": false, + "reason": "Both touch chat-related APIs, but one is a reproduction of a prior issue and the other is a tokenize=True tool-call crash; not the same failure." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIPVisionModel hidden_states=None and missing load-balancing loss are unrelated model behaviors." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file loading regression and missing model_type in config.json are different from-pretrained errors." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch and incorrect tied-weights warning in Qwen3-Next are distinct model-specific issues." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM in Sam3Video and Whisper empty-transcription failure are unrelated resource vs generation bugs." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "stale num_return_sequences warning and Whisper empty-transcription crash are different generation-path issues." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "TP OOM when loading Qwen2-57B and MobileLLM-125M key error are unrelated model-loading problems." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py failure is not the same bug as Qwen2 tensor-parallel OOM." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "assistant_masks being all zero in multimodal chat templating and incorrect vision_position_ids for Qwen2.5-VL video input are different regressions." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "missing image_utils import and Qwen3.5 chat crash are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43575", + "accept": false, + "reason": "auto device mapping cudaErrorAssert in Qwen3 is not the same as tensor-parallel OOM in Qwen2." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "video-input regression in Qwen-VL models and KV-cache continuation tensor indexing in serve are different code paths." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer _gpu_broadcast_one NoneType error and output embedding reinitialization after resize are unrelated training/model-init bugs." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "compiled-forward chunked generation inconsistency and a stale warning about num_return_sequences are not the same issue." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "dummy Conv2d in Sam3PixelDecoder and processor/model resolution mismatch in OmDet-Turbo are different model-preprocessing problems." + }, + { + "left": "issue:44464", + "right": "issue:44871", + "accept": false, + "reason": "chunked-generation inconsistency under compilation has nothing to do with eos_token_id configuration drift." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "janus image-generation test failure and Qwen3.5 flash-attention generation issue are different model-specific regressions." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "docs still referencing pipeline() and Siglip2 nonsensical outputs with AutoModel/pipeline are separate documentation vs model behavior issues." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "non-persistent buffer junk and GPTNeoX rotary_pct reload default are different configuration/persistence bugs." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 auto device mapping assert and the 2^24 category limit error are unrelated." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "local dataset loading in a no-trainer script and Phi-4 multimodal model loading are different failures." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "janus generate_images test failure and removed Sam3LiteText references in auto_mappings.py are unrelated." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import/load failure and missing TensorFlow backend initialization from tensorboard-only install are different environment issues." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge collapse with extended vocab and incorrect visual encoder keys on save_pretrained are different model-save/merge 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": 13, + "review_unit_index": 27, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:36246", + "issue:38175", + "issue:38617", + "issue:39692", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:43065", + "issue:43116", + "issue:43295", + "issue:43388", + "issue:43404", + "issue:43479", + "issue:43540", + "issue:43550", + "issue:43582", + "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:44355", + "issue:44466", + "issue:44561", + "issue:44683", + "issue:44734", + "issue:44743", + "issue:44855", + "issue:44913", + "issue:45003", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45375", + "issue:45406", + "issue:45446", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45632" + ], + "soft_pairs": [ + "issue:43388|issue:43582", + "issue:44855|issue:45588", + "issue:43761|issue:44743", + "issue:43650|issue:44220", + "issue:44355|issue:44855", + "issue:43644|issue:44913", + "issue:43540|issue:44734", + "issue:45276|issue:45584", + "issue:43976|issue:44855", + "issue:44077|issue:44079", + "issue:43404|issue:45216", + "issue:43550|issue:44190", + "issue:44112|issue:45600", + "issue:43116|issue:44190", + "issue:43295|issue:45276", + "issue:41950|issue:44016", + "issue:45245|issue:45584", + "issue:39692|issue:44190", + "issue:36246|issue:41628", + "issue:43479|issue:45375", + "issue:44734|issue:45632", + "issue:36246|issue:38617", + "issue:45406|issue:45632", + "issue:44561|issue:45632", + "issue:44016|issue:44220", + "issue:44186|issue:44734", + "issue:42175|issue:44279", + "issue:38175|issue:43065", + "issue:44683|issue:45446", + "issue:44466|issue:44913", + "issue:44246|issue:45003" + ], + "prepared_review_unit_hash": "02a159786b3be3e729c5536282499aff778ccf2f51b41078c64bb673b71243be", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37112, + "estimated_input_tokens": 9278, + "estimated_eval_tokens": 18812 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is very heterogeneous: most soft-link candidates are related only by broad subsystem or similar regression language, not the same underlying bug. No PRs are present. Issue 45003 is the best general anchor, but the overall duplicate signal is weak.", + "confidence": 0.23, + "canonical_issue_reason": "issue:45003 is the broadest core-runtime bug in the set and remains open, so it is the best anchor despite the cluster\u2019s weak cohesion.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45003 is the most generally applicable and actionable issue here; it targets a core import/runtime path rather than a narrow model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43388", + "right": "issue:43582", + "accept": false, + "reason": "Different failures: metric gathering label truncation vs an Apple Silicon allocator warmup TypeError." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Unrelated code paths: Python 3.13 import parsing error vs flash-attention sink handling crash." + }, + { + "left": "issue:43761", + "right": "issue:44743", + "accept": false, + "reason": "Both are regressions, but one is CLIPVision hidden states and the other is Qwen recurrent state caching; not the same bug." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "No clear overlap: placeholder issue vs audio feature extraction helper bug." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Compiled-file execution errors are not the same as the DebertaV2 JIT parsing/import problem." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk vs GPTNeoX config reload of rotary_pct are different defects." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe is unrelated to serve KV-cache continuation indexing." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Gemma4 embedding resize bug and Whisper empty-transcription generation failure are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Packaging/Python-version compatibility is not the same issue as the DebertaV2 import parsing failure." + }, + { + "left": "issue:44077", + "right": "issue:44079", + "accept": false, + "reason": "One is a model init/post_init rule change; the other is ModelOutput key assignment behavior." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Both concern generation model weights, but the concrete bugs differ: weight tying vs save_pretrained serialization regression." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile SDPA failure is unrelated to loading a local dataset in the training script." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "CI failures from different causes: stale GraniteSpeech device override test vs removed Sam3LiteText auto-mapping refs." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Multi-label classification output bug is unrelated to dataset loading in the image-classification script." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer regression and Gemma4 embedding resize bug are different code paths." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification processor lookup bug and notebook syntax error are unrelated." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-cardinality runtime error has no direct relation to Whisper empty transcription handling." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "Documentation example errors are not the same as the local dataset loading failure." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they affect different missing symbols and likely different API surfaces." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Different multimodal config bugs: default None initialization vs missing deepstack_visual_indexes preservation." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "Serve KV-cache indexing and trust_remote_code cache-path collisions are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Different missing imports from different modules; no shared concrete bug." + }, + { + "left": "issue:45406", + "right": "issue:45632", + "accept": false, + "reason": "Gemma4Processor _tokenizer crash is unrelated to cache-path collisions for local models." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Removal of is_torch_fx_available affects remote-code models, not trust_remote_code cache naming collisions." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error and audio feature extraction bug are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Tokenizer padding/truncation crash is a different path from serve KV-cache continuation indexing." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Missing tensorflow in the torch extra is not the same as a vague dependency issue." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "SigLIP2 zero probabilities and Sam3PixelDecoder dummy Conv2d are unrelated model bugs." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both touch flex_attention, but one is compiled flex_attention on torch>=2.9 and the other is a version-check/import bug; not the same change." + }, + { + "left": "issue:44466", + "right": "issue:44913", + "accept": false, + "reason": "Serialization of tied lm_head weights is unrelated to GPTNeoX rotary_pct reload behavior." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Slow import sometimes and unsafe sys.modules access are different symptoms with different fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 28, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:42907", + "issue:43295", + "issue:43299", + "issue:43381", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43643", + "issue:43673", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43927", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44112", + "issue:44242", + "issue:44279", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44462", + "issue:44496", + "issue:44521", + "issue:44683", + "issue:44933", + "issue:44964", + "issue:44987", + "issue:45042", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45325", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45542", + "issue:45561", + "issue:45584", + "issue:45593", + "issue:45600", + "issue:45632" + ], + "soft_pairs": [ + "issue:43299|issue:45216", + "issue:43643|issue:44496", + "issue:42907|issue:43441", + "issue:44016|issue:44062", + "issue:43295|issue:45335", + "issue:44964|issue:45600", + "issue:43673|issue:44336", + "issue:43976|issue:44987", + "issue:44112|issue:44964", + "issue:43531|issue:45600", + "issue:45561|issue:45632", + "issue:43824|issue:44933", + "issue:45335|issue:45584", + "issue:43976|issue:44279", + "issue:44496|issue:45042", + "issue:43854|issue:44964", + "issue:43577|issue:45216", + "issue:43526|issue:43901", + "issue:43299|issue:45357", + "issue:44075|issue:44368", + "issue:44521|issue:45325", + "issue:43381|issue:45593", + "issue:44242|issue:45200", + "issue:43927|issue:45632", + "issue:43901|issue:44496", + "issue:44351|issue:45278", + "issue:43976|issue:45405", + "issue:44683|issue:45542", + "issue:43479|issue:43525", + "issue:44462|issue:45081" + ], + "prepared_review_unit_hash": "2599beb99276b804e26befbadb288308147a94d1f84d9f895e78ceee057ccdf5", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36767, + "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 heterogeneous: it mixes unrelated bugs in model loading/saving, tokenizer/config regressions, docs/test failures, and dependency issues. I do not see any pair that is clearly the same underlying bug/change, so there is no strong canonical duplicate here.", + "confidence": 0.89, + "canonical_issue_reason": "No single issue cleanly serves as a duplicate hub; the items are too diverse across subsystems and failure modes.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a good canonical representative. If forced, 45278 is the broadest umbrella, but it is too vague to be a true duplicate anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Same family name, but different concrete bugs: Qwen3VL MoE loading vs Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Both are config-loading problems, but one is trust_remote_code dropping fields and the other is an unrecognized-model/config.json issue." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Both mention Ministral, but one is about saving dequantized models and the other about FlashAttention loading failure." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken constructor error are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Different code paths: processor/tokenizer image handling vs t5gemma embedding resize not propagating." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Phi-4 multimodal loading and stale auto_mappings entries are different bugs." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Cache missing in generation chunked_prefill is unrelated to ANSI codes in loading_report." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python-version compatibility regression vs a model-specific loading failure." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI test flake in GraniteSpeech is not the same as a Phi-4 multimodal loading bug." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and auto_mappings cleanup are unrelated." + }, + { + "left": "issue:45561", + "right": "issue:45632", + "accept": false, + "reason": "A pytest-xdist race on captured_info.txt is different from a trust_remote_code cache-path collision." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and modules with no clear shared root cause." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "Embedding resize propagation and Whisper empty-transcription handling are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "A Python support/version issue is not the same as a generic dependency issue." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized model config and PIL backend requiring torchvision are different problems." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different model families and different load failures." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Blip2 dtype propagation and Qwen3.5 save_pretrained are unrelated bugs." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "A processor label-reduction bug is not the same as a docs/behavior mismatch for return_all_scores." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen-related regressions, but one is loading a Qwen3VL MoE model and the other is saving incorrect visual encoder keys." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Unused SGD arguments and a tie_word_embeddings warning are unrelated." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Assistant mask generation and rope-index scaling are different multimodal behaviors." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Router load-balancing loss and mm_token_type_ids defaults are different model-training issues." + }, + { + "left": "issue:43927", + "right": "issue:45632", + "accept": false, + "reason": "Save/load token-ID loss and trust_remote_code cache collisions are different bugs." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs mentioning return_all_scores is unrelated to config/model-type loading failure." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "HybridCache import failure may be one symptom of a broader regression, but 45278 is too general to be the same concrete bug." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python compatibility and PEFT minimum-version bump are not the same issue." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Torch compiled flex_attention failure is unrelated to the TensorBoard-without-TF backend error." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Phi4Multimodal default config initialization and missing pad_token_id on Llama4Config are different config bugs." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Ignoring tokenizer.json and crashing in _patch_mistral_regex are separate tokenizer-loading 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": 13, + "review_unit_index": 29, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:38175", + "issue:39692", + "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:44016", + "issue:44162", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44462", + "issue:44466", + "issue:44496", + "issue:44521", + "issue:44617", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44877", + "issue:44898", + "issue:44987", + "issue:45020", + "issue:45276", + "issue:45290", + "issue:45397", + "issue:45405", + "issue:45542", + "issue:45593" + ], + "soft_pairs": [ + "issue:41950|issue:45020", + "issue:44297|issue:44462", + "issue:44279|issue:45405", + "issue:44496|issue:44877", + "issue:41950|issue:43650", + "issue:43299|issue:43854", + "issue:44462|issue:44779", + "issue:43295|issue:44779", + "issue:38175|issue:44617", + "issue:39692|issue:43901", + "issue:43650|issue:45290", + "issue:43723|issue:44162", + "issue:44016|issue:44291", + "issue:43450|issue:44279", + "issue:42994|issue:43317", + "issue:44261|issue:44263", + "issue:43262|issue:44521", + "issue:43441|issue:44683", + "issue:43065|issue:44898", + "issue:44623|issue:45397", + "issue:44466|issue:45276", + "issue:43122|issue:43650", + "issue:44623|issue:44749", + "issue:43784|issue:45542", + "issue:43673|issue:43761", + "issue:44671|issue:44779", + "issue:44987|issue:45542", + "issue:43653|issue:45593", + "issue:44297|issue:45397" + ], + "prepared_review_unit_hash": "f8609e87797b12c051efea02489ab96a981af9fcf9e74afb34802fcc64480819", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35676, + "estimated_input_tokens": 8919, + "estimated_eval_tokens": 18094 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab-bag of Transformers v5 regressions around tokenizer/model loading, config validation, and processor/pipeline behavior. Most soft pairs are only thematically similar; only the strict-config loading reports look like the same underlying bug.", + "confidence": 0.62, + "canonical_issue_reason": "issue:45020 is the broadest umbrella here, covering v5 regressions that break loading of custom/remote-code models.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best global representative because it is open and spans the widest slice of the cluster\u2019s model-loading regression reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Both are model/pipeline regressions, but one is a video-classification processor bug and the other is a broad remote_code loading issue; not the same underlying defect." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Both involve tokenizers, but one is save_pretrained serialization metadata and the other is AutoTokenizer loading behavior; different code paths." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic dependency problem vs a specific unreleased PEFT version bump; not the same bug." + }, + { + "left": "issue:44496", + "right": "issue:44877", + "accept": true, + "reason": "Both report strict config validation blocking model loading because required config fields are missing or rejected; same underlying loading issue." + }, + { + "left": "issue:41950", + "right": "issue:43650", + "accept": false, + "reason": "Unrelated video-classification processor bug vs placeholder issue text." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Both are model-load failures, but for different models and likely different causes; too broad to merge." + }, + { + "left": "issue:44462", + "right": "issue:44779", + "accept": false, + "reason": "Tokenizer loading/selection is related, but one is ignoring tokenizer.json from the repo and the other is DeepSeek tokenization regressions; not clearly the same defect." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Different regressions: processor.tokenizer access/images passthrough vs DeepSeek tokenizer output changes." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "SigLIP2 probability issue and Sam3Video OOM are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both mention docs/examples, but one is a SigLIP2 example error and the other is a pipeline docs mismatch; not duplicates." + }, + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "Placeholder text vs a concrete chat_template crash; no relation." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading regression vs ESM2 model breakage; too different in symptom and scope." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "Notebook syntax error vs init_empty_weights argument regression; unrelated." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video processor batching shape bug vs a dependency issue; unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized save failure vs dequantized load/offload failure; adjacent area but different operation and code path." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Different model internals: MLA layernorm precision vs torch.split behavior in a MoE indexer." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both involve apply_chat_template, but one is audio sampling-rate defaulting and the other is multimodal assistant mask generation; different bugs." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Different attention implementations/backends and different failure modes; not the same change." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Sam3PixelDecoder dummy conv vs Perceiver image classification resize/interpolation failure; unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "processor.save_pretrained missing files vs gemma-4 ZeRO3 from_pretrained; different paths." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Both touch Gemma-4 weights, but one is serialization inconsistency and the other is resize_token_embeddings propagation; not the same bug." + }, + { + "left": "issue:43122", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer regression vs placeholder issue text; unrelated." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Missing files on save vs performance regression after upgrading Transformers; unrelated." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Different backend import errors involving unrelated packages." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Different v5 regressions in generation cache vs CLIP hidden_states output." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Different model families and different failure modes: CamemBERT MLM outputs vs DeepSeek tokenizer behavior." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Model loading failure vs backend-installation issue; unrelated." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token decoding bug vs D-FINE auxiliary-loss issue; unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save metadata mismatch vs Gemma-4 ZeRO3 loading; different areas." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The only accepted soft pair, issue:44496 / issue:44877, is plausibly the same strict-config loading regression from the titles alone, and the rest are appropriately left unmerged as only thematic similarities. The choice of issue:45020 as the broad umbrella representative is also reasonable from the packet." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 30, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:42491", + "issue:42757", + "issue:43295", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43673", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44361", + "issue:44373", + "issue:44462", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44589", + "issue:44617", + "issue:44661", + "issue:44749", + "issue:45003", + "issue:45200", + "issue:45250", + "issue:45356", + "issue:45362", + "issue:45397", + "issue:45542", + "issue:45561", + "issue:45563", + "issue:45593" + ], + "soft_pairs": [ + "issue:42175|issue:43976", + "issue:43901|issue:43994", + "issue:44361|issue:45593", + "issue:43475|issue:44016", + "issue:45561|issue:45563", + "issue:43824|issue:43976", + "issue:43525|issue:43881", + "issue:43295|issue:44617", + "issue:43352|issue:45250", + "issue:44589|issue:45362", + "issue:44188|issue:44336", + "issue:41628|issue:43976", + "issue:44295|issue:45397", + "issue:43901|issue:44246", + "issue:42491|issue:43299", + "issue:41950|issue:44220", + "issue:44336|issue:44373", + "issue:44242|issue:45593", + "issue:44462|issue:45356", + "issue:44661|issue:45542", + "issue:44246|issue:44496", + "issue:45003|issue:45561", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:43531|issue:45362", + "issue:43526|issue:45003", + "issue:44336|issue:44485", + "issue:43673|issue:44561", + "issue:44162|issue:45200", + "issue:44295|issue:44749" + ], + "prepared_review_unit_hash": "175f6c9e8df460db9356a969d1f5201498ca79b14ff121718bc81b8535681bec", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36374, + "estimated_input_tokens": 9094, + "estimated_eval_tokens": 18444 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft edges are overwhelmingly false positives: the items span unrelated import errors, model-specific loading bugs, tokenizer regressions, testing issues, docs, and performance problems. No pair looks like the same underlying bug or change.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43824 is the strongest anchor: it is a concrete import regression, has the highest discussion/inbound-reference activity, and is more representative than the other mostly unrelated reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Same as canonical; among this set, issue:43824 has the clearest reproducible failure and the broadest evidence trail.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "Different failure modes: missing TensorFlow in a torch-only install vs a Python-version compatibility break." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "One is a docs/behavior mismatch, the other is a bad model output regression; not the same bug." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "Tokenizer AttributeError on tasks vs missing auxiliary losses in D-FINE are unrelated code paths." + }, + { + "left": "issue:43475", + "right": "issue:44016", + "accept": false, + "reason": "SAM 3 Video attribute error and a notebook syntax error are clearly unrelated." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "Both touch testing, but one is an xdist file race and the other is a stale generation warning." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Missing Qwen2.5 VL export/import symbol vs Python version support; unrelated issues." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Llama4 config attribute missing and GLM-4V load failure are different model-specific bugs." + }, + { + "left": "issue:43295", + "right": "issue:44617", + "accept": false, + "reason": "Processor/tokenizer regression vs CUDA OOM in Sam3Video; different symptoms and causes." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "One reports lack of Flash Attention 2.0 support for a model; the other is a generic feature request." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage deserialization error vs Qwen3.5 chat crash are not the same underlying problem." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "torch.compile kernel divergence and ANSI code output in loading_report are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "An import failure for AutoImageProcessor is not the same as a Python-version compatibility issue." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Position_ids buffer access bug vs Gemma-4 zero3 loading failure are different issues." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs mismatch for return_all_scores and slow import behavior are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen3 MoE/versioning, but one is LoRA compatibility across branches and the other is model loading on dev0; too different to merge." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification image-processor lookup and _torch_extract_fbank_features() are separate pipeline bugs." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI escape output in a loading report is unrelated to a wrong docstring." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Load-balancing loss omission in MoE and D-FINE auxiliary-loss behavior are different model-specific bugs." + }, + { + "left": "issue:44462", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer.json being ignored and Kimi-K2.5 codec regression are both tokenizer-related, but not the same failure." + }, + { + "left": "issue:44661", + "right": "issue:45542", + "accept": false, + "reason": "Tokenizer mapping registration failure and undefined tf backend after install are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Slow imports sometimes and unrecognized model config are different problems." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different modules; same symptom, not same bug." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and code paths." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and Qwen3.5 chat crashes are distinct model/runtime issues." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "A BeitImageProcessorFast label-reduction bug is unrelated to unsafe sys.modules access." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "Loading-report ANSI codes and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Chunked-prefill cache missing and trust_remote_code breakage from a removed helper are separate regressions." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma-4 mm_token_type_ids defaults are unrelated model bugs." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "A position_ids buffer issue and a Chinese performance regression are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 31, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42886", + "issue:43065", + "issue:43066", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43295", + "issue:43408", + "issue:43441", + "issue:43475", + "issue:43540", + "issue:43596", + "issue:43653", + "issue:43673", + "issue:43901", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44242", + "issue:44246", + "issue:44336", + "issue:44368", + "issue:44466", + "issue:44496", + "issue:44734", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44877", + "issue:44933", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45459", + "issue:45563", + "issue:45584", + "issue:45588" + ], + "soft_pairs": [ + "issue:44242|issue:44857", + "issue:44246|issue:44871", + "issue:44877|issue:45375", + "issue:36246|issue:43596", + "issue:43066|issue:44779", + "issue:43441|issue:43540", + "issue:45292|issue:45584", + "issue:44779|issue:45292", + "issue:44987|issue:45459", + "issue:41628|issue:41950", + "issue:42886|issue:45229", + "issue:44995|issue:45200", + "issue:43901|issue:45003", + "issue:43065|issue:43408", + "issue:43232|issue:44336", + "issue:43257|issue:45137", + "issue:44496|issue:45003", + "issue:44060|issue:44077", + "issue:43295|issue:45292", + "issue:44995|issue:45588", + "issue:43262|issue:44246", + "issue:43653|issue:44162", + "issue:43475|issue:43540", + "issue:44368|issue:45563", + "issue:44466|issue:45335", + "issue:44368|issue:44977", + "issue:44933|issue:45459", + "issue:43673|issue:44734" + ], + "prepared_review_unit_hash": "bc475be8892c170621ba8ca6a0a2c737bcbf2b80811c5cd81d160415db179e29", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35611, + "estimated_input_tokens": 8903, + "estimated_eval_tokens": 18062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous Transformers regressions rather than one duplicate family. The only strong duplicate-like pair is the resize_token_embeddings / secondary-embedding mismatch; the rest are distinct issues across different models and subsystems.", + "confidence": 0.69, + "canonical_issue_reason": "issue:45292 is the broader formulation of the resize_token_embeddings bug, and issue:45335 looks like the same underlying failure on t5gemma's decoder.embed_tokens, so 45292 is the best anchor for the duplicate pair.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 has the clearest general description of the shared embedding-resize bug and is the best representative issue in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Different subsystems and failure modes: MOE load-balancing loss vs AMP/CUDA crash in image loss." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Unrelated problems: import performance sometimes vs Gemma eos_token_id config mismatch." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both involve strict config handling, but they affect different model configs and different concrete symptoms." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "An import error for a missing image processor export is unrelated to a DeepSpeed ZeRO3/BertModel index crash." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but the concrete bugs and code paths are different." + }, + { + "left": "issue:43441", + "right": "issue:43540", + "accept": false, + "reason": "Different models and different failures: FlashAttention on Ministral-3 vs video input processing in Qwen3OmniMoe." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "Embedding-resize propagation is unrelated to Whisper's empty-transcription generation failure." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Deepseek tokenizer correctness in v5 is not the same bug as resize_token_embeddings not updating embeddings." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model loading failure for a specific repo is unrelated to protobuf-dependent tokenizer error masking." + }, + { + "left": "issue:41628", + "right": "issue:41950", + "accept": false, + "reason": "Importing AutoImageProcessor and a video pipeline using image processors are related API areas, but not the same concrete bug." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline cache tokenizer loading and Gemma4 multi-GPU OOM are different failures with no shared code path." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Stale indexer cache on a second forward pass is unrelated to mm_token_type_ids being required for text-only fine-tuning." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mentioning return_all_scores vs a sys.modules access bug are not the same underlying issue." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "A dummy Conv2d in Sam3PixelDecoder is unrelated to the sam3_video vs sam3_tracker warning." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs after sync_gpus and ANSI-code output from loading_report are unrelated bugs." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MOE weight conversion with accelerate/deepspeed and a ZeRO3 deque pop error are different failure modes." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config loading and unsafe sys.modules access are different code-path problems." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "A tied-weights warning bug and allowing optional post_init in patchtsmixer are not the same change." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "Processor.tokenizer/image-to-tokenizer regression is separate from resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "A stale cache crash on second forward pass is not the same as flash_attention failing on s_aux=None." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling-rate defaults and slow imports are unrelated." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are distinct bugs." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Sam3VisionEncoderOutput missing an attribute is unrelated to Qwen3OmniMoe video-input validation." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "A tied-embeddings warning and a stale num_return_sequences warning are different warning-path issues." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Inconsistent lm_head serialization is unrelated to resize_token_embeddings not reaching decoder.embed_tokens." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Tied-weights warning noise and Qwen3.5 flash-attention generation failure are different problems." + }, + { + "left": "issue:44933", + "right": "issue:45459", + "accept": false, + "reason": "A missing image_utils import is unrelated to hidden tokenizer errors when protobuf is absent." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Missing cache in GenerationMixin during chunked_prefill and wrong KV-cache indexing in serve are different concrete bugs." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Both report the same underlying resize_token_embeddings bug: the resized input embeddings are not propagated to the secondary output/decoder embedding module." + } + ] + }, + "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": 13, + "review_unit_index": 32, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42994", + "issue:43232", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43704", + "issue:43873", + "issue:43931", + "issue:44038", + "issue:44162", + "issue:44188", + "issue:44222", + "issue:44297", + "issue:44351", + "issue:44361", + "issue:44368", + "issue:44623", + "issue:44661", + "issue:44749", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45200", + "issue:45230", + "issue:45278", + "issue:45310", + "issue:45356", + "issue:45362", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45478", + "issue:45600" + ], + "soft_pairs": [ + "issue:44869|issue:45356", + "issue:45137|issue:45600", + "issue:43931|issue:44368", + "issue:44297|issue:44623", + "issue:43232|issue:43673", + "issue:43673|issue:45278", + "issue:43646|issue:44162", + "issue:44361|issue:44749", + "issue:42673|issue:43704", + "issue:44749|issue:45310", + "issue:28282|issue:30990", + "issue:45230|issue:45397", + "issue:44038|issue:44623", + "issue:42994|issue:43482", + "issue:43701|issue:44749", + "issue:42371|issue:45092", + "issue:43475|issue:45381", + "issue:45375|issue:45478", + "issue:43475|issue:43643", + "issue:41628|issue:44933", + "issue:45310|issue:45375", + "issue:45081|issue:45103", + "issue:42994|issue:43525", + "issue:42222|issue:45200", + "issue:43475|issue:44661", + "issue:42831|issue:44222", + "issue:43873|issue:44945", + "issue:45310|issue:45397", + "issue:45362|issue:45375", + "issue:43232|issue:44188", + "issue:41628|issue:44351", + "issue:44222|issue:45310" + ], + "prepared_review_unit_hash": "7f1b15fd7d9c889d14960059815af26b1052223d633afcc3811bb155de7f11fd", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 36950, + "estimated_input_tokens": 9238, + "estimated_eval_tokens": 18732 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly heterogeneous, but it does contain at least two exact duplicate issue pairs: issue:42673/issue:43704 and issue:45310/issue:45478. issue:42673 is the best canonical anchor because it is the earliest and most substantiated of the exact duplicates; most other soft pairs remain non-duplicates.", + "confidence": 0.81, + "canonical_issue_reason": "issue:42673 is the strongest canonical issue because it is part of an exact duplicate pair with issue:43704, is earlier, and has better discussion/reference activity. Also, issue:45310 and issue:45478 form a second exact-title duplicate pair, so the cluster is not a single-duplicate case.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the best global issue to anchor consolidation: it cleanly represents one exact duplicate pair and is the most developed report among the exact matches. The presence of another exact pair (issue:45310/issue:45478) means the cluster should be described as having multiple duplicate pockets, not just one.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions: Whisper trailing replacement-character decode crash vs Kimi tokenizer codec/regex regression." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "Unrelated failures: DeepSpeed ZeRO3 deque underflow vs Sam3LiteText auto-mapping/CI breakage." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Different symptoms and code paths: Qwen3-VL weight-shape mismatch vs a Qwen3.5 LoRA warning." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both involve save_pretrained, but one is tokenizer metadata mismatch and the other is missing processor files." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Generation kwargs update after sync_gpus is a different failure mode from missing GenerationMixin cache in chunked_prefill." + }, + { + "left": "issue:43673", + "right": "issue:45278", + "accept": false, + "reason": "Specific generation-cache bug vs broad import-error regression after upgrade; too different to merge." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Generic custom model init regression and ESM2 breakage are not the same concrete issue." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer AttributeError is unrelated to the reported slowdown after upgrading Transformers." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Exact same Qwen3ForCausalLM VRAM leak report; same title and same behavior, clear duplicate." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "Performance regression in data filtering is unrelated to a Qwen3.5 MoE from_pretrained loading error." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch missing ImportError for AutoModel is unrelated to Sentence Transformers hanging while loading." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "A placeholder bug report is not the same as a Gemma-4 Zero3 from_pretrained failure." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe v5 bug and processor.save_pretrained missing files are different issues." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure is not the same as Qwen2.5-GGUF loading failure." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to the data-filtering slowdown report." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API warning is not the same as InternVL2 meta-initialization incompatibility." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "SAM 3 video encoder attribute error and qwen2.5-vl video position-id bug are distinct model-specific regressions." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Same model family, but one is a specific missing config field and the other is a generic from_pretrained error; not enough to prove the same bug." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM 3 video encoder attribute error is unrelated to the AutoConfig trust_remote_code missing-fields issue." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they involve different missing symbols and different APIs." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Qwen3.5 MoE from_pretrained error and missing deepstack_visual_indexes look related, but the titles do not establish the same concrete code-path bug." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex patch crash is unrelated to the auto_docstring annotation AttributeError." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized saving failure and missing pad_token_id on Llama4Config are different issues." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Vitpose model breakage and Gemma 4 mm_token_type_ids defaulting are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "SAM 3 video encoder failure is unrelated to the add-new-model-like TOKENIZER_MAPPING_NAMES bug." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FP8 accuracy degradation and FP8 save_pretrained failure are different bug classes." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading behavior and pipeline-parallel output corruption are not the same underlying bug." + }, + { + "left": "issue:45310", + "right": "issue:45397", + "accept": false, + "reason": "Qwen3.5 MoE loading error and Gemma-4 Zero3 from_pretrained failure are unrelated model families." + }, + { + "left": "issue:45362", + "right": "issue:45375", + "accept": false, + "reason": "Qwen3.5 chat crash is too broad and not the same concrete config-field omission bug." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs handling after sync_gpus is unrelated to attention-kernel divergence under torch.compile." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "AutoImageProcessor missing import and HybridCache missing import are different symbols and code paths." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 save_pretrained for MoE and Qwen3.5 MoE from_pretrained loading error are different operations and failure modes." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary overstates uniqueness and misses a stronger duplicate. In the packet, issue:45310 and issue:45478 have the exact same title ('[BUG] transformers>=5.4.0, Qwen3.5 Moe from_pretrained error'), so they look like a duplicate pair as well. That means the claim that issue:42673/issue:43704 is the 'only exact duplicate pair' is not grounded. The rest of the soft-edge rejections are mostly conservative, but this miss makes the consolidation summary unreliable." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 33, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43479", + "issue:43504", + "issue:43526", + "issue:43673", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43976", + "issue:44038", + "issue:44060", + "issue:44079", + "issue:44164", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44297", + "issue:44373", + "issue:44448", + "issue:44496", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:44964", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45137", + "issue:45310", + "issue:45356", + "issue:45459", + "issue:45561" + ], + "soft_pairs": [ + "issue:42994|issue:44164", + "issue:44038|issue:45310", + "issue:44496|issue:45561", + "issue:43526|issue:45561", + "issue:43232|issue:44792", + "issue:43504|issue:45561", + "issue:36010|issue:41628", + "issue:43673|issue:44188", + "issue:43377|issue:44242", + "issue:30990|issue:35141", + "issue:43479|issue:44079", + "issue:42898|issue:44568", + "issue:43479|issue:44869", + "issue:43976|issue:44933", + "issue:42175|issue:44933", + "issue:44964|issue:45137", + "issue:44623|issue:45310", + "issue:43784|issue:43824", + "issue:44188|issue:44373", + "issue:44060|issue:45125", + "issue:43278|issue:45137", + "issue:43723|issue:44568", + "issue:44734|issue:45103", + "issue:42898|issue:45356", + "issue:42898|issue:44779", + "issue:43874|issue:45092", + "issue:30333|issue:33290", + "issue:42898|issue:44448", + "issue:41628|issue:45459", + "issue:44222|issue:44297" + ], + "prepared_review_unit_hash": "7d8ccdb2d7d52db48ef16a06c4ac95d10c969f91e5e2a9e3c6141f9cf0153940", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36719, + "estimated_input_tokens": 9180, + "estimated_eval_tokens": 18616 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: it mixes tokenizer regressions, import errors, multimodal config/loading bugs, save/load issues, serving problems, and unrelated training/runtime failures. None of the soft pairs look like the same underlying bug or change, so all were rejected.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical issue: the items span many unrelated bug reports rather than one duplicate theme.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a strong global representative because the cluster is too diverse to collapse into one canonical bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "Training/MLflow reporting failure vs Sentence Transformers loading hang; unrelated bugs." + }, + { + "left": "issue:42994", + "right": "issue:44164", + "accept": false, + "reason": "Quantized-model saving failure vs general extra_state handling in save/from_pretrained; different save-path bugs." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Different model families and failure modes: Qwen3-VL-Moe vs Qwen3.5 MoE from_pretrained." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model/config issue vs pytest-xdist race on captured_info.txt; unrelated." + }, + { + "left": "issue:43526", + "right": "issue:45561", + "accept": false, + "reason": "BeitImageProcessorFast label handling vs testing-utils race; no overlap." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation KV-kwarg bug vs janus image-generation test failure; not the same code path." + }, + { + "left": "issue:43504", + "right": "issue:45561", + "accept": false, + "reason": "Beit pretrained-load legacy field issue is unrelated to xdist file race." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but for different symbols and fixes: GenerationMixin vs AutoImageProcessor." + }, + { + "left": "issue:43673", + "right": "issue:44188", + "accept": false, + "reason": "Chunked prefill cache issue vs torch.compile branching divergence in attention kernels; different bugs." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "MIMI padding-mask inconsistency vs MoE load-balancing-loss omission; unrelated behavior." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Loading hang vs embedding reinitialization on resize; different model lifecycle problems." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Multimodal config defaults vs ModelOutput key assignment; different abstractions." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer v5 behavior change vs special-token insertion bug; both tokenizer-related but not the same concrete defect." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Config initialization bug vs Whisper timestamp decode crash; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python-version compatibility issue vs missing image_utils import; different failure classes." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Backend dependency packaging vs nonexistent import from image_utils; unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal model load failure vs DeepSpeed ZeRO3 deque IndexError; different subsystems." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained missing files vs Qwen3.5 MoE from_pretrained error; not the same bug." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Different import failures for different missing symbols/models; too broad to merge." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention-kernel divergence under torch.compile vs docstring typo for position_ids; unrelated." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Tied-weights warning bug vs missing tensor-parallel plan on a different Qwen model; different code paths." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Embedding dtype regression vs ZeRO3 deque error; unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading issue vs add_special_tokens behavior regression; not the same defect." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serving KV-cache indexing crash vs auto_docstring AttributeError; unrelated." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Generic tokenizer cleanup behavior change vs Kimi-K2.5 codec/warning regression; different tokenizer bugs." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenizer regressions affecting different models and code paths." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-patch helper vs remote-code meta-init incompatibility; different multimodal issues." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "MLflow failure reporting vs loading hang; unrelated." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Tokenizer cleanup behavior change vs Pegasus output difference across versions; similar area but not same concrete bug." + }, + { + "left": "issue:41628", + "right": "issue:45459", + "accept": false, + "reason": "AutoImageProcessor import error vs protobuf-related tokenizer error masking; unrelated." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "FP8 MoE save_pretrained issue vs tokenizer_config class mismatch; different save paths and components." + } + ] + }, + "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": 13, + "review_unit_index": 34, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30333", + "issue:30990", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42898", + "issue:42994", + "issue:43295", + "issue:43479", + "issue:43576", + "issue:43644", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:44038", + "issue:44206", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44442", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44623", + "issue:44871", + "issue:44913", + "issue:44977", + "issue:44991", + "issue:45092", + "issue:45103", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45406", + "issue:45459" + ], + "soft_pairs": [ + "issue:42898|issue:43295", + "issue:43479|issue:43644", + "issue:44442|issue:45459", + "issue:44222|issue:44623", + "issue:42831|issue:44623", + "issue:44206|issue:45103", + "issue:44297|issue:45310", + "issue:41628|issue:42757", + "issue:22355|issue:28282", + "issue:44222|issue:44484", + "issue:44483|issue:45406", + "issue:43723|issue:44977", + "issue:44263|issue:44360", + "issue:30333|issue:36331", + "issue:44263|issue:45092", + "issue:30333|issue:34689", + "issue:30333|issue:35141", + "issue:28282|issue:30333", + "issue:44295|issue:44623", + "issue:44514|issue:45103", + "issue:43479|issue:44913", + "issue:44261|issue:45092", + "issue:43723|issue:44871", + "issue:44373|issue:44485", + "issue:43723|issue:44991", + "issue:43723|issue:44442", + "issue:45092|issue:45357", + "issue:30990|issue:38175", + "issue:42886|issue:42994", + "issue:42831|issue:45310", + "issue:41628|issue:43824", + "issue:42831|issue:44038", + "issue:42757|issue:45278", + "issue:43576|issue:43784", + "issue:44263|issue:44373" + ], + "prepared_review_unit_hash": "408943c1016eb5a130e831509ab0b0c8d640f5cb4b6f192c769fac0685c9b64c", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 35, + "serialized_chars": 37357, + "estimated_input_tokens": 9340, + "estimated_eval_tokens": 18936 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a heterogeneous set of unrelated Transformers bugs and regressions, many around imports/loading/save_pretrained behavior. No PRs are present; the broadest issue in the set is the generic import-regression report.", + "confidence": 0.27, + "canonical_issue_reason": "issue:45278 is the broadest umbrella item here, covering the import-error regressions that overlap with several other items in the set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most representative triage anchor because it captures the widest shared symptom class in this cluster (post-upgrade import failures).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Different regressions: tokenization-space cleanup behavior vs processor/tokenizer image-handling crash." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Different bugs in different areas: multimodal config defaults vs non-persistent buffer initialization." + }, + { + "left": "issue:44442", + "right": "issue:45459", + "accept": false, + "reason": "Different failure modes: FastSpeech2ConformerTokenizer loading vs protobuf decode-error handling." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "One is FP8 MoE save_pretrained failure; the other is missing processor files on save_pretrained." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "Accuracy regression in FineGrainedFP8 is unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Unsupported center argument in a feature extractor is unrelated to auto_docstring annotation parsing." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer_class metadata mismatch is unrelated to Qwen3.5 MoE from_pretrained loading." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they target different symbols and different dependency surfaces." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Missing transformers.onnx and missing PyTorch are separate import/dependency errors." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 MoE save failure is not the same as the max_shard_size question in save_pretrained." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Different service crashes with different root causes and code paths." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading regression is unrelated to Qwen3.5 flash-attention generation." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Same subsystem, but different defects: torch.split handling vs missing ReLU in the DSA indexer." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLFlow reporting on failure is unrelated to CustomTrainer.compute_loss signature mismatch." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "DSA indexer tensor-split behavior is unrelated to InternVL2 meta-initialization incompatibility." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Training-job MLFlow reporting and model loading regression are distinct issues." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLFlow status reporting is unrelated to embedding reinitialization during resize_token_embeddings." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "Missing PyTorch import and MLFlow job reporting are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Buffer position_ids readback issue is unrelated to processor save_pretrained missing files." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Qwen2_5_VLProcessor batch chat-template crash is unrelated to auto_docstring annotation handling." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Incorrect multimodal config initialization is unrelated to rotary_pct reloading behavior." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA rms_norm_eps precision issue is unrelated to old InternVL2 meta-init incompatibility." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading regression is unrelated to Gemma-3 eos_token_id config inconsistency." + }, + { + "left": "issue:43723", + "right": "issue:44991", + "accept": false, + "reason": "Generic tokenizer loading failure and EMBEDDIA/est-roberta loading failure are not the same bug." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "Tokenizer loading regression is unrelated to FastSpeech2ConformerTokenizer import/load failure." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Remote-code meta-init incompatibility is unrelated to incorrect visual encoder keys in save_pretrained." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence Transformers loading hang and SigLIP2 zero-probabilities are different behaviors with different causes." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline-cache tokenizer loading and quantized model saving are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FP8 accuracy regression is unrelated to Qwen3.5 MoE from_pretrained loading errors." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they involve different missing exports and different model classes." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FP8 accuracy issues are not the same as Qwen3-VL-Moe regression behavior." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Issue 45278 is a broad umbrella, but 42757 is a specific huggingface_hub import failure, not the same concrete bug." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "transformers env command breakage is unrelated to sentence-transformers import NameError." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "DSA indexer computation bug is unrelated to a docstring-only position_ids issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 35, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:29127", + "issue:30990", + "issue:33357", + "issue:36296", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43784", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44117", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44485", + "issue:44488", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44743", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44964", + "issue:45200", + "issue:45245", + "issue:45278", + "issue:45290", + "issue:45593", + "issue:45600" + ], + "soft_pairs": [ + "issue:43122|issue:44521", + "issue:43232|issue:45593", + "issue:44117|issue:44704", + "issue:42886|issue:43066", + "issue:43122|issue:44514", + "issue:42371|issue:44263", + "issue:30990|issue:33357", + "issue:44295|issue:44297", + "issue:42907|issue:44945", + "issue:44704|issue:45290", + "issue:43976|issue:44945", + "issue:43232|issue:44743", + "issue:39401|issue:44488", + "issue:42907|issue:43937", + "issue:43232|issue:45245", + "issue:41628|issue:45278", + "issue:43408|issue:43475", + "issue:43784|issue:45600", + "issue:44360|issue:44485", + "issue:44625|issue:44829", + "issue:43116|issue:45200", + "issue:39401|issue:44521", + "issue:44038|issue:44297", + "issue:44261|issue:44373", + "issue:43122|issue:44779", + "issue:29127|issue:30990", + "issue:44038|issue:44295", + "issue:42371|issue:42831", + "issue:42907|issue:44964", + "issue:44038|issue:44222", + "issue:36296|issue:43116", + "issue:42907|issue:43452", + "issue:43992|issue:44704" + ], + "prepared_review_unit_hash": "1c5dcc64d24872092af1b3108fe67fa83fcb9f5800ed7b4a545cd065452d35b5", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 36558, + "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 heterogeneous: most items are unrelated Transformer bugs across tokenization, loading, generation, multimodal chat templates, and model-specific regressions. None of the soft-similarity pairs look like the same underlying defect, so I would not merge any of them as duplicates.", + "confidence": 0.86, + "canonical_issue_reason": "Issue #44521 is the strongest representative issue because it is a concrete, reproducible bug report with active discussion/inbound references and a clearly defined code path (`apply_chat_template` for multimodal inputs).", + "canonical_pr_reason": null, + "best_issue_reason": "#44521 is the best global issue candidate: it is specific, actionable, and currently open, making it a better anchor than the more vague or closed reports in this set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Both are tokenizer/template regressions, but one is tokenization drift across versions and the other is multimodal assistant-mask generation; different failure modes." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwarg update after `sync_gpus` is unrelated to D-FINE auxiliary loss behavior." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "`TOKENIZER_MAPPING_NAMES` returning `None` and `AutoProcessor.from_pretrained` missing kwargs are different loader bugs." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline cache loading failure is not the same as wrong tokenizer decoder type in v5." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Version-to-version tokenization changes and batched chat-template crashes are separate bugs." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 API guidance and a `torch.split()` issue in GLM-MoE are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Both mention loading problems, but one is Sentence Transformers hanging and the other is a MacOS bus error with a CLIP model." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading a registered `position_ids` buffer and tokenizer save metadata mismatch are different code paths." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Dequantized save failures and pipeline-parallel output errors are unrelated model/runtime bugs." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Passing kwargs to `cached_file` in `AutoProcessor` is separate from chat-template crashes on tool-call messages." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility problems are not the same as incorrect pipeline-parallel generation output." + }, + { + "left": "issue:43232", + "right": "issue:44743", + "accept": false, + "reason": "`sync_gpus` generation state updates and Qwen3.5 recurrent-state reset are different generation bugs." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong `offset_mapping` in Qwen3 tokenizer is unrelated to loading `cjvt/sleng-bert`." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Saving dequantized models is unrelated to invalid `GenerationConfig` for GLM-5." + }, + { + "left": "issue:43232", + "right": "issue:45245", + "accept": false, + "reason": "Generation kwargs update and the 2^24 category limit are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing `AutoImageProcessor` import is not the same as broad import failures after upgrading versions." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "SAM3 tracker warning and missing `fpn_position_embeddings` are distinct SAM3 issues." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "Sentence-transformers import NameError and Sam3LiteText auto-mapping CI breakage are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "A missing ReLU in the DSA indexer and GLM-5 RoPE implementation are not the same defect." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "`num_labels` propagation in Qwen3.5 is unrelated to flash-attention-3 training collapse." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Empty multi-label results in an example script and missing `mm_token_type_ids` defaults in Gemma 4 are different bugs." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Qwen3 tokenizer offset mapping and multimodal assistant-mask generation are unrelated tokenizer issues." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe/v5 regression and tokenizer config mismatch on save are not the same underlying bug." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "A precision error from missing `rms_norm_eps` is unrelated to a docstring problem for `position_ids`." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Different tokenization after upgrade and Deepseek tokenizer output regressions are separate model/tokenizer issues." + }, + { + "left": "issue:29127", + "right": "issue:30990", + "accept": false, + "reason": "LayoutLMv3 error messaging and Sentence Transformers loading hangs are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe regression and `position_ids` buffer access are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 API settings guidance and FineGrainedFP8 accuracy issues are different concerns." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Dequantized save failures are not the same as loading Phi-4 multimodal with latest transformers." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Both mention MoE, but one is a broad transformers/Qwen3-VL regression and the other is an FP8 save_pretrained bug; not the same concrete fix." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bug and example-script multi-label empty output are different training/eval issues." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized save failure and `gguf_file` loading breakage are unrelated loader/saver problems." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "Missing `embed_tokens.weight` in UMT5Encoder and `AutoProcessor` kwargs forwarding are different model-loading 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": 13, + "review_unit_index": 36, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:33453", + "issue:38617", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:42907", + "issue:43064", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43441", + "issue:43493", + "issue:43673", + "issue:43784", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43874", + "issue:43906", + "issue:43931", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44222", + "issue:44351", + "issue:44485", + "issue:44779", + "issue:44936", + "issue:44945", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45216", + "issue:45278", + "issue:45341", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45561", + "issue:45563", + "issue:45588" + ], + "soft_pairs": [ + "issue:45216|issue:45478", + "issue:43824|issue:44351", + "issue:43122|issue:44977", + "issue:42907|issue:44222", + "issue:42757|issue:44351", + "issue:43278|issue:44945", + "issue:43784|issue:45446", + "issue:42222|issue:43441", + "issue:42673|issue:45072", + "issue:38617|issue:45278", + "issue:43064|issue:43673", + "issue:43937|issue:44485", + "issue:22355|issue:29127", + "issue:42371|issue:43874", + "issue:44075|issue:44936", + "issue:43116|issue:43493", + "issue:44222|issue:45478", + "issue:44038|issue:45478", + "issue:43116|issue:43825", + "issue:43976|issue:45446", + "issue:43937|issue:45563", + "issue:39401|issue:44779", + "issue:33453|issue:39401", + "issue:43931|issue:44945", + "issue:45083|issue:45446", + "issue:44117|issue:45588", + "issue:43827|issue:45446", + "issue:43937|issue:44977", + "issue:45341|issue:45561", + "issue:42673|issue:43906", + "issue:45405|issue:45446" + ], + "prepared_review_unit_hash": "e241d03be483957b65ae016ef08e7312261bc87de14414ff088375ecbcb43bae", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36001, + "estimated_input_tokens": 9001, + "estimated_eval_tokens": 18258 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are mostly a heterogeneous mix of unrelated bug reports, with only a small duplicate-like subcluster around Qwen3.5 save/load regressions and one around v5-era import regressions. Most soft pairs should stay separate.", + "confidence": 0.66, + "canonical_issue_reason": "No single issue safely represents the whole set; if forced to pick the broadest umbrella, issue 45278 is the best canonical for the import-regression subcluster because it most clearly describes the shared upgrade-breakage theme.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the strongest global representative among the candidates because it is the broadest umbrella report for a real regression class, while most other items are narrow, model-specific, or unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45216", + "right": "issue:45478", + "accept": true, + "reason": "Both point to the same Qwen3.5 MoE save/load regression introduced in v5.4.x: bad saved checkpoint and resulting from_pretrained failure." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Different missing symbols and likely different import paths; both are import errors, but not the same underlying bug." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer regression vs flash-attention generation issue; different model/code paths." + }, + { + "left": "issue:42907", + "right": "issue:44222", + "accept": false, + "reason": "Both involve saving quantized/MoE models, but the titles describe different failure modes and model families." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Unrelated import failures from different packages/modules." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Evaluate dtype drift and pipeline-parallel wrong outputs are different bugs." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Sentence-transformers import NameError vs flex_attention version-check bug; unrelated." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose breakage and Ministral FlashAttention failure are different model-specific issues." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in dataloader threads is unrelated to CI dtype mismatch." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": true, + "reason": "Both describe the same upgrade-era import regression class: missing/removed imports after moving to the newer transformers release." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Wrong optimizer state placement and missing cache in chunked prefill are different training/generation bugs." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GenerationConfig validation failure vs RoPE implementation discussion; not the same bug." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Different issues entirely: missing onnx module vs unclear layoutlmv3 error messaging." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 settings warning and missing multimodal helper method are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "Optimizer argument handling and train-then-evaluate failure are distinct bugs." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Example script multi-label output bug vs SigLIP2 implementation discrepancy; different scopes and code paths." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both touch Qwen3.5/MoE save-load behavior, but one is FP8 save_pretrained and the other is from_pretrained loading; not clearly the same concrete bug." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Different model variants and different failure modes; too coarse to treat as duplicates." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Example script behavior and pipeline deprecation/error messaging are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version compatibility claim and a PyTorch import/version check bug are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GLM-5 generation config validation and stale warning in paged generate are different issues." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Two tokenizer problems, but on different models and different symptoms." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Generic tokenizer-loading regression vs Qwen3 offset_mapping bug; not the same underlying defect." + }, + { + "left": "issue:43931", + "right": "issue:44945", + "accept": false, + "reason": "Model weight-shape mismatch and pipeline-parallel output corruption are unrelated." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "A qwen3_omni_moe helper-function behavior issue is unrelated to a flex_attention import guard bug." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping None handling and flash_attention s_aux crash are different code paths." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline and an import/version-check bug are unrelated." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Different GLM-5 vs Qwen3.5 flash-attention/generation issues." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "The titles are too broad vs too specific; likely related to testing_utils, but not clearly the same bug." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "VRAM leak and an isolated reproduction of another issue are not the same bug from the available evidence." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "PEFT version bump issue and flex_attention version check issue are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays mostly conservative. The two accepted soft edges are plausible umbrella-level matches: the Qwen3.5 save/load pair is at least the same model/regression area, and the v5.4/5.5 import-error pair fits the same upgrade-regression theme. The rest of the pairs are appropriately kept separate, and the canonical representative choice is reasonable rather than overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 37, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:42673", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43408", + "issue:43421", + "issue:43441", + "issue:43450", + "issue:43577", + "issue:43582", + "issue:43673", + "issue:43742", + "issue:43874", + "issue:43931", + "issue:43937", + "issue:43986", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44291", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44933", + "issue:45003", + "issue:45071", + "issue:45081", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45459", + "issue:45464", + "issue:45478", + "issue:45542" + ], + "soft_pairs": [ + "issue:44291|issue:45071", + "issue:43450|issue:43986", + "issue:39401|issue:43421", + "issue:44484|issue:45310", + "issue:44829|issue:45216", + "issue:38617|issue:41628", + "issue:44410|issue:45310", + "issue:44117|issue:45081", + "issue:42222|issue:45542", + "issue:42673|issue:43582", + "issue:42371|issue:44261", + "issue:42673|issue:43577", + "issue:43408|issue:43742", + "issue:43937|issue:44496", + "issue:38617|issue:44220", + "issue:42175|issue:42222", + "issue:43012|issue:43577", + "issue:44933|issue:45278", + "issue:44483|issue:45464", + "issue:44484|issue:45478", + "issue:42617|issue:45341", + "issue:43066|issue:43122", + "issue:43673|issue:45341", + "issue:44410|issue:45478", + "issue:43874|issue:44261", + "issue:43097|issue:44493", + "issue:42222|issue:45459", + "issue:43441|issue:44829", + "issue:43986|issue:44484", + "issue:43012|issue:43408", + "issue:44263|issue:44485", + "issue:41628|issue:45071", + "issue:45071|issue:45542", + "issue:43931|issue:44410", + "issue:45003|issue:45341" + ], + "prepared_review_unit_hash": "ed701f6598adb2a936f84b5e5a2adec05e5c3922e649b1d4cc443c8818724362", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37979, + "estimated_input_tokens": 9495, + "estimated_eval_tokens": 19246 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No duplicate cluster emerged: the soft pairs span distinct bugs across imports, tokenizers, model loading, vision/video processors, config validation, and backend/dependency handling. All soft edges should be rejected.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Different failures: init_empty_weights/_is_hf_initialized argument handling vs PreTrainedConfig type-checking regression." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "One is batched video processor shape output; the other is an AutoProcessor crash caused by missing torchvision." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Offset_mapping corruption and runtime post-processor update are different tokenizer bugs in different code paths." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Unrelated: save_pretrained shard-size question vs Qwen3.5 MoE from_pretrained loading error." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "flash_attention_3 training degeneration is not the same as a Qwen3.5 checkpoint save_pretrained regression." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they concern different missing symbols and different export paths." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Qwen3Next projection layout issue vs Qwen3.5 MoE loading failure are different model-specific bugs." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None handling and Mistral regex patch crash are separate tokenizer-loading defects." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "vitpose model breakage and missing TensorFlow backend dependency are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:43582", + "accept": false, + "reason": "VRAM leak in multithreaded loading vs Apple Silicon TypeError in caching_allocator_warmup are different issues." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance and missing rms_norm_eps in MLA layernorm are different precision/config problems." + }, + { + "left": "issue:42673", + "right": "issue:43577", + "accept": false, + "reason": "VRAM leak with dataloader threads is not the same bug as dtype staying float32 on Blip2 load." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Model-type warning mismatch and MobileLLM key error are separate loading problems." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "GenerationConfig validation failure and missing model_type config are distinct config errors." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Public import breakage and _torch_extract_fbank_features() are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "TensorFlow extra packaging problem vs vitpose model breakage are not the same underlying bug." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A compiler precision warning and a model dtype-loading bug are different symptoms with different fixes." + }, + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "One missing image_utils import is not the same concrete bug as a broad import-regression report." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "General chat/completions rejection in v5.3 differs from Qwen3.5 streaming inference failure." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "These are different Qwen3.5-related reports: save_pretrained shard-size discussion vs from_pretrained error." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel execution failure and a testing_utils bug are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Wrong tokenizer decoder type and changed tokenization output are related broadly to tokenizers, but not the same concrete bug." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "GenerationMixin cache handling and testing_utils are unrelated." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3Next projection mismatch is not the same as Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-patch helper and missing rms_norm_eps are separate multimodal/config issues." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "API removal of tie_embeddings_and_encoder_decoder and unexpected position-id keys are different regressions." + }, + { + "left": "issue:42222", + "right": "issue:45459", + "accept": false, + "reason": "vitpose model breakage and tokenizer error handling without protobuf are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "FlashAttention crash in Ministral-3 and degenerate training with flash_attention_3 are different problems." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Video-model loading without torchvision and max_shard_size behavior are unrelated." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "Precision warning on bfloat16 compilation and sam3 model-type warning are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "torch.split return semantics and GLM-5 RoPE implementation are different code-path bugs." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Importing AutoImageProcessor and PreTrainedConfig type-checking are separate regression reports." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "PreTrainedConfig type checking and undefined TensorFlow backend warnings are unrelated." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch is not the same as missing Qwen3Next projections." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils and a testing_utils bug do not describe 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": 13, + "review_unit_index": 38, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:38617", + "issue:42757", + "issue:42886", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43335", + "issue:43352", + "issue:43381", + "issue:43408", + "issue:43452", + "issue:43502", + "issue:43531", + "issue:43550", + "issue:43824", + "issue:43825", + "issue:43873", + "issue:43874", + "issue: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:44380", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44987", + "issue:45071", + "issue:45103", + "issue:45245", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45588" + ], + "soft_pairs": [ + "issue:44117|issue:44987", + "issue:43986|issue:45341", + "issue:43097|issue:43452", + "issue:43931|issue:44038", + "issue:43335|issue:45071", + "issue:43408|issue:44368", + "issue:43874|issue:44263", + "issue:43976|issue:45071", + "issue:44829|issue:45245", + "issue:43986|issue:45372", + "issue:43064|issue:44315", + "issue:43531|issue:45341", + "issue:38617|issue:42757", + "issue:44261|issue:44485", + "issue:44410|issue:45375", + "issue:38617|issue:44351", + "issue:44062|issue:44117", + "issue:44038|issue:44410", + "issue:43097|issue:45588", + "issue:43986|issue:44117", + "issue:44704|issue:45103", + "issue:43502|issue:43992", + "issue:43992|issue:44484", + "issue:43097|issue:43873", + "issue:43824|issue:43986", + "issue:43066|issue:43906", + "issue:43352|issue:44380", + "issue:43825|issue:44655", + "issue:38617|issue:43097", + "issue:43012|issue:44368", + "issue:42886|issue:43381", + "issue:43012|issue:43550", + "issue:42907|issue:44655" + ], + "prepared_review_unit_hash": "d49eaa3e846a821d9f3e497c3d7c35c1055668afdd8e481cbe2f75abaea5c0c6", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37583, + "estimated_input_tokens": 9396, + "estimated_eval_tokens": 19048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is not a true duplicate set: it mixes unrelated import errors, tokenizer/model-loading bugs, training issues, and warnings. All soft pairs are superficial matches only and should be kept separate.", + "confidence": 0.89, + "canonical_issue_reason": "No single issue clearly subsumes the rest; the set is heterogeneous. If a triage anchor is required, issue 43873 is the broadest and most discussed user-facing bug, but it does not represent the whole cluster well.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 has the highest generality and discussion volume among these unrelated reports, so it is the least-bad issue to anchor on if one must pick a representative item.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Different tokenizer-mapping null-handling vs a specific model loading failure; no shared code path." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "One is an AutoProcessor/video-model crash without torchvision, the other is a testing utility bug." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Tie-embeddings API removal vs gguf_file loading regression; unrelated failures." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Different Qwen3-VL/Qwen3-VL-Moe load errors and different model families." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers config construction vs PretrainedConfig type checking; different layers." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "Both are warnings, but they concern different models and different config flags." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different GLM components: image processor method missing vs torch.split/indexing behavior." + }, + { + "left": "issue:43976", + "right": "issue:45071", + "accept": false, + "reason": "Python version compatibility vs config type-checking; unrelated." + }, + { + "left": "issue:44829", + "right": "issue:45245", + "accept": false, + "reason": "FlashAttention 3 training degeneration vs a category-cardinality limit; no overlap." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Video-model torchvision import issue vs mistral_common ReasoningEffort import breakage." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state bug vs Liger Kernel application in model_init." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior vs a testing utility bug." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are ImportError reports, but for different missing symbols and different modules." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "MLA rms_norm_eps precision issue vs GLM-5 RoPE implementation; distinct bugs." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Different Qwen vision/config omissions affecting different models and fields." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Different missing imports from different modules/symbols." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken keyword conflict vs tokenizer-mapping None; different tokenizer failures." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Both are Qwen-family issues, but one is a model-load bug and the other is missing layer projections." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "Embedding-tie API removal vs flash_attention sinkless-model AttributeError." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "AutoProcessor/video-model crash vs tokenizer mapping issue; not the same path." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "cached_file kwargs forwarding vs an annotations/docstring AttributeError." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "local_files_only network leak vs missing embed_tokens.weight on UMT5Encoder load." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Weight loading failure vs save_pretrained shard-size constant question; unrelated." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "API removal warning vs quantization offloading behavior." + }, + { + "left": "issue:43824", + "right": "issue:43986", + "accept": false, + "reason": "Different processor/model-loading failures and different missing dependencies." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer decoder type bug vs a reproduction of a different issue." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "FlashAttention support gate vs GPT2 attention-scaling being ignored." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline task-support messaging vs saving Pipeline objects." + }, + { + "left": "issue:38617", + "right": "issue:43097", + "accept": false, + "reason": "Both involve Transformers API changes, but they are different removed symbols and different failures." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Two warning issues with different config flags and different models." + }, + { + "left": "issue:42886", + "right": "issue:43381", + "accept": false, + "reason": "Offline cache loading vs gradient checkpointing in eval mode; no common bug." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "bfloat16 compilation warning vs Bamba SDPA/torch.compile training failure." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Dequantized-model save failure vs Pipeline save_pretrained." + } + ] + }, + "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": 13, + "review_unit_index": 39, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42757", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43901", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44077", + "issue:44188", + "issue:44230", + "issue:44242", + "issue:44263", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44492", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:44938", + "issue:45216", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45440", + "issue:45478", + "issue:45479", + "issue:45593" + ], + "soft_pairs": [ + "issue:43208|issue:43550", + "issue:44380|issue:45479", + "issue:43352|issue:43976", + "issue:43064|issue:44380", + "issue:44483|issue:44514", + "issue:43208|issue:43526", + "issue:43618|issue:44380", + "issue:36683|issue:43582", + "issue:43618|issue:43761", + "issue:44483|issue:45290", + "issue:43012|issue:44683", + "issue:44038|issue:44230", + "issue:42757|issue:43824", + "issue:44483|issue:45381", + "issue:43299|issue:43867", + "issue:38617|issue:43502", + "issue:43756|issue:44485", + "issue:43901|issue:44655", + "issue:42994|issue:44655", + "issue:43867|issue:45216", + "issue:36683|issue:43475", + "issue:44655|issue:45478", + "issue:43352|issue:43937", + "issue:43066|issue:45381", + "issue:44077|issue:44380", + "issue:44263|issue:45440", + "issue:43064|issue:44492", + "issue:43976|issue:44938", + "issue:36683|issue:44077", + "issue:36683|issue:43525", + "issue:36010|issue:42757", + "issue:44188|issue:44380", + "issue:43618|issue:45216", + "issue:43352|issue:45593", + "issue:43992|issue:45310", + "issue:36683|issue:44242" + ], + "prepared_review_unit_hash": "9c03c66748ae2ba49be592b199036d537a151d2be2ef640a09e3d5b8e038157d", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38124, + "estimated_input_tokens": 9531, + "estimated_eval_tokens": 19318 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of unrelated Hugging Face/Transformers bug reports that only share broad themes like imports, loading, saving, or attention. I found one clear exact-duplicate issue pair in the list (the Qwen3.5 MoE from_pretrained regression), but none of the provided soft edges look like the same underlying bug, so all soft edges are rejected.", + "confidence": 0.86, + "canonical_issue_reason": "Issue 45310 is the earliest clear report of the Qwen3.5 MoE from_pretrained regression; 45478 appears to be a later duplicate of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "45310 is the best representative issue because it is the earliest, clearest report of the duplicate Qwen3.5 MoE loading regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "Different model families and failure modes: xLSTM training bugs vs Bamba torch.compile+SDPA behavior." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Both are model/attention related, but one is GPT2 backend scaling and the other is a zero-loss classification bug across several models." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "Nemotron FlashAttention support and Python version compatibility are unrelated problems." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption is a different code path from GPT2 SDPA/FlashAttention scaling." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "API request validation and batched chat-template tokenization crashes are different layers and bugs." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training bugs and BeitImageProcessorFast label reduction are unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP output attentions and GPT2 attention scaling under SDPA are different regressions." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size is unrelated to Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP-related, but one is missing attentions and the other is missing hidden_states; not the same concrete bug." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Chat/completions request rejection and tool-call chat template crashing are different failures." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "A bfloat16 precision warning during compile is not the same as compiled flex_attention failing on torch >= 2.9." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Qwen3-VL-Moe loading regressions and fp8 inference support are different issues." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Different missing imports from different packages/modules." + }, + { + "left": "issue:44483", + "right": "issue:45381", + "accept": false, + "reason": "Chat/completions request handling and qwen2.5-vl video position ids are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Both concern loading, but one is Qwen3VL-Moe loading and the other is a sorted-state_dict load error." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Missing internal import and local_files_only still triggering network calls are unrelated bugs." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and GLM-5 RoPE discussion are not the same bug." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Documentation mismatch for return_all_scores and pipeline save_pretrained failure are different issues." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure is not the same as saving Pipeline objects." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both are checkpoint/load-save related, but the reported failure modes and targets differ." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Different model-specific AttributeErrors on different missing fields." + }, + { + "left": "issue:44655", + "right": "issue:45478", + "accept": false, + "reason": "Pipeline save_pretrained and Qwen3.5 MoE from_pretrained are unrelated operations." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "FlashAttention support for Nemotron is unrelated to GLM-5 GenerationConfig invalidity." + }, + { + "left": "issue:43066", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer decoder type regression and qwen2.5-vl video position_ids bug are different code paths." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "patchtsmixer post_init validation and GPT2 attention scaling are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "Different MoE/model implementation issues with no shared concrete bug." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "Optimizer-state bug and cache-strategy typo are not the same change." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both are Python compatibility reports, but for different versions and failure causes." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3Config attribute error is unrelated to patchtsmixer post_init policy." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Different config attributes on different model families." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different import errors from different modules and packages." + }, + { + "left": "issue:44188", + "right": "issue:44380", + "accept": false, + "reason": "torch.compile branching divergence and GPT2 attention scaling under backend selection are distinct backend bugs." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP output regression and Qwen3.5 checkpoint saving regression are unrelated." + }, + { + "left": "issue:43352", + "right": "issue:45593", + "accept": false, + "reason": "Nemotron FlashAttention support and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "UMT5 missing embed_tokens.weight and Qwen3.5 MoE from_pretrained error are different loading bugs." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Gemma3Config missing vocab_size is unrelated to load-balancing loss omission in MoE routing." + } + ] + }, + "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": 13, + "review_unit_index": 40, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42548", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43065", + "issue:43232", + "issue:43352", + "issue:43502", + "issue:43575", + "issue:43618", + "issue:43723", + "issue:43867", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44222", + "issue:44246", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44387", + "issue:44484", + "issue:44485", + "issue:44556", + "issue:44749", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:45071", + "issue:45125", + "issue:45278", + "issue:45341", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45440", + "issue:45478", + "issue:45561", + "issue:45588", + "issue:45600" + ], + "soft_pairs": [ + "issue:43010|issue:45278", + "issue:36683|issue:43352", + "issue:41669|issue:44246", + "issue:43867|issue:45375", + "issue:36683|issue:43064", + "issue:43992|issue:45478", + "issue:42890|issue:45561", + "issue:44938|issue:45071", + "issue:43867|issue:45357", + "issue:43010|issue:43976", + "issue:44938|issue:45381", + "issue:44360|issue:45440", + "issue:43618|issue:44077", + "issue:36296|issue:43575", + "issue:43867|issue:44484", + "issue:43618|issue:45588", + "issue:43618|issue:44857", + "issue:28282|issue:33453", + "issue:42890|issue:44964", + "issue:42890|issue:45600", + "issue:42890|issue:44112", + "issue:43010|issue:44075", + "issue:43502|issue:44062", + "issue:43723|issue:44556", + "issue:44222|issue:45125", + "issue:42890|issue:45341", + "issue:44387|issue:44556", + "issue:43010|issue:43065", + "issue:42548|issue:44351", + "issue:43010|issue:43232", + "issue:45125|issue:45478", + "issue:44355|issue:44749", + "issue:45125|issue:45375", + "issue:43502|issue:44485" + ], + "prepared_review_unit_hash": "c3bb4cbc0c502c4d66167f6026d3fa68392df9ef5935214b4f6340055d0b764d", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37337, + "estimated_input_tokens": 9335, + "estimated_eval_tokens": 18926 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of issues, with one clear duplicate-like pair around import-time slowdown. The rest cover distinct bugs in loading, tensor parallelism, quantization, config/model wiring, and test flakiness, so very few soft links should be merged.", + "confidence": 0.64, + "canonical_issue_reason": "issue:45278 is the broadest umbrella for the recurring import/load regression theme in this set, though the overall cluster is still quite mixed.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best representative issue because it generalizes across the version-upgrade import/load failures more cleanly than the narrower reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Different bugs: cache/layer update no_grad behavior vs broad import-error regressions." + }, + { + "left": "issue:36683", + "right": "issue:43352", + "accept": false, + "reason": "Unrelated failures: Gemma3 vocab_size config bug vs Nemotron Flash Attention 2 support error." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": true, + "reason": "Same underlying symptom: transformers import is slow; 41669 points to import * overhead as the likely cause." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Different loading bugs: state_dict ordering error vs missing deepstack_visual_indexes in Qwen3.5 vision config." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Different areas: Gemma3 config attribute bug vs distributed trainer optimizer-state mismatch." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "Both are from from_pretrained flows, but they concern different model families and failure modes." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "Both are test-related, but one is missing set_seed in SamHQ tests and the other is an xdist file race." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Different regressions: Python 3.14 load failure vs PretrainedConfig type-checking breakage in v5.4.0." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Different model save/load problems: sorted state_dict loading error vs wrong visual encoder keys in save_pretrained." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Different bugs: generation cache update behavior vs Python-version compatibility claim." + }, + { + "left": "issue:44938", + "right": "issue:45381", + "accept": false, + "reason": "Different models and symptoms: Python 3.14 import/load failure vs Qwen2.5-VL video position IDs bug." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "Different model implementations and issues: DSA indexer ReLU discussion vs DeepSeekV3 divergence." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "Different topics: CLIPOutput attentions regression vs patchtsmixer post_init API constraint." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Both mention tensor parallelism, but one is a training optimizer-state bug and the other is a model OOM on load." + }, + { + "left": "issue:43867", + "right": "issue:44484", + "accept": false, + "reason": "Different save/load concerns: state_dict sorting failure vs max_shard_size default discussion." + }, + { + "left": "issue:43618", + "right": "issue:45588", + "accept": false, + "reason": "Different code paths: CLIPOutput attentions vs flash_attention integration crash on s_aux=None." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "No match: CLIPOutput attentions regression vs AMP/CUDA loss crash." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "Different failures: missing PyTorch for AutoModel vs tokenizer-loading regression." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Different model/test problems: SamHQ integration seeding vs Phi-4 multimodal load failure." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "Different CI issues: missing set_seed in tests vs auto_mappings referencing removed configs." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Different flaky-test causes: SamHQ seeding gaps vs GraniteSpeech stale device override." + }, + { + "left": "issue:43010", + "right": "issue:44075", + "accept": false, + "reason": "Different code paths: cache/layer update decoration vs SGD optimizer arguments being ignored." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "One is unintended network access with local_files_only, the other is AddedToken construction argument collision." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both are loading regressions, but one is tokenizer loading in v5 and the other is checkpoint reload compatibility after upgrade." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "Different features: FP8 save_pretrained for MoE vs missing _tp_plan for tensor parallelism." + }, + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "Unrelated: SamHQ test seeding vs a generic testing_utils bug." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Different problems: int4 quantization memory regression vs checkpoint reload failure after version upgrade." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Different features: generation cache update behavior vs Sam3PixelDecoder dummy Conv2d design issue." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-related, but one is missing PreTrainedModel export and the other is HybridCache export; not the same bug." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Different generation bugs: cache/layer update decoration vs _update_model_kwargs_for_generation after sync_gpus." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 MoE/tensor parallelism, but one is missing _tp_plan and the other is a from_pretrained error; not the same underlying fix." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Different issues: compiled Python file errors vs slow filtering after upgrading transformers." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Different Qwen3.5 issues: tensor-parallel plan missing vs vision config field dropped by strict handling." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Different problems: local_files_only still making requests vs GLM-5 RoPE implementation discussion." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. Issue 45278 is a reasonable umbrella for the upgrade-related import/load regressions, and the only accepted soft link (41669/44246) is supported by the titles. The rest of the pairwise calls read as appropriately cautious rather than overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 41, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:41669", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:43010", + "issue:43299", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43673", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:44038", + "issue:44075", + "issue:44222", + "issue:44230", + "issue:44261", + "issue:44273", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44368", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44871", + "issue:44908", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45125", + "issue:45230", + "issue:45468", + "issue:45542" + ], + "soft_pairs": [ + "issue:30990|issue:31795", + "issue:44075|issue:44871", + "issue:44315|issue:44360", + "issue:30333|issue:33453", + "issue:43010|issue:44368", + "issue:43502|issue:44222", + "issue:43299|issue:44556", + "issue:43502|issue:44961", + "issue:44222|issue:44230", + "issue:44355|issue:44655", + "issue:30333|issue:36296", + "issue:44355|issue:45071", + "issue:42831|issue:43874", + "issue:33453|issue:34689", + "issue:42757|issue:43576", + "issue:33453|issue:36296", + "issue:43827|issue:44961", + "issue:43576|issue:45071", + "issue:43576|issue:43824", + "issue:38617|issue:43576", + "issue:43673|issue:44492", + "issue:44961|issue:45468", + "issue:31795|issue:38617", + "issue:41628|issue:42548", + "issue:43576|issue:44351", + "issue:44908|issue:44961", + "issue:44485|issue:44961", + "issue:36296|issue:43901", + "issue:41628|issue:44355", + "issue:36296|issue:43526", + "issue:44273|issue:45003", + "issue:44261|issue:44360", + "issue:44623|issue:45230", + "issue:44273|issue:45542", + "issue:43576|issue:44556", + "issue:44038|issue:45125", + "issue:44393|issue:45071", + "issue:41669|issue:43673" + ], + "prepared_review_unit_hash": "70b27a5d58d26adab5b8e82135fbd0d3a26b22f53a197b7eb364abfde5685c9a", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 38, + "serialized_chars": 38351, + "estimated_input_tokens": 9588, + "estimated_eval_tokens": 19432 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of Transformers v5 regression reports, loading/import failures, and a few unrelated bugs. I only see one soft edge that plausibly shares the same root cause: lazy loading failing because of unsafe sys.modules access.", + "confidence": 0.62, + "canonical_issue_reason": "issue:43576 is the broadest, most representative v5 breakage report here, with concrete user impact and cross-references; it best captures the cluster\u2019s main theme of version-related regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43576 is the best single representative issue because it is a clear, user-facing v5 regression and sits near the center of the set\u2019s general failure pattern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Different problems: a loading hang versus documentation confusion for forward arguments." + }, + { + "left": "issue:44075", + "right": "issue:44871", + "accept": false, + "reason": "Unrelated bugs: SGD args not used versus Gemma eos_token_id mismatch." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Different subsystems and symptoms; no shared concrete code path." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting on failed training jobs is unrelated to tokenizer-loading regression." + }, + { + "left": "issue:43010", + "right": "issue:44368", + "accept": false, + "reason": "Cache update no_grad behavior is unrelated to tie_word_embeddings warnings." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "local_files_only network leakage is not the same as FP8 save_pretrained/moe behavior." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both are loading regressions, but they appear to be different model/version failures and not one concrete bug." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "No meaningful overlap; one is offline loading, the other is an unrelated placeholder issue." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "Save_pretrained bug versus inference support request; not the same change or bug." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled Python file errors and pipeline save_pretrained failures are different code paths." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow reporting failure is unrelated to tensor-parallel training behavior." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled-file errors are unrelated to PretrainedConfig type checking regressions." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FP8 accuracy concerns and a missing image-processor method are different bugs." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Both are load regressions, but for different model/loading paths and not the same underlying defect." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Top-level import error from huggingface_hub is unrelated to the env command being broken." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading regression is unrelated to tensor parallel training." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs referencing removed pipeline() APIs do not match the unrelated placeholder issue." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Different failures: a CLI/env command breakage versus type-checking regression." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Different missing APIs and likely different fixes; both are import-related but not the same bug." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "Distinct import error versus broken env command; no shared concrete code path." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Generation cache missing during chunked prefill is unrelated to a typo in cache strategies." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Placeholder issue and Gemma-4 positional encoding bug are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Docs confusion in forward args is unrelated to an import error from configuration_utils." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Both are import errors, but for different symbols and likely different breakages." + }, + { + "left": "issue:43576", + "right": "issue:44351", + "accept": false, + "reason": "Broken env command is not the same as missing HybridCache import." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs bug is unrelated to the placeholder issue." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation is unrelated to the placeholder issue." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug and docs for text classification pipeline are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44355", + "accept": false, + "reason": "Top-level import failure and compiled-file runtime errors are different issues." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor parallel training bug is unrelated to BeitImageProcessorFast label handling." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": true, + "reason": "These look like the same lazy-loading failure: the broad symptom matches the specific root-cause report about unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:41628", + "right": "issue:44355", + "accept": false, + "reason": "Different symptom and code path; an import error is not the same as compiled-file execution errors." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor parallel training bug and reduce_labels bug are unrelated." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading failure is unrelated to the tensorboard-without-TensorFlow backend issue." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Both are v5 regressions, but they concern different workflows and likely different fixes." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Related model family, but one is a broad v5/Qwen3-VL-Moe bug and the other is a specific tensor-parallel plan omission." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bounding-box output issues do not match PretrainedConfig type-checking breakage." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-* performance cleanup is unrelated to the chunked-prefill cache bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: it characterizes a mix of v5 regressions, loading/import failures, and some unrelated issues, which matches the issue titles. The one accepted soft edge (issue:44273 / issue:45003) is a conservative and plausible same-root-cause match, while the other rejections stay 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": 2, + "component_count": 13, + "review_unit_index": 42, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:42913", + "issue:43066", + "issue:43352", + "issue:43408", + "issue:43502", + "issue:43519", + "issue:43576", + "issue:43606", + "issue:43704", + "issue:43723", + "issue:43827", + "issue:43976", + "issue:44077", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44945", + "issue:44998", + "issue:45071", + "issue:45092", + "issue:45230", + "issue:45310", + "issue:45341", + "issue:45468", + "issue:45478" + ], + "soft_pairs": [ + "issue:44556|issue:45092", + "issue:42371|issue:44492", + "issue:42890|issue:44908", + "issue:44704|issue:44908", + "issue:44246|issue:44273", + "issue:43408|issue:44315", + "issue:44297|issue:45230", + "issue:43352|issue:44393", + "issue:43576|issue:44908", + "issue:43976|issue:44393", + "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:44315|issue:44829", + "issue:44393|issue:45478", + "issue:31795|issue:33453", + "issue:43827|issue:44908", + "issue:44077|issue:44861", + "issue:41669|issue:44908", + "issue:43723|issue:44393", + "issue:44655|issue:44861", + "issue:43576|issue:44273", + "issue:44360|issue:45468", + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:41669|issue:43704", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:31795|issue:34689", + "issue:31515|issue:31795", + "issue:44315|issue:45092", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:42371|issue:43704", + "issue:43502|issue:43519", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:43606|issue:45468", + "issue:42890|issue:43704", + "issue:42913|issue:43066", + "issue:44908|issue:44998" + ], + "prepared_review_unit_hash": "c8ab528a2b8aae6dee908fcad7eb295c21b5961928c413dffeffa8f9c3110ec3", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 46, + "serialized_chars": 40780, + "estimated_input_tokens": 10195, + "estimated_eval_tokens": 20646 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is still a loose mix of Transformers v5 loading/import/tokenizer regressions rather than one tight bug family. I kept the checkpoint-loading anchor, but I corrected the 44246 vs 44273 link: they share a lazy-loading/import theme, yet the packet does not show the same underlying bug.", + "confidence": 0.43, + "canonical_issue_reason": "Issue 44556 is still the clearest broad representative of the checkpoint-loading regression class, and it is the closest high-signal anchor among the loading-related reports.", + "canonical_pr_reason": null, + "best_issue_reason": "44556 is the best single issue to stand in for this cluster because it is concrete, broad, and captures the most clearly duplicated loading-regression lane.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44556", + "right": "issue:45092", + "accept": true, + "reason": "Both describe v5-era checkpoint/model reload failures for older checkpoints; likely the same loading regression." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API guidance and a cache-strategy typo are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Seed-related test flakiness and scheduler kwargs are different bugs." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and scheduler behavior are unrelated code paths." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Both are import/lazy-loading themed, but the packet does not establish the same underlying bug." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Wrong model-type warning and Liger-kernel application are separate issues." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save_pretrained mismatch and a generic bug report are not the same issue." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention support and Qwen3-VL bbox hallucination are different model bugs." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Broken env command and scheduler kwargs are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python-version compatibility and Qwen3-VL output issues are unrelated." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs and PretrainedConfig type checking are different regressions." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "Buffer access error and a generic bug report do not match." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star slowdown and HybridCache import failure are different import issues." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import performance and a testing_utils bug are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44945", + "accept": false, + "reason": "Cache-strategy typo and pipeline-parallelism output bug are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44492", + "accept": false, + "reason": "Import-star slowdown and cache-strategy typo are not the same bug." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger-kernel initialization and flash_attention_3 training degeneration are different problems." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Bounding-box hallucination and Qwen3.5-Moe from_pretrained failure are not the same issue." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Forward-doc confusion and tokenizer-loading regression are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing pipeline() and scheduler kwargs are unrelated." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "post_init validation and tied-weights AttributeError are different bugs." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Import performance and scheduler kwargs are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44393", + "accept": false, + "reason": "Tokenizer loading in v5 and Qwen3-VL bbox output are different bugs." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained failure and tied-weights crash are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command and lazy-loading bug are not the same issue." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer behavior and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Generic bug report and Qwen3.5-Moe from_pretrained error are too vague to treat as duplicates." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy-loading regression and inverse_sqrt scheduler kwargs are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star slowdown and VRAM leak in dataloader threads are different code paths." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Processor timestamp math and RoPE implementation are unrelated." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": true, + "reason": "Both describe the same v5 tokenizer behavior/decoder-type regression." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Slow checkpoint loading and forward API documentation confusion are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Liger-kernel application and old-checkpoint meta-init incompatibility are different bugs." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak and RoPE implementation are unrelated." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE and Gemma-4 audio positional encoding are different issues." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 guidance and VRAM leak are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network requests and timestamp calculation are different bugs." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Timestamp calculation and missing save_pretrained files are unrelated." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Timestamp calculation and VRAM leak are unrelated." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split behavior and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "MLA precision issue and Gemma-4 audio positional encoding are different bugs." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:43704", + "accept": false, + "reason": "Seed-related test flakiness and VRAM leak are different problems." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": true, + "reason": "Same tokenizer v5 behavior/decoder-type regression." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs and an unrelated placeholder issue are not related." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary is generally grounded, but one soft-edge acceptance is too strong for the available evidence: issue:44246 vs issue:44273 is only loosely similar by import/lazy-loading theme and does not clearly establish the same underlying bug from the packet. The other accepted pairs are more defensible, but this one is not conservative enough, so I\u2019m rejecting." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 43, + "review_unit_count": 43, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-374", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:33453", + "issue:36296", + "issue:38617", + "issue:43298", + "issue:43525", + "issue:43572", + "issue:43618", + "issue:44230", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44861", + "issue:44998", + "issue:45290", + "issue:45310", + "issue:45341" + ], + "soft_pairs": [ + "issue:44861|issue:45290", + "issue:44998|issue:45341", + "issue:44492|issue:44998", + "issue:43618|issue:44998", + "issue:44556|issue:44998", + "issue:43525|issue:44861", + "issue:43572|issue:44861", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:31515|issue:36296", + "issue:30333|issue:31515", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230" + ], + "prepared_review_unit_hash": "f6c2ca13064181b48e7ea555f4f8df0d399205e7d7784076651b24ca7b92e71d", + "component_budget": { + "node_count": 374, + "item_count": 374, + "soft_pair_count": 1395, + "serialized_chars": 720176, + "estimated_input_tokens": 180044, + "estimated_eval_tokens": 360344 + }, + "budget": { + "node_count": 18, + "item_count": 18, + "soft_pair_count": 14, + "serialized_chars": 14255, + "estimated_input_tokens": 3564, + "estimated_eval_tokens": 7384 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of unrelated bug reports across loading, config, training, inference, chat templating, and tooling. None of the soft pairs look like the same underlying defect, so I would not merge any of them as duplicates. If forced to pick a representative issue, 44556 is the closest to a broad user-facing loading regression.", + "confidence": 0.95, + "canonical_issue_reason": "44556 is the most broadly representative of the cluster\u2019s recurring theme of model loading/regression bugs, with a concrete version-bound reload failure; the other issues are more specialized and less central.", + "canonical_pr_reason": null, + "best_issue_reason": "44556 is the most actionable and general user-facing report in this set, with a clear reproduction class (checkpoint reload after upgrade) and strong relevance to the overall loading-regression theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "Different crash paths: tied-weight key extraction vs chat template handling for tool-call assistant messages." + }, + { + "left": "issue:44998", + "right": "issue:45341", + "accept": false, + "reason": "Unrelated: an unemployment post versus a typo in testing_utils.py." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache-strategy typo and an unrelated non-technical issue; no shared bug." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions assignment regression is unrelated to the other report." + }, + { + "left": "issue:44556", + "right": "issue:44998", + "accept": false, + "reason": "Checkpoint reload regression versus an unrelated non-technical issue." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Llama4Config pad_token_id missing attribute is a different config bug than tied-weight list handling." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "StableLmConfig pad_token_idx regression is separate from _tied_weights_keys list crash." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained/checkpoint loading and an ImportError in configuration_utils are distinct code paths." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support request is unrelated to processor.save_pretrained missing files." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Checkpoint load slowness and tensor-parallel training failure are different problems." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow reporting after failed training and from_pretrained slowness are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "Both mention Qwen3.5 MoE, but one is FP8 support and the other is a from_pretrained error; not the same concrete bug." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Tokenizer loading regression is a different issue from slow checkpoint loading." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching audio-model support and FP8 inference support are separate feature/bug areas." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 3, + "component_count": 13, + "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": "97d2bbbfafbd36b44beb4ec9547ff38c707bf0d99fccff353e50892ea4deb755", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1590, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate feature-request issues, not duplicates: one asks for Flash Attention 2 support across more architectures, the other asks for GGUF support across more architectures.", + "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 underlying feature requests and code paths; both are broad architecture-support initiatives, but they are not the same change or bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 13, + "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": "ac2bc17a67cfbc8911c6660a1e94cf5a079af321bcb4de59c1c3648753651a2c", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4453, + "estimated_input_tokens": 1114, + "estimated_eval_tokens": 2484 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4453, + "estimated_input_tokens": 1114, + "estimated_eval_tokens": 2484 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three closed issues are near-identical template copies of the same i18n docs-translation request, while the Turkish issue is a distinct concrete localization request and should not be merged into that duplicate set.", + "confidence": 0.86, + "canonical_issue_reason": "issue:43834 is the earliest of the identical placeholder issues and best represents the duplicated template cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 is the most central representative of the repeated template wording and is a good cluster anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "27088 is specifically Turkish, while 44370 is a generic placeholder title; they do not look like the same concrete request." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Same mismatch: a concrete Turkish translation request versus a generic template issue." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "The Turkish issue is a distinct language-specific request, not the same underlying issue as the generic placeholder entry." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "These are effectively the same placeholder issue title/body pattern and look like duplicate copies of the same template request." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Identical placeholder title and near-identical metadata indicate the same underlying issue/template copy." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Both are the same generic placeholder issue and appear to be duplicates of one another." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: 43834, 44365, and 44370 share the same placeholder title and very high body similarity, while 27088 is clearly a distinct Turkish-specific request. The soft-edge verdicts are conservative overall, and the canonical choice of 43834 is justified by its earlier creation among the duplicate template issues." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 13, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36817-14", + "nodes": [ + "issue:36817", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:37015|issue:42503", + "issue:37015|issue:45027", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43671|issue:43909", + "issue:43837|issue:43909", + "issue:43837|issue:45322", + "issue:43837|issue:44121", + "issue:43909|issue:44205", + "issue:44121|issue:45322", + "issue:43837|issue:45027", + "issue:43837|issue:45177" + ], + "prepared_review_unit_hash": "35d4bd489879eeb7914255da4275d4b37c9eac6084538416870fd8282e4f9cc9", + "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": "This cluster is a false-positive duplicate group: the issues all ask for different model additions/support across unrelated architectures and tasks (BERT variants, audio ASR/TTS, OCR, vision, sparse transformers). None look like the same underlying bug or change.", + "confidence": 0.98, + "canonical_issue_reason": "No canonical issue: the items are heterogeneous model-request tickets, not duplicates of one problem.", + "canonical_pr_reason": null, + "best_issue_reason": "No single best issue: there is no representative issue that subsumes the others as the same change.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "EuroBert config support and DEIMv2 are unrelated model additions." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config work and Qwen3-TTS support target different models and tasks." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are different model families and different speech/text paths." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT and the weight-sparse transformer request are not the same architecture change." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and LFM2.5 Audio are unrelated model requests." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are separate model additions, not one duplicate." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS support are different models and code paths." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are distinct changes." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and the sparse transformer request do not describe the same model implementation." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are different model architectures." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS support are unrelated requests." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are different models with different functionality." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are separate model support requests." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are different tasks and architectures." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT and BERT-like RoPE support overlap only loosely; they are not the same concrete change." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "BERT-like RoPE handling and Voxtral TTS support concern unrelated model families." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are both speech-related but still different concrete model requests and changes." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are different models; same broad subsystem is not enough." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated tasks and models." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-TTS support and the sparse transformer request do not fix the same code path." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are different audio model additions." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are separate audio-model requests." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are unrelated model families." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR support and the sparse transformer request are not the same implementation." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are different models with different purposes." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Sparse transformer support and EUPE are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different speech-model changes." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated model support requests." + } + ] + }, + "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": 13, + "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": "7c5c99673a58cedd3d1674ad1f4e0a60115f4a3d0be95ace01300860bb721b70", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6292, + "estimated_input_tokens": 1573, + "estimated_eval_tokens": 3402 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6292, + "estimated_input_tokens": 1573, + "estimated_eval_tokens": 3402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are only loosely similar at a high level (mostly small model/config/typing/wording problems) but they do not describe the same bug or change. No soft pair looks mergeable as a duplicate.", + "confidence": 0.88, + "canonical_issue_reason": "#43240 is the strongest representative of the cluster because it describes a concrete functional bug with user-visible impact, whereas the others are narrower configuration, typo, or wording issues.", + "canonical_pr_reason": null, + "best_issue_reason": "#43240 is the most suitable standalone issue to keep as a reference point for this cluster: it is specific, actionable, and more substantive than the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Different problems: one questions whether Llama4TextL2Norm should be RMSNorm, the other is a ModernBERTConfig type-hint issue. No shared code path or fix." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former ignore_value being unused is unrelated to kwargs not being forwarded to a loss function; different models and different failure modes." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "One is a Mask2Former parameter-handling bug, the other is a tokenizer regex warning regression. They are not the same underlying defect." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "Mask2Former ignore_value usage and a typo in quantization_operation are unrelated issues." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Model-specific unused parameter bug versus an incorrect type hint in a different config class; no common fix." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Passing kwargs into loss computation is a runtime behavior bug; incorrect norm_eps typing is purely an API annotation issue." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "A type-hint correction in ModernBERTConfig is unrelated to tokenizer regex warning behavior." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "Incorrect type hint and a typo in an attribute name are different classes of issues and do not indicate 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": 7, + "component_count": 13, + "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": "35871679b350090d5abe3d40c0cf1a4e87a88a6a00c488f656e092176e4efee2", + "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 not duplicates: one asks for block decoding support, the other requests DeepSeek v3.2 support. The soft similarity is too weak to indicate the same underlying bug or change.", + "confidence": 0.95, + "canonical_issue_reason": "No canonical issue: the issues describe different feature requests and do not share a specific code path or problem.", + "canonical_pr_reason": null, + "best_issue_reason": "No single best issue for a merged cluster; the items are unrelated enough that neither should be treated as a representative duplicate target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Reject: these are distinct requests with different goals and no evidence they describe the same bug or code change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 13, + "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": "c6cab456af13ed1cb63123e2ad5ff30f6b699cad30c55231eb7a5b79f9d5cf92", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues are related only at a very high level (custom trainers / Trainer internals) and describe different problems: one is about `remove_unused_column` customization, the other about FLOPs estimation for custom trainers. They should not be deduplicated.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 43598 is the cleaner representative of a specific Trainer customization problem and has a more concrete, actionable scope.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43598 is the best single issue in this pair because it is narrowly defined and directly describes a concrete Trainer behavior to revisit.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "The titles and descriptions point to different code-path problems; one concerns `remove_unused_column` behavior, the other FLOPs counting for custom trainers. Shared mention of custom trainers is too broad to treat as 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": 9, + "component_count": 13, + "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": "d0f1bf9d5a89fdd39f120bd66d5d1e8721328600a795d134e06263b6ed4a7eba", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1612, + "estimated_input_tokens": 403, + "estimated_eval_tokens": 1062 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate feature requests for different Qwen model support paths: one for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration, and one for AutoModelForSequenceClassification support for Qwen3.5. They are only loosely related by model-family naming, not the same underlying request.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Issue #43684 is the broader and more central request in this cluster, since it targets core model registration for Qwen3-Omni rather than a single task-specific head.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different models and different APIs/tasks: core AutoModel/conditional generation registration for Qwen3-Omni versus sequence-classification support for Qwen3.5. They do not appear to be the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 10, + "component_count": 13, + "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": "8111ce5b83e4b6c73945a2f3d8f25fe35d6da5ff5e1e2f997a9628327b5f94a8", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4265, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4265, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The repeated 'huggingface ' issues are likely clustered, but the evidence is strongest for 43845 and 43846. 43859 looks related by title and soft similarity, but the available metadata is too thin to treat it as the same underlying report with confidence; 43835 remains an outlier.", + "confidence": 0.72, + "canonical_issue_reason": "Issue 43845 is the earliest of the strongest duplicate pair ('huggingface ' with 43846) and is the cleanest anchor for the likely duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43845 is the best representative because it is one of the strongest duplicate candidates, is earliest in the cluster, and has no conflicting metadata.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles ('Fett' vs 'huggingface ') and no body/target evidence tying them to the same underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no substantive metadata linking them to the same report." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different titles and no concrete evidence of a shared bug report." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Same title, close creation times, and the strongest similarity score make this the most plausible duplicate pair." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Same title, but the evidence is weaker here and the available metadata does not reliably show the same underlying issue." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Same title, but only soft similarity is available and it is not strong enough to confidently merge these as duplicates." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The clustering is a bit overconfident. The packet only gives exact repeated titles, timestamps, body lengths, and soft-similarity scores; it does not expose issue bodies or any explicit linkage. Calling all three 'huggingface ' issues near-identical duplicates, especially the 0.6 Jaccard pairs (43845/43859 and 43846/43859), overstates the evidence. A more conservative read would be that 43845 and 43846 are the strongest duplicate candidates, while 43859 is only a weaker soft-edge match." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 13, + "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": "0574660a76b46fe913c201a2f781617239d95acd3d4fbc405708f4a051631a31", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5794, + "estimated_input_tokens": 1449, + "estimated_eval_tokens": 3154 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All items look like low-information spam/placeholder issues rather than duplicate reports of a real bug or feature request, so none should be merged as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "If one must be picked, #44418 is the most descriptive title in an otherwise spammy set; the rest are generic '' placeholders with no actionable content.", + "canonical_pr_reason": null, + "best_issue_reason": "#44418 is marginally the best representative because it has a non-placeholder title, but the cluster still lacks enough substance for a true canonical issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are placeholder '' issues with no concrete problem statement; matching spam text is not evidence of the same underlying bug." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are placeholder '' issues with no concrete problem statement; matching spam text is not evidence of the same underlying bug." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "Titles are not describing the same concrete issue; one is spam and the other is a vague documentation suggestion with no shared bug context." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "The items do not describe the same underlying bug/change; '' and a generic named-title issue are too underspecified to deduplicate." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "A vague documentation suggestion and a spam placeholder do not establish the same concrete issue." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "A vague documentation suggestion and a spam placeholder do not establish the same concrete issue." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Identical placeholder titles are not enough to prove the same underlying bug or change; both lack substantive content." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "These do not describe the same concrete problem; both are too sparse to treat as duplicates." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "These do not describe the same concrete problem; both are too sparse to treat as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 12, + "component_count": 13, + "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": "c1df9a20977641b0562ab4090796570652893aac25500cbb2c2aa344db2cae51", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are duplicate issues: they have identical titles, similar body sizes, and the only pair evidence is soft similarity. #45145 is the better canonical thread because it was created earlier and already has an inbound reference, making it the more established discussion point.", + "confidence": 0.94, + "canonical_issue_reason": "#45145 is the stronger canonical issue because it has the same title as #45151, was opened earlier, and already has an inbound reference, so it is the more established thread.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the best issue to represent the cluster because it appears to be the primary duplicate target: same title, earlier creation time, and an inbound reference, while #45151 adds no clear distinct scope.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Accept: the issues have identical titles and closely matching content, with no evidence of distinct scope. They look like duplicate reports of the same underlying request." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Rejecting because the rationale is not fully grounded in the packet: #45145 does not have more discussion context than #45151 (the packet shows discussion_activity 0 vs 1). The duplicate/canonical judgment itself is plausible given the identical titles and soft similarity, but that specific supporting claim is inverted, so the summary is too strong as written." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 13, + "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": "pull_request", + "component_index": 1, + "component_count": 25, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-39895-13", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45587", + "pull_request:45622" + ], + "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:43995", + "pull_request:43823|pull_request:45622", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45622", + "pull_request:44827|pull_request:45587", + "pull_request:44827|pull_request:45170", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "d15668c0ff15138e6cb1bc93bbc7b6150b36de9ea81f4dca2bd22363011a4009", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 18, + "serialized_chars": 35177, + "estimated_input_tokens": 8795, + "estimated_eval_tokens": 17846 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 18, + "serialized_chars": 35177, + "estimated_input_tokens": 8795, + "estimated_eval_tokens": 17846 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly unrelated PRs from different model/features. The only clear duplicate pair is the two `fixed_cross_entropy` changes (43251 and 43254), which implement the same kwargs support in the same function. All other soft pairs are just broad topical similarity and should not be merged.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the better canonical representative for the duplicate loss-function fix: it has the explicit issue link, touches the exact target function, and presents the more complete kwargs forwarding change.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the strongest global representative because it is the clearest, issue-linked implementation of the only true duplicate in the set. The rest of the PRs are unrelated enough that they should not be clustered as duplicates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Different changes: adding VideoPrism model support/docs vs an Executorch dynamic-shape test. Same general testing/export ecosystem, but not the same bug or change." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Different tokenization utility fix vs adding a new MobileLLM model. No shared code path or underlying change." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Unrelated: Mistral tokenizer missing methods vs Executorch export dynamic-shape tests." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Both are preprocessing/model-pretrained related only at a broad level; one is processor auto-loading robustness, the other is a new model implementation." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss-function kwargs fix is unrelated to adding the MobileLLM model." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Different bugs: cross-entropy kwargs support vs Mistral4 test/model cleanup. Same repo area, not same change." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch export test and Mistral4 fixes touch unrelated code paths." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Dynamic-shape export test and new MobileLLM model addition are unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "New MobileLLM model addition vs Falcon output-collection refactor; different model families and different functionality." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45622", + "accept": false, + "reason": "New MobileLLM model addition is unrelated to PEFT constructor fixes." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor and model-creation skill are unrelated; one is code, the other is a meta tooling PR." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-collection refactor and Mistral4 fixes are different model-specific changes." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45622", + "accept": false, + "reason": "Reject despite shared model-adjacent context: Mistral4 test/model fixes vs PEFT constructor internals are not the same underlying bug or mergeable into one PR." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45587", + "accept": false, + "reason": "Mistral4 fixes are unrelated to continuous batching documentation." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 fixes and `layrnorm` normalization rename/mapping are different changes, even though both touch modeling code." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 fixes are unrelated to the model-creation skill/meta repository changes." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "New model implementation vs meta skill/dataset/documentation PR; not the same change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Same underlying fix in the same function: both add supported kwargs to `fixed_cross_entropy` and forward them to `nn.functional.cross_entropy`, differing only in minor signature/style details." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted pair, 43251/43254, is clearly mergeable as the same `fixed_cross_entropy` kwargs-forwarding fix in the same function. The other verdicts are appropriately non-committal and do not overstate duplicate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 25, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-2", + "nodes": [ + "pull_request:40546", + "pull_request:42781" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781" + ], + "prepared_review_unit_hash": "2dce329dc0296b7c9d67286433245a0c6cf28e80c298bb160d60d78648ba6f22", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related VibeVoice PRs, but they are not duplicates: 40546 adds the base VibeVoice model/docs, while 42781 adds VibeVoice Realtime plus an acoustic tokenizer and related generation changes.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "40546 is the cleaner representative of the original VibeVoice model integration; 42781 is a later, broader realtime/tokenizer follow-up rather than the same change.", + "best_issue_reason": null, + "best_pr_reason": "40546 is the best single PR to represent the core VibeVoice addition, but it should not subsume 42781 because that PR targets a different feature set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Reject: they share the VibeVoice family and some files, but 40546 implements the base model while 42781 adds realtime support and an acoustic tokenizer. Different concrete changes and not plausibly one merged PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 3, + "component_count": 25, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "bf4946bd23ff12856e7b6943892754606355fcdc2a82e9dc6d4b4f88d5957b9f", + "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. They should not be treated as duplicates or merged into one cluster.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No single PR is a good canonical representative here; the changes target different code paths, models, and user features.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different underlying changes and code paths: one adds TimesFM covariate forecasting, the other adds DINOv3 image classification support. They are not the same bug/change and would not plausibly be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 25, + "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": "5ca5622c9633bbe7eef9d70a2eb0e3cf7982d42dc10a27ffb1990f021d804327", + "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": "Both items are PRs for adding DEIMv2 support to Transformers. PR #44339 is the more complete later submission and appears to subsume the earlier #41356 work, so it is the better canonical PR candidate. There is no issue in this cluster.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "#44339 is the broader, later DEIMv2 implementation and includes the core model integration plus additional framework wiring (auto-mappings, conversion, loss/modular updates), making it the best representative PR.", + "best_issue_reason": null, + "best_pr_reason": "#44339 is the most complete and maintainable PR for the DEIMv2 addition; it covers the same feature area as #41356 but with substantially more finished integration work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": true, + "reason": "Both PRs target the same DEIMv2 model addition, and #44339 looks like a superset that could plausibly replace the earlier implementation in one merged change." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both items are PRs tied to the same issue target (41211) and the later PR #44339 clearly adds broader DEIMv2 integration while overlapping core files with #41356. The soft-edge verdict is conservative, phrased as a plausible supersession rather than a certainty. No issue is present in this cluster." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 25, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41797-2", + "nodes": [ + "pull_request:41797", + "pull_request:45186" + ], + "soft_pairs": [ + "pull_request:41797|pull_request:45186" + ], + "prepared_review_unit_hash": "70c9daf5d53ce1bc3c2acccc550923153a25ee804fdccb8ea3e70100e46ee282", + "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 model-integration PRs: one adds DeepSeek OCR and the other adds Isaac. They share some Transformers scaffolding files, but they implement different models and codepaths, so they are not duplicates.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the changes target different model additions rather than the same underlying fix or feature.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a global best duplicate representative; both are distinct feature additions.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Reject: same broad model-registration scaffolding, but different underlying integrations (DeepSeek OCR vs Isaac) with different model files, processors, and tests; they are not the same 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": 6, + "component_count": 25, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42166-2", + "nodes": [ + "pull_request:42166", + "pull_request:45426" + ], + "soft_pairs": [ + "pull_request:42166|pull_request:45426" + ], + "prepared_review_unit_hash": "2851ae65b1cd2939d0d05f24937a2b29c1f780a339053c8d78c017529847ae04", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5406, + "estimated_input_tokens": 1352, + "estimated_eval_tokens": 2960 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5406, + "estimated_input_tokens": 1352, + "estimated_eval_tokens": 2960 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are unrelated feature additions for different model families (InternVLFlash vs AXK1), so they should not be treated as duplicates or merged into one change.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the PRs target different models and code paths, so there is no shared underlying change to canonicalize.", + "best_issue_reason": null, + "best_pr_reason": "No global best PR for this cluster: PR 42166 is more mature, but it still addresses a different model integration than PR 45426, so neither is a suitable representative duplicate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42166", + "right": "pull_request:45426", + "accept": false, + "reason": "InternVLFlash and AXK1 are distinct model integrations with different files and implementation paths; they do not appear to fix the same 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": 7, + "component_count": 25, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42227-4", + "nodes": [ + "pull_request:42227", + "pull_request:43291", + "pull_request:43665", + "pull_request:44815" + ], + "soft_pairs": [ + "pull_request:42227|pull_request:43291", + "pull_request:42227|pull_request:43665", + "pull_request:42227|pull_request:44815", + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43665|pull_request:44815" + ], + "prepared_review_unit_hash": "06a4de09cd2b99682111f028fb271d5d51b66a49c1902ba29aacc2d70305cdeb", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 10164, + "estimated_input_tokens": 2541, + "estimated_eval_tokens": 5338 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 10164, + "estimated_input_tokens": 2541, + "estimated_eval_tokens": 5338 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly noisy and does not contain a clear duplicate set. The only substantive candidate is the Whisper ASR return-language fix; the other PRs are unrelated test churn or a separate FP8/dequant change.", + "confidence": 0.36, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42227 is the clearest, most concrete change: it fixes Whisper ASR return_language plumbing in the pipeline and explicitly targets an issue, making it the best representative of the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 42227 is the strongest standalone PR in the set because it addresses a specific user-facing bug with a focused code-path fix and test coverage. The other PRs are either unrelated to Whisper ASR or appear to be broad/noisy test or FP8 changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42227", + "right": "pull_request:43291", + "accept": false, + "reason": "Both mention Whisper, but they fix different problems: 42227 wires return_language through the ASR pipeline, while 43291 changes Whisper tokenizer decode behavior/tests. Not the same underlying bug or mergeable into one PR." + }, + { + "left": "pull_request:42227", + "right": "pull_request:43665", + "accept": false, + "reason": "42227 is a Whisper ASR bug fix; 43665 only touches unrelated CLIP/ViT test files and appears to be test churn, not the same code-path problem." + }, + { + "left": "pull_request:42227", + "right": "pull_request:44815", + "accept": false, + "reason": "These are unrelated: 42227 fixes Whisper return_language handling, while 44815 is a broader dequant/FP8/model-loading change across multiple files. Different subsystems and different bugs." + }, + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "43291 is a Whisper tokenizer fix, while 43665 is unrelated CLIP/ViT test edits. No shared underlying defect." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper tokenizer behavior vs FP8/dequant and model-loading changes are unrelated changes to different code paths." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Unrelated test-only changes in CLIP/ViT versus an FP8/dequant/model-loading fix; not the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 25, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "96c4aff84b98c5644665697790fd527767f6f35a07bbe774e722fc9688c912bf", + "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 open PRs both update GitHub Actions workflow dependencies, but they target different action families and different change intents: one is a broad Node24 compatibility bump for core workflow actions, the other is a Docker build action version upgrade. They overlap in some workflow files, but they are not the same underlying change.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #42975 is the more coherent representative change: it has a single explicit goal (Node24 compatibility) and applies a broad, consistent upgrade across multiple workflow actions.", + "best_issue_reason": null, + "best_pr_reason": "PR #42975 is the best representative of the cluster because it has the clearest unifying purpose and broader coverage; PR #42976 is a separate Docker action version bump rather than the same fix.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Both are workflow maintenance PRs, but they change different actions for different reasons: core GitHub Actions compatibility vs docker/build-push-action upgrades. Shared workflow files alone are not enough to treat them as one change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 25, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-9", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:43973", + "pull_request:44601", + "pull_request:45283", + "pull_request:45490", + "pull_request:45626", + "pull_request:45630" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490", + "pull_request:43973|pull_request:45283", + "pull_request:44601|pull_request:45626", + "pull_request:45283|pull_request:45626", + "pull_request:45490|pull_request:45626", + "pull_request:45490|pull_request:45630", + "pull_request:45626|pull_request:45630" + ], + "prepared_review_unit_hash": "bde24e41e41822e0eeed0529a59ef18978340fc9b9a532d444b86e19487517e2", + "component_budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 12, + "serialized_chars": 29351, + "estimated_input_tokens": 7338, + "estimated_eval_tokens": 14932 + }, + "budget": { + "node_count": 9, + "item_count": 9, + "soft_pair_count": 12, + "serialized_chars": 29351, + "estimated_input_tokens": 7338, + "estimated_eval_tokens": 14932 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is not a duplicate set; it contains several unrelated model-addition PRs plus two infrastructure changes. The shared filenames are mostly boilerplate docs/auto-registry updates, not evidence of the same underlying fix or feature.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "No single PR is a good canonical representative here because the PRs target different models or unrelated subsystems (ViT NEPA, Molmo, Molmo2, Lfm2Audio, CTSM, Kimi2-6, GGUF loading, pipeline parallel support).", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different model additions: ViT NEPA vs Molmo. Shared docs/auto-registry files are expected boilerplate, not the same underlying change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different model additions: ViT NEPA vs Molmo2. They may touch similar registry/doc files, but they are distinct models and not mergeable into one PR." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Model addition vs CTSM model addition. Same general area of adding models, but completely different concrete feature and code paths." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are separate model families/implementations, so these are not the same underlying change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo vs CTSM are unrelated model additions; overlap in registry/docs is not enough to merge as duplicates." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 vs CTSM are different model integrations with different files and code paths." + }, + { + "left": "pull_request:43973", + "right": "pull_request:45283", + "accept": false, + "reason": "Lfm2Audio model addition vs Qwen3.5 GGUF loading support are unrelated changes. Similarity comes from integration scaffolding only." + }, + { + "left": "pull_request:44601", + "right": "pull_request:45626", + "accept": false, + "reason": "Pipeline-parallel core loading support is infrastructure work; PP-FormulaNet is a model integration. They are not the same concrete bug/change." + }, + { + "left": "pull_request:45283", + "right": "pull_request:45626", + "accept": false, + "reason": "GGUF loading support for Qwen3.5 is unrelated to PP-FormulaNet model support." + }, + { + "left": "pull_request:45490", + "right": "pull_request:45626", + "accept": false, + "reason": "CTSM model addition and PP-FormulaNet model support are distinct model PRs, not duplicates." + }, + { + "left": "pull_request:45490", + "right": "pull_request:45630", + "accept": false, + "reason": "CTSM vs Kimi2-6 are separate model additions with different implementations and tests." + }, + { + "left": "pull_request:45626", + "right": "pull_request:45630", + "accept": false, + "reason": "PP-FormulaNet and Kimi2-6 are different model additions; the shared auto/docs files are boilerplate, not duplicate evidence." + } + ] + }, + "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": 25, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "236af8323f72e17b2c502a1c5c83012f5980ce78c594b83cf7943c5cd8876801", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7469, + "estimated_input_tokens": 1868, + "estimated_eval_tokens": 3992 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7469, + "estimated_input_tokens": 1868, + "estimated_eval_tokens": 3992 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three open PRs with only incidental overlap on a shared test file. One is packaging/version/dependency plumbing, one rewires CI/comment handling and testing utilities, and one adds a PR-CI workflow plus unrelated tokenizer/test edits. They do not look like duplicates of the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No canonical PR: the three PRs address different code paths and purposes, and the shared filenames look incidental rather than evidence of the same fix/change.", + "best_issue_reason": null, + "best_pr_reason": "No single PR is a true representative for the cluster. If forced, 43488 is the cleanest standalone change, but it does not subsume the CI/workflow or tokenizer edits in the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "Different underlying changes: 43488 updates setup/versioning and test deps, while 43532 changes self-comment CI, scheduled/reporting workflows, and testing utilities. Shared vit test filename is incidental." + }, + { + "left": "pull_request:43488", + "right": "pull_request:45476", + "accept": false, + "reason": "Unrelated changes: 43488 is packaging/dependency/version plumbing; 45476 adds a PR CI caller workflow and makes unrelated tokenizer/test edits. No shared concrete bug or fix." + }, + { + "left": "pull_request:43532", + "right": "pull_request:45476", + "accept": false, + "reason": "Both touch CI/test infrastructure, but they fix different things: 43532 rewrites comment-driven CI and notification paths, while 45476 adds a PR CI workflow and unrelated CLIP/chinese-clip edits. Not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 25, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "e526ac105177e14817f6362c6cad10918205726565e9231b56388de7a679a86c", + "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 related but distinct feature PRs: one adds a Promptable Concept Segmentation pipeline, the other adds a Promptable Visual Segmentation pipeline. They overlap in docs and pipeline registration, but the implementation targets different pipelines, model docs, and test/model integrations, so they are not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical duplicate PR: the two changes implement different segmentation pipelines rather than the same underlying feature.", + "best_issue_reason": null, + "best_pr_reason": "PR #43613 is the stronger representative of the cluster because it covers a broader visual-segmentation stack and more integrations/tests, but it is still a different feature from #43612.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Reject: concept segmentation and visual segmentation are different pipeline features with different code paths, model integrations, and tests; shared docs/registration files are not enough to 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": 12, + "component_count": 25, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "79690071896a9e2c4f3ad6a7958f5f7348793c044e39412e0af6add06ef553f5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4293, + "estimated_input_tokens": 1074, + "estimated_eval_tokens": 2404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests modify `trainer.py`, but they address different Trainer extension points: one changes gradient-accumulation loss scaling, the other refactors signature-column filtering for PEFT/custom trainers. They are related to the same subsystem, not the same underlying change or bug.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: these are distinct Trainer changes with different behaviors, APIs, and failure modes, so they should not be deduplicated into one representative PR.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a strong global duplicate representative because the cluster is not a true duplicate set; if forced, 43651 is slightly more self-contained and behavior-focused, but it does not subsume 43663.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Same file and same Trainer area, but different code paths: 43651 changes GA loss normalization, while 43663 changes input signature column extraction. They could not plausibly be merged as one fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 25, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "90e90d32cdbca8f9bc387c6e3ef56a2ea3e03c183fd0902113d2e882995b9e18", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5993, + "estimated_input_tokens": 1499, + "estimated_eval_tokens": 3254 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 5993, + "estimated_input_tokens": 1499, + "estimated_eval_tokens": 3254 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs are about the same Serve CLI TypeAdapter annotation/import NameError, with 43842 being the cleanest focused fix. The other two are alternative implementations of the same underlying runtime-annotation problem.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the most focused and explicit fix: it guards the TypeAdapter import behind TYPE_CHECKING and stringizes the annotation, directly addressing the runtime NameError without broader Serve changes.", + "best_issue_reason": null, + "best_pr_reason": "43842 is the best representative PR for the cluster because it cleanly fixes the concrete TypeAdapter NameError path in src/transformers/cli/serve.py with minimal scope.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": true, + "reason": "Both PRs fix the same Serve CLI TypeAdapter NameError caused by annotations being evaluated at runtime; they are alternative implementations of the same code-path fix and could plausibly be consolidated." + }, + { + "left": "pull_request:43836", + "right": "pull_request:43842", + "accept": true, + "reason": "Both target the same TypeAdapter annotation problem in the same file and issue area, with overlapping fixes that avoid runtime evaluation; despite 43836 being broader, the underlying bug is the same." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: all three PRs target the same serve.py runtime-annotation/TypeAdapter NameError area, and 43842 is the most focused fix. The soft-edge pairings are conservative enough since the changes are in the same file and plausibly mergeable into one bugfix PR." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 25, + "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": 15, + "component_count": 25, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44024", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44116", + "pull_request:44068|pull_request:44722", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44116", + "pull_request:44018|pull_request:44086", + "pull_request:44018|pull_request:44085", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44059|pull_request:44086", + "pull_request:44085|pull_request:44086", + "pull_request:44059|pull_request:44722", + "pull_request:44098|pull_request:44101", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44059|pull_request:44071", + "pull_request:44073|pull_request:44101", + "pull_request:44059|pull_request:44068", + "pull_request:44018|pull_request:44059", + "pull_request:44056|pull_request:44101", + "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": "201246fee5ecbe8ed6eefdc72a36f1d55847a56306b3527cdd5ebc161cae4517", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84507, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76940, + "estimated_input_tokens": 19235, + "estimated_eval_tokens": 38726 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a collection of model-specific output-tracing refactors that share a theme but usually not the same concrete change. #43979 looks like a partial umbrella tracker, not something explicitly tied to most PRs. The only clearly duplicate-looking pair is the GPT-Neo rebase/variant; the GPT-J pairings are similar but not strong enough here to treat as the same mergeable fix.", + "confidence": 0.78, + "canonical_issue_reason": "Issue #43979 is the best cluster anchor available because several PRs explicitly target it, but many others in the packet only appear thematically related rather than directly linked.", + "canonical_pr_reason": "PR #44066 is the strongest single representative because it is explicitly tied to #43979 and shows a concrete GPT-J/CodeGen output-tracing refactor, making it a better anchor than the broader thematic variants.", + "best_issue_reason": "#43979 is the best global issue to group this packet under, since it is the only repeated explicit tracker for the output-tracing migration, even though the linkage is partial.", + "best_pr_reason": "PR #44066 is the best global representative because it is explicit, concrete, and centrally positioned among the issue-linked output-tracing refactors.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and different code paths; the shared output-tracing theme is too broad on its own." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Both are refactors, but they affect unrelated models and do not look like the same bug or change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": false, + "reason": "Same general GPT-J theme, but the packet does not show a single mergeable duplicate fix with enough confidence." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "RegNet and EfficientNet are separate model implementations; only the refactor pattern matches." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "Different model subsystems; they share the migration theme, not the same concrete change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen versus EfficientNet is clearly not the same underlying bug or code change." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa v2 are unrelated code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are unrelated implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "Different model families with only a shared decorator/refactor style." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Same GPT-Neo file and highly overlapping output-tracing rewrite; this looks like a duplicate or rebase of the same model-specific change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen and GPT-Neo are separate model changes; the shared issue theme is not enough." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "GPT-Neo versus GPT-J/CodeGen is a thematic match, not the same concrete fix." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet and GPT-J/CodeGen are unrelated model paths." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen do not appear to be the same bugfix." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are different implementations and do not form a duplicate pair." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "Different model families; same refactor style only." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet and MPT are unrelated code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are unrelated model-specific changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo versus GPT-J/CodeGen is not the same concrete change." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are different model refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert/XLM are unrelated implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are different model-specific changes." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated model paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT and GPT-J are separate implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-2 and MGP-STR are unrelated code paths." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J and MGP-STR are not the same underlying bug or change." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 and GPT-J/CodeGen are different model refactors." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are unrelated model implementations." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer and GPT-J/CodeGen share only the broad migration theme." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 are separate model-specific changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer and VisualBERT are unrelated code paths." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBERT and Flaubert/XLM are different model refactors." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are different model families." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBERT are unrelated implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and SegFormer are separate model refactors." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44129", + "accept": false, + "reason": "MPT and SpeechT5 are different code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are unrelated model changes." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are different refactors in different models." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are not the same underlying fix." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are unrelated model code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are different model-specific changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44071", + "accept": false, + "reason": "RegNet and MPT are unrelated subsystems." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are unrelated model implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBERT are different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are unrelated models." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are different model refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44129", + "accept": false, + "reason": "RegNet and SpeechT5 are not the same change." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are unrelated code paths." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are separate model refactors." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": false, + "reason": "Very similar GPT-J/CodeGen scope, but the packet does not make the duplicate/mergeable nature unambiguous enough." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": false, + "reason": "Same general GPT-J family, but not enough evidence that these are the same concrete bugfix." + }, + { + "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/RT-DETR are different model-specific refactors." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 only share the broad output-tracing theme." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa v2 and SpeechT5 are unrelated implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa v2 and VITS are different code paths." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are separate model refactors, not the same change." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The summary overstates the evidence in a few places. In particular, #43979 is not explicitly linked by most PRs in the packet; only a subset of the cluster has explicit issue targets, while the rest are only thematically related. The duplicate-style accept calls are also a bit too assertive for the packet, especially the GPT-J pairings, which are similar but not unambiguously shown to be the same mergeable bugfix. Please soften those claims and keep the issue-anchoring language more conservative." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 25, + "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": "ada2987a43e5d2eb8d7cdff525c09aebb55a19b7cd66d307297c04b89d24041e", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84507, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13067, + "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 share a broad theme of migrating model implementations to standardized output tracing/capture, but they are model-specific refactors rather than duplicates of the same change. I found no true duplicate issue/PR pair in the set.", + "confidence": 0.69, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44073 is the cleanest representative of the cluster theme: a self-contained VisualBert output-tracing refactor with explicit `_can_record_outputs` wiring and capture decorator integration.", + "best_issue_reason": null, + "best_pr_reason": "PR 44073 is the best overall representative because it is narrowly scoped, clearly titled, and directly demonstrates the standardized output-capture pattern without broader or noisier changes.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Same refactor theme, but on different models and code paths (VisualBert vs TextNet). These are parallel model-specific migrations, not one mergeable duplicate change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Both update output tracing, but MPNet and VisualBert are distinct implementations with different model internals and files; not the same underlying bug or PR." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Different models and different output-capture plumbing. They share a pattern, not a concrete duplicate code-path fix." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model code paths. Similar standardization work does not make them duplicates." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "These touch different architectures and different output semantics; they are separate model refactors, 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": 16, + "component_count": 25, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "c8d77d8c2e915662e1681c48d0eca3a4ed6dce04cb84ed15e9cebcc4e7d755ce", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 43, + "serialized_chars": 41330, + "estimated_input_tokens": 10333, + "estimated_eval_tokens": 20922 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 43, + "serialized_chars": 41330, + "estimated_input_tokens": 10333, + "estimated_eval_tokens": 20922 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs share the same refactor theme (`can_return_tuple` / output capture), but they target different model implementations and code paths, so they are not duplicates. No soft edge looks like the same concrete change; 44003 is only the closest representative PR by scope, not a true duplicate anchor.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "If a representative PR is needed, 44003 is the best anchor because it is the broadest of the set and shows the full output-tracing migration across closely related `mamba`/`falcon_mamba` code. It is still model-specific, so it should not be treated as a duplicate of the others.", + "best_issue_reason": null, + "best_pr_reason": "44003 is the most representative PR in this cluster by breadth and completeness, but the cluster is not a duplicate set; the others are separate model-specific refactors.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Same refactor theme, but different model families and code paths (`timm_backbone` vs `upernet`). Not the same concrete change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Both are output-tracing refactors, but they affect different models (`timm_backbone` vs `vision_text_dual_encoder`). Too broad to merge as one PR." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Different model code paths (`timm_backbone` vs `univnet`); shared wording about output tracing is not enough for duplication." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "`timm_backbone` and `mamba/falcon_mamba` are unrelated implementations; same refactor style, not the same bug or change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "Different models and internal mechanics; these are separate output-tracing updates, not one mergeable fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "`mobilenet_v1` and `univnet` are unrelated code paths; same migration pattern, but not the same underlying change." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families (`mobilenet_v1` vs `upernet`); too generic to be considered the same fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "`mobilenet_v1` and `depth_anything` are separate implementations; shared output-tracing refactor is not enough to duplicate them." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Different models (`mobilenet_v1` vs `vision_encoder_decoder`) and different forward signatures; not the same concrete code-path problem." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "`mobilenet_v1` and `speech_encoder_decoder` are separate refactors in different code paths, not mergeable as one bug fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "`vision_text_dual_encoder` and `univnet` are unrelated models; same output-tracing theme, but not the same underlying change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model families (`vision_text_dual_encoder` vs `upernet`); too broad a similarity to count as duplicate." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "`vision_text_dual_encoder` and `depth_anything` are separate model implementations; not one concrete fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44026", + "accept": false, + "reason": "Different code paths (`vision_text_dual_encoder` vs `vision_encoder_decoder`); similar refactor style only." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "`univnet` and `upernet` are unrelated models; the shared output-tracing cleanup is not a duplicate bug/change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model code paths (`univnet` vs `depth_anything`); not the same concrete refactor." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44026", + "accept": false, + "reason": "`univnet` and `vision_encoder_decoder` are distinct implementations; too broad to merge as one PR." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "`upernet` and `rwkv` change different model internals; same broad tracing theme, but not the same fix." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44025", + "accept": false, + "reason": "Different models (`upernet` vs `depth_anything`); no shared code path or concrete bug." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "`univnet` and `mamba/falcon_mamba` are separate code paths; same refactor motif only." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "`upernet` and `mamba/falcon_mamba` are unrelated model implementations; not the same underlying change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "`vision_text_dual_encoder` and `mamba/falcon_mamba` touch different model families; similarity is only at the refactor theme level." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "`mamba/falcon_mamba` and `superpoint` are different model families; not the same code-path fix." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "`mamba/falcon_mamba` and `codegen` are separate implementations; shared tracing refactor is too generic." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "`timm_backbone` and `codegen` are unrelated model paths; not one duplicate change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "`univnet` and `codegen` are different model internals; same refactor pattern, not same bug." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "`upernet` and `codegen` are distinct code paths; not mergeable as a single concrete fix." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "`vision_text_dual_encoder` and `codegen` are unrelated model implementations; the similarity is only superficial." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "`depth_anything` and `vision_encoder_decoder` are different model families; same output-tracing idea, not the same change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "`depth_anything` and `speech_encoder_decoder` are separate code paths and separate model stacks." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "`depth_anything` and `superpoint` are unrelated models; not the same underlying bug/change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "`depth_anything` and `rwkv` are different implementations; shared tracing refactor is not enough to accept." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "`depth_anything` and `dpr` are separate model code paths; not the same concrete fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "`vision_encoder_decoder` and `rwkv` are unrelated; the change pattern is similar but the code paths are not." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "`vision_encoder_decoder` and `speech_encoder_decoder` are distinct wrappers, but still separate implementations and PRs." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "`vision_encoder_decoder` and `superpoint` do not share the same model logic; not a duplicate." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "`vision_encoder_decoder` and `dpr` are different model stacks; same refactor theme only." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "`speech_encoder_decoder` and `superpoint` are unrelated code paths; no shared concrete bug." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "`speech_encoder_decoder` and `rwkv` are separate implementations; not mergeable as one PR." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "`speech_encoder_decoder` and `dpr` are different model families; similarity is only at the refactor pattern level." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "`superpoint` and `rwkv` are unrelated models; no same underlying code-path problem." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "`superpoint` and `dpr` are different model implementations; not a duplicate fix." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "`rwkv` and `dpr` are separate models and separate changes; same tracing theme is too broad." + } + ] + }, + "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": 25, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-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": "28a4121e17f07935e0595fa53a62776af645bdd67ad8fe633d423db264f10800", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10912, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10912, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three PRs are separate model-integration additions for different models (PenguinVL, DeepSeek-OCR-2, Voxtral TTS), so the shared docs/auto-registry edits are incidental rather than duplicate evidence.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: these are distinct model additions with different architectures and code paths, not the same underlying change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45075 is the strongest representative in this cluster because it is a non-draft, full implementation with docs, tests, and substantial review activity; the others are either a different model family or still draft.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model additions (PenguinVL vs Voxtral TTS) with distinct implementations; shared registry/docs files are not enough to make them the same change." + }, + { + "left": "pull_request:44662", + "right": "pull_request:45075", + "accept": false, + "reason": "Different model families and code paths (PenguinVL vs DeepSeek-OCR-2); they only overlap in common Transformers registration/doc plumbing." + }, + { + "left": "pull_request:45075", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model integrations (DeepSeek-OCR-2 vs Voxtral TTS); overlap is limited to boilerplate auto-mapping and docs, not the same bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 25, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "6b7f8aa2fd4abd7d8e4dff9a333f5141de7bfb5c52792ba0ba42f1a3967bede0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4408, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related through fusion infrastructure, but they target different layers of the feature: one introduces a generic module fusion API, while the other wires a specific n-to-1 kernel fusion path through KernelConfig and model loading. They are not the same concrete change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45363 is the better representative because it implements a concrete end-to-end feature path (KernelConfig-driven n-to-1 fusion) across the integration points, rather than just introducing the lower-level fusion API scaffold.", + "best_issue_reason": null, + "best_pr_reason": "PR 45363 is the strongest standalone PR in the cluster because it has a clearly scoped user-facing behavior change and explicit wiring into loading/integration code, making it more complete than the API-only foundation in PR 44979.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Different scope and code path: 44979 adds a generic Module Fusion API and tests, while 45363 implements KernelConfig-based n-to-1 kernel fusion and integration changes. They are related infrastructure, but not the same underlying fix/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": 19, + "component_count": 25, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "ff14e7ab62a44850b6e5f4fe3c05a5cffcd9848fe3eb0f4cd3e5ab9c482728bc", + "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 in the same file, with nearly identical code changes and the same explicit issue target. PR 45317 is the stronger canonical PR because it adds test coverage and appears to be the more complete version of the fix.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the better canonical PR: it implements the same fix as 45086 but also includes a test file and looks like the more complete, review-ready change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best PR for the cluster because it addresses the same concrete AttributeError fix while adding validation coverage; 45086 is effectively a lighter duplicate.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying bug and same code path: both replace backend_tokenizer.pre_tokenizer with tokenizer.pre_tokenizer in _patch_mistral_regex for the same issue target, so they look like duplicate fixes rather than distinct PRs." + } + ] + }, + "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": 25, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "93b6a689760360c2909f661154b2576a9d9456b95585331174d3ca00032447f2", + "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 are related NemotronH refactors, but they are not the same PR: #45115 is a focused inheritance/conversion-mapping refactor, while #45569 is a broader split-out of NemotronH into dense/sparse model variants with docs and tests. Overlap is mostly on shared core files, not the same concrete change.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45569 is the better canonical PR because it appears to be the more complete user-facing/model-architecture change: it adds the dense/sparse variants, updates auto-mappings, docs, and tests. #45115 is narrower and looks like a preparatory refactor around GraniteMoeHybrid inheritance and checkpoint conversion.", + "best_issue_reason": null, + "best_pr_reason": "#45569 is the strongest representative of the cluster since it covers the end-to-end NemotronH model split and integration work. #45115 is better viewed as a smaller implementation step rather than the main change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "They share NemotronH core files, but the actual changes differ: #45115 focuses on refactoring NemotronH to inherit GraniteMoeHybrid and adjust conversion mappings, while #45569 introduces separate dense/sparse model packages, docs, and tests. Not the same underlying bug/change, so do not merge." + } + ] + }, + "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": 25, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "a8ebd61e23a922db2cff407dcc98af54f1bbef7915b966de46efa82204cdb6db", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5397, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5397, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two related but distinct PRs: one adds heterogeneous per-layer config support, the other adds broader heterogeneous model/cache plumbing built on top of it. They share infrastructure, but they are not the same change and should not be treated as duplicates.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45332 is the broader umbrella change: it touches cache/modeling paths and integrates heterogeneous layer behavior end-to-end, so it is the best single representative for the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR #45332 is the most globally representative PR in this set because it covers the wider heterogeneous-model support surface, not just the config layer.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "These are adjacent but different efforts: #45333 adds per-layer configuration support, while #45332 adds heterogeneous model/cache behavior using that config. They overlap in helpers/files, but they do not fix the same concrete code-path problem and would not be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 25, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45394-5", + "nodes": [ + "pull_request:45394", + "pull_request:45487", + "pull_request:45592", + "pull_request:45596", + "pull_request:45615" + ], + "soft_pairs": [ + "pull_request:45394|pull_request:45596", + "pull_request:45487|pull_request:45592", + "pull_request:45487|pull_request:45596", + "pull_request:45487|pull_request:45615", + "pull_request:45592|pull_request:45596", + "pull_request:45592|pull_request:45615", + "pull_request:45596|pull_request:45615" + ], + "prepared_review_unit_hash": "b9a7209fdf67dcf3cd92d08102eb33ae1e2f8d079cdf09d067a1f226314811fd", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 7, + "serialized_chars": 13273, + "estimated_input_tokens": 3319, + "estimated_eval_tokens": 6894 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 7, + "serialized_chars": 13273, + "estimated_input_tokens": 3319, + "estimated_eval_tokens": 6894 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Mostly unrelated PRs: one real model-parallel bug fix (AltCLIP/ChineseCLIP) and several test-only expectation/padding updates for different models. No strong duplicate pair crosses model boundaries.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45487 is the strongest representative because it fixes an actual runtime/device-placement bug in model code, not just test expectations, and it targets a concrete code path.", + "best_issue_reason": null, + "best_pr_reason": "PR 45487 is the best overall candidate: it addresses a substantive model-parallel failure with an actionable code fix, while the others are narrower test adjustments.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45394", + "right": "pull_request:45596", + "accept": false, + "reason": "Different models and different fix types: XCLIP model split-module metadata vs BLT XPU test expectations." + }, + { + "left": "pull_request:45487", + "right": "pull_request:45592", + "accept": false, + "reason": "AltCLIP/ChineseClip device-placement/model-parallel fix is unrelated to FastVLM test padding-side updates." + }, + { + "left": "pull_request:45487", + "right": "pull_request:45596", + "accept": false, + "reason": "Different artifacts and bugs: model code fix for AltCLIP/ChineseClip versus BLT XPU expectation changes." + }, + { + "left": "pull_request:45487", + "right": "pull_request:45615", + "accept": false, + "reason": "Model-parallel code fix for AltCLIP/ChineseClip does not match Qianfan OCR XPU test expectation updates." + }, + { + "left": "pull_request:45592", + "right": "pull_request:45596", + "accept": false, + "reason": "Both are test-related, but they cover different models and different failures, not the same underlying bug." + }, + { + "left": "pull_request:45592", + "right": "pull_request:45615", + "accept": false, + "reason": "FastVLM padding-side test fix and Qianfan OCR XPU expectations are separate model-specific test changes." + }, + { + "left": "pull_request:45596", + "right": "pull_request:45615", + "accept": false, + "reason": "Same broad theme of XPU expectations, but different models and outputs; not the same concrete change or bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 25, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "7f8a787b6e49d8edab79beafd47ee210cfa869e4f8b36f9bc86f362dcf3b94b9", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are pull requests about typing cleanup, but they target different scopes: one is a broad repository-wide type-checking sweep, the other adds shared typing protocols/helpers for specific integrations. They are related in theme, not the same underlying change.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the more focused and internally coherent typing-infrastructure change; PR 45415 is a much broader sweep across many files and is not the better single representative of the cluster.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the best stand-alone representative because it addresses a specific typing-support area with tighter scope and clearer intent, whereas 45415 is a large multi-file type-checking pass.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Reject: both are typing-related and share a few files, but 45415 is a broad type-checking sweep across many transformers modules while 45425 adds specific typing protocols/helpers for particular integrations. They do not look like the same concrete bug or change and would not naturally be merged into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 24, + "component_count": 25, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45524-2", + "nodes": [ + "pull_request:45524", + "pull_request:45650" + ], + "soft_pairs": [ + "pull_request:45524|pull_request:45650" + ], + "prepared_review_unit_hash": "a4b3fca1cdc691cd23bb743cc758fb03f46d9f2a4b5e5abf16b9814674b4362b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4378, + "estimated_input_tokens": 1095, + "estimated_eval_tokens": 2446 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4378, + "estimated_input_tokens": 1095, + "estimated_eval_tokens": 2446 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs target flash_attn-related availability checks in `import_utils.py` for Python 3.13, but they are not the same patch: 45524 is the narrower KeyError/missing-mapping fix, while 45650 also changes the FA3 package lookup behavior.", + "confidence": 0.79, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45524 is the cleaner canonical fix: it directly guards `PACKAGE_DISTRIBUTION_MAPPING` lookups with `.get(..., [])` for the flash_attn checks without changing the underlying package-selection logic.", + "best_issue_reason": null, + "best_pr_reason": "PR 45524 is the best representative of the underlying bug because it matches the issue description most closely and avoids the extra behavior change introduced by 45650.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45524", + "right": "pull_request:45650", + "accept": false, + "reason": "Reject: they overlap on the same file and issue target, but 45650 is not just a duplicate of the KeyError fix; it also changes `is_flash_attn_3_available()` to check `flash_attn` instead of `flash_attn_interface`, so the concrete code-path change is 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": 25, + "component_count": 25, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "a5a05d6ad73823f8e2f556912f65251771d793304f7bcd6dd9bbe2591379d77e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4590, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same underlying captured_info/xdist collision problem. PR 45645 is the broader, more complete change because it includes the testing_utils fix and the CI-side handling needed to read multiple captured_info files, so it is the best representative of the cluster.", + "confidence": 0.89, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45645 is the better canonical representative because it subsumes the core xdist-safe logging change and adds the downstream workflow updates needed for the new artifact layout; PR 45639 is the narrower subset.", + "best_issue_reason": null, + "best_pr_reason": "PR 45645 is the most suitable global representative: it fixes the concrete xdist/captured_info collision path and updates the consuming CI paths, making it the most complete version of the change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Accept: both PRs target the same captured_info xdist collision bug in the testing/debug-log path. 45645 appears to build on the same core fix and adds the necessary workflow-side handling, so they are duplicate/overlapping variants of one change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260426T000021Z/analysis-runs/hybrid-model-20260426t000021z/manifest.json b/snapshots/20260426T000021Z/analysis-runs/hybrid-model-20260426t000021z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..7514e580416c76dc43cb357577cc75ae5450336c --- /dev/null +++ b/snapshots/20260426T000021Z/analysis-runs/hybrid-model-20260426t000021z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260426t000021z", + "artifacts": { + "hybrid": "snapshots/20260426T000021Z/analysis-runs/hybrid-model-20260426t000021z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260426T000021Z/analysis-runs/hybrid-model-20260426t000021z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-04-26T00:09:02Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260426T000021Z", + "variant": "hybrid" +} diff --git a/snapshots/20260426T000021Z/manifest.json b/snapshots/20260426T000021Z/manifest.json index 8f5297c420cab693afb78805fd6f01c371fe576d..65b13a9419f26ae5a94bd5198520f3741ed62595 100644 --- a/snapshots/20260426T000021Z/manifest.json +++ b/snapshots/20260426T000021Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 150 }, "extracted_at": "2026-04-26T00:00:21Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260426t000021z", + "runs": { + "hybrid-model-20260426t000021z": { + "analysis_id": "hybrid-model-20260426t000021z", + "artifacts": { + "hybrid": "snapshots/20260426T000021Z/analysis-runs/hybrid-model-20260426t000021z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260426T000021Z/analysis-runs/hybrid-model-20260426t000021z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260426T000021Z/analysis-runs/hybrid-model-20260426t000021z/manifest.json", + "model": null, + "published_at": "2026-04-26T00:09:02Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260426T000021Z", "watermark": {