diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index d9777ac8471164f6c7325d879584da332c2d9c68..960e49feb57e4882b528a32acce8990d84a3be7a 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": "20260421T180049Z", - "generated_at": "2026-04-21T18:05:20Z", + "snapshot_id": "20260422T000040Z", + "generated_at": "2026-04-22T00:07:00Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1053,7 +1053,7 @@ "cluster_id": "cluster-41211-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #41211.", "status": "open", - "confidence": 0.75, + "confidence": 0.55, "canonical_issue_number": 41211, "canonical_pr_number": 44339, "issue_numbers": [ @@ -1064,18 +1064,17 @@ 44339 ], "evidence_types": [ - "closing_reference", - "shared_issue_target" + "closing_reference" ], "pr_comparisons": [ { "left_pr_number": 41356, "right_pr_number": 44339, - "code_similarity": 0.164, - "size_similarity": 0.096, + "code_similarity": 0.163, + "size_similarity": 0.095, "file_overlap": 0.3, "area_overlap": 0.078, - "patch_similarity": 0.182, + "patch_similarity": 0.181, "shared_filenames": [ "docs/source/en/model_doc/deimv2.md", "src/transformers/models/deimv2/__init__.py", @@ -1096,7 +1095,7 @@ "right_ranges": [ [ 1, - 65 + 64 ] ] }, @@ -1141,7 +1140,7 @@ "right_ranges": [ [ 1, - 1753 + 1734 ] ] } @@ -1363,6 +1362,66 @@ } ] }, + { + "cluster_id": "cluster-45081-4", + "summary": "Cluster of 2 issues and 2 PRs centered on issue #45081.", + "status": "open", + "confidence": 0.8, + "canonical_issue_number": 45081, + "canonical_pr_number": 45317, + "issue_numbers": [ + 45081, + 45356 + ], + "pr_numbers": [ + 45086, + 45317 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target", + "soft_similarity" + ], + "pr_comparisons": [ + { + "left_pr_number": 45086, + "right_pr_number": 45317, + "code_similarity": 0.589, + "size_similarity": 0.34, + "file_overlap": 0.5, + "area_overlap": 1.0, + "patch_similarity": 0.136, + "shared_filenames": [ + "src/transformers/tokenization_utils_tokenizers.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/tokenization_utils_tokenizers.py", + "left_ranges": [ + [ + 1360, + 1370 + ], + [ + 1374, + 1380 + ] + ], + "right_ranges": [ + [ + 1360, + 1370 + ], + [ + 1374, + 1380 + ] + ] + } + ] + } + ] + }, { "cluster_id": "cluster-43240-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #43240.", @@ -1483,65 +1542,6 @@ } ] }, - { - "cluster_id": "cluster-45081-3", - "summary": "Cluster of 1 issues and 2 PRs centered on issue #45081.", - "status": "open", - "confidence": 0.8, - "canonical_issue_number": 45081, - "canonical_pr_number": 45317, - "issue_numbers": [ - 45081 - ], - "pr_numbers": [ - 45086, - 45317 - ], - "evidence_types": [ - "closing_reference", - "shared_issue_target", - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 45086, - "right_pr_number": 45317, - "code_similarity": 0.589, - "size_similarity": 0.34, - "file_overlap": 0.5, - "area_overlap": 1.0, - "patch_similarity": 0.136, - "shared_filenames": [ - "src/transformers/tokenization_utils_tokenizers.py" - ], - "shared_file_areas": [ - { - "filename": "src/transformers/tokenization_utils_tokenizers.py", - "left_ranges": [ - [ - 1360, - 1370 - ], - [ - 1374, - 1380 - ] - ], - "right_ranges": [ - [ - 1360, - 1370 - ], - [ - 1374, - 1380 - ] - ] - } - ] - } - ] - }, { "cluster_id": "cluster-43698-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #43698.", @@ -1600,35 +1600,6 @@ } ] }, - { - "cluster_id": "cluster-44001-2", - "summary": "Cluster of 2 related pull requests linked by soft_similarity.", - "status": "open", - "confidence": 0.5, - "canonical_issue_number": null, - "canonical_pr_number": 44004, - "issue_numbers": [], - "pr_numbers": [ - 44001, - 44004 - ], - "evidence_types": [ - "soft_similarity" - ], - "pr_comparisons": [ - { - "left_pr_number": 44001, - "right_pr_number": 44004, - "code_similarity": 0.087, - "size_similarity": 0.237, - "file_overlap": 0.0, - "area_overlap": 0.0, - "patch_similarity": 0.262, - "shared_filenames": [], - "shared_file_areas": [] - } - ] - }, { "cluster_id": "cluster-44018-2", "summary": "Cluster of 2 related pull requests linked by soft_similarity.", @@ -1905,7 +1876,16 @@ ] } ], - "duplicate_issues": [], + "duplicate_issues": [ + { + "cluster_id": "cluster-45081-4", + "canonical_issue_number": 45081, + "duplicate_issue_numbers": [ + 45356 + ], + "reason": "Issues in cluster-45081-4 are treated as duplicates because they share closing_reference, shared_issue_target, soft_similarity evidence." + } + ], "duplicate_prs": [ { "cluster_id": "cluster-41211-3", @@ -1914,7 +1894,7 @@ 41356 ], "target_issue_number": 41211, - "reason": "PRs in cluster-41211-3 are treated as duplicates because they converge on issue #41211 with closing_reference, shared_issue_target evidence." + "reason": "PRs in cluster-41211-3 are treated as duplicates because they converge on issue #41211 with closing_reference evidence." }, { "cluster_id": "cluster-43240-3", @@ -1970,15 +1950,6 @@ "target_issue_number": 43979, "reason": "PRs in cluster-43979-11 are treated as duplicates because they converge on issue #43979 with closing_reference, shared_issue_target, soft_similarity evidence." }, - { - "cluster_id": "cluster-44001-2", - "canonical_pr_number": 44004, - "duplicate_pr_numbers": [ - 44001 - ], - "target_issue_number": null, - "reason": "PRs in cluster-44001-2 are treated as duplicates because they share soft_similarity evidence." - }, { "cluster_id": "cluster-44018-2", "canonical_pr_number": 44068, @@ -1989,13 +1960,13 @@ "reason": "PRs in cluster-44018-2 are treated as duplicates because they share soft_similarity evidence." }, { - "cluster_id": "cluster-45081-3", + "cluster_id": "cluster-45081-4", "canonical_pr_number": 45317, "duplicate_pr_numbers": [ 45086 ], "target_issue_number": 45081, - "reason": "PRs in cluster-45081-3 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." + "reason": "PRs in cluster-45081-4 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." } ], "best_issue": { diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index f47e92d14250f7229f150058f99b362cf0bd3d7e..a4748dc361825ba247c3e6faa0451704f2f54bfe 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": "20260421T180049Z", - "generated_at": "2026-04-21T18:05:20Z", + "snapshot_id": "20260422T000040Z", + "generated_at": "2026-04-22T00:07:00Z", "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": "68c474652dbba90cfb989b3893065d0919301d3d16e3f077997780fd7862a7f5", + "prepared_review_unit_hash": "28f70019271675f3315349dfdd43c7bfc43f152b2b81ad7970a1bbdb0a0b0bba", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, + "serialized_chars": 2477, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -39,7 +39,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 2, - "serialized_chars": 2478, + "serialized_chars": 2477, "estimated_input_tokens": 620, "estimated_eval_tokens": 1496 }, @@ -48,24 +48,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The three issues describe different problems: Tapas tokenization mismatch, an auth/error-message problem for private models, and a generic failure to load bert-base-uncased. They do not look like duplicates or the same underlying bug.", - "confidence": 0.97, - "canonical_issue_reason": null, + "summary": "These three issues are only loosely related by Hugging Face model/tokenization behavior. They do not describe the same underlying bug: one is about Tapas tokenization parity, one about a misleading auth/download error, and one about failing to load bert-base-uncased. The soft-similarity links are too weak to treat as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 16618 is the closest thing to a central bug report because it is a direct model-loading failure, but the cluster is heterogeneous and does not form a true duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a good canonical anchor for this cluster because the topics are unrelated; if one must be chosen, #16618 is the broadest user-facing failure, but it does not represent the others.", + "best_issue_reason": "#16618 is the best single representative issue only because it is the most concrete end-user failure among the three; however, it should not be treated as a canonical duplicate target for the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Different symptoms and likely different code paths: Tapas tokenization parity vs a model-loading failure for bert-base-uncased." + "reason": "Tapas tokenization mismatch and bert-base-uncased loading failure are unrelated code paths and symptoms; same broad library area, but not the same bug." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "One is about the error message/authorization path for private models, the other is a failure loading a public model; not the same bug." + "reason": "A private-model download/auth error is a different failure mode from a public model load failure for bert-base-uncased; they are not the same underlying issue." } ] }, @@ -84,8 +84,8 @@ "review_unit_count": 41, "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-15354-364", "nodes": [ @@ -170,8 +170,8 @@ "issue:39290|issue:45081", "issue:43828|issue:45161", "issue:43425|issue:44292", - "issue:44918|issue:45161", "issue:34928|issue:41720", + "issue:44918|issue:45161", "issue:43541|issue:43716", "issue:43828|issue:44292", "issue:43716|issue:44292", @@ -203,352 +203,412 @@ "issue:41093|issue:41762", "issue:43296|issue:43366" ], - "prepared_review_unit_hash": "15435980cf472e38716ef9ec097d81b497327fbc3b7a3170b1d298b85e91960a", + "prepared_review_unit_hash": "c7c5b28174f367a0a88fbaf9b40d01796dd2b97f915679dd65ecb5b753d90f91", "component_budget": { "node_count": 364, "item_count": 364, "soft_pair_count": 1360, - "serialized_chars": 701642, - "estimated_input_tokens": 175411, - "estimated_eval_tokens": 351078 + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 63, - "serialized_chars": 46468, - "estimated_input_tokens": 11617, - "estimated_eval_tokens": 23490 + "serialized_chars": 46476, + "estimated_input_tokens": 11619, + "estimated_eval_tokens": 23494 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous cluster of unrelated model/runtime issues. The only clear duplicate families are the DeepSpeed ZeRO-3 index-out-of-bounds load failures and the near-identical mask-shape IndexError reports; the docs issues and the rest look like separate bugs.", - "confidence": 0.71, - "canonical_issue_reason": "Issue 43596 is the cleanest representative of the ZeRO-3 index-0-out-of-bounds load failure family: it describes the generic error pattern and matches the same root symptom seen in the close variants.", + "summary": "This cluster is heterogeneous: most items are unrelated model-specific runtime bugs or docs cleanups. The only clear duplicate subclusters are the ZeRO-3 loading crash pair (43596/43638) and the nearly identical mask/tensor shape-mismatch pair (41093/44805).", + "confidence": 0.62, + "canonical_issue_reason": "Issue 43596 is the clearest anchor for the ZeRO-3 duplicate subcluster: it states the same index-0-out-of-bounds loading crash as 43638, but with a more specific model/context.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43596 is the strongest issue candidate because it most directly captures the shared ZeRO-3 load-time failure pattern and can subsume the closely related Bert/Gemma3 variants.", + "best_issue_reason": "43596 is the best representative issue in this set because it captures a concrete, reproducible ZeRO-3 loading bug with a strong duplicate match, while most other items are separate failures.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different Qwen3.5 failures: one is a chat crash, the other is a streaming inference API failure." + "reason": "Both involve Qwen3.5, but one is a config attribute error and the other is a streaming/chat API failure; not the same bug." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Both involve model/runtime problems, but one is a dtype mismatch and the other is an AMD GPU execution failure for GPT-OSS-20B; not the same bug." + "reason": "Different models and different failure modes; only the broad GPU/model-loading area overlaps." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Autocast dtype mismatch on Phi-tiny-MoE is unrelated to GPT-OSS-20B failing on AMD GPUs." + "reason": "Both are dtype/runtime issues, but they affect different models and code paths." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different models and failure modes: AMD GPU support issue vs invalid method call in GraniteMoEHybrid." + "reason": "Unrelated failures: AMD GPU execution vs an invalid method call in another model." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Both are model runtime errors, but Qwen-3-8B-NVFP4 is a different code path from GPT-OSS-20B on AMD GPUs." + "reason": "Different model families and error contexts; not the same underlying defect." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch for Jamba-v01 is unrelated to ModernBERT ONNX export failure." + "reason": "DeepSpeed collective mismatch during training vs ONNX export error; unrelated bugs." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ModernBERT ONNX export and Qwen3Moe FineGrainedFP8 failures are different model/export paths." + "reason": "ONNX export failure and FineGrainedFP8 runtime failure are distinct code paths." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "ONNX export error and Qwen3 auto device mapping cuda assert are distinct problems." + "reason": "Export-time failure vs device-mapping CUDA assert; not the same issue." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are stale v5 docs issues, but they concern different removed features (pipeline tasks vs run command)." + "reason": "Both are docs regressions after v5, but they target different removed features and likely need separate fixes." }, { "left": "issue:35545", "right": "issue:36010", "accept": false, - "reason": "ONNX export failure is unrelated to the GenerationMixin import error." + "reason": "ONNX export bug and GenerationMixin import breakage are unrelated." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "Both are IndexErrors, but one is DeepSpeed ZeRO-3/BERT load-time and the other is a mask-shape mismatch; different bugs." + "reason": "Both are index/shape errors, but the specific messages and contexts differ enough to treat as separate." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Different failure signatures and code paths: ZeRO-3 index-out-of-bounds vs mask-shape mismatch." + "reason": "Different failure signatures: ZeRO-3 index-out-of-bounds vs mask/tensor shape mismatch." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Mask-shape IndexError and GPT-OSS MoE tensor-parallel issue are unrelated." + "reason": "Mask/tensor mismatch and GPT-OSS tensor-parallel failure are different bugs." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Mask/tensor shape mismatch is not the same as Qwen3.5 embedding unpacking under TRL SFT." + "reason": "Shape mismatch error and TRL embedding unpacking failure do not point to the same root cause." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "Tokenizer mapping/add-new-model-like issue is unrelated to a mask-shape IndexError." + "reason": "Tokenizer mapping script failure and mask/index mismatch are unrelated." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice_preset issue is unrelated to ModernBERT ONNX export." + "reason": "BarkProcessor voice preset issue vs ONNX export bug; different components." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "DeepSpeed collective mismatch for Jamba-v01 is unrelated to ZeRO-3 index-out-of-bounds in BertModel." + "reason": "Collective mismatch in Jamba/DeepSpeed is not the same as the ZeRO-3 index-out-of-bounds crash." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same DeepSpeed ZeRO-3 index-0-out-of-bounds load-time failure, just reported against different Bert model variants." + "reason": "Same ZeRO-3 loading crash pattern with the same index-0-out-of-bounds failure; clearly the same bug family." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Detokenization bug and LoRA merge/save mismatch are different problems." + "reason": "Tokenizer/detokenization problem vs LoRA merge/save inconsistency; separate issues." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger Kernel calling cross_entropy and GPT-OSS MoE tensor-parallel support are unrelated." + "reason": "Liger Kernel cross-entropy behavior and GPT-OSS tensor-parallel failure are unrelated." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "NVFP4 model runtime error and LoRA merge/save inconsistency are different issues." + "reason": "Different models and different symptom classes; not a duplicate." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "Activation-checkpointing/FSDP tensor-size mismatch is not the same as the mask-shape IndexError." + "reason": "Activation checkpointing/FSDP recompute bug is different from a mask-indexing shape mismatch." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Training with DeepSpeed weight dimensionality error and Jamba collectives mismatch are different DeepSpeed failures." + "reason": "Older DeepSpeed weight-dimension error and collective mismatch are different training failures." }, { "left": "issue:43975", "right": "issue:45237", "accept": false, - "reason": "Detokenization bug and AMD GPU model loading failure are unrelated." + "reason": "Detokenization bug vs AMD GPU runtime failure; no shared code path." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "ZeRO-3 BERT load failure and GPT-OSS MoE tensor-parallel issue are different bugs." + "reason": "ZeRO-3 BERT loading crash and GPT-OSS tensor-parallel issue are unrelated." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "FSDP activation-checkpointing tensor mismatch is unrelated to a CustomTrainer method signature error." + "reason": "FSDP activation-checkpointing mismatch and custom trainer signature change are different bugs." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "DeepSpeed ZeRO-3 load failure is unrelated to GPT-OSS MoE tensor-parallel behavior." + "reason": "ZeRO-3 BERT load crash and GPT-OSS TP failure are unrelated." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Mistral dtype mismatch and GraniteMoEHybrid invalid method call do not share the same bug." + "reason": "Different models and different failure surfaces; only both are model runtime issues." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3/vLLM sliding-window attribute error is unrelated to the tokenizer regex patch crash." + "reason": "Gemma3/vLLM attribute error and Mistral tokenizer patch crash are separate regressions." }, { "left": "issue:43828", "right": "issue:45161", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is different from GPT-OSS MoE TP support." + "reason": "Autocast dtype mismatch and GPT-OSS tensor-parallel failure are not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch compatibility issue and Qwen NVFP4 runtime error are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "Activation-checkpointing/FSDP issue and CUDA assert with auto device mapping are different." }, { "left": "issue:44918", "right": "issue:45161", "accept": false, - "reason": "Qwen3.5 embedding unpacking under TRL and GPT-OSS MoE tensor-parallel are different issues." + "reason": "TRL embedding unpacking and GPT-OSS tensor-parallel failures are distinct." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Torch dynamo grouped_mm error and Mistral image-preprocessor dtype mismatch are different code paths." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Both are model runtime errors, but the models and symptoms differ." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different model families and different failure modes." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "NVFP4 execution error vs TRL embedding unpacking failure; unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross_entropy call and input-embedding unpacking are not the same issue." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both are ZeRO-3 loading crashes, but the model contexts differ and there is not enough evidence they are the same bug." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but they cover different removed v5 features and should not be merged as duplicates." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Mistral dtype mismatch and Qwen3-vl StopIteration are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Image preprocessor dtype mismatch and TRL embedding unpacking are different failures." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Cross-entropy being called under Liger Kernel is unrelated to Phi-tiny-MoE autocast dtype mismatch." + "reason": "Liger Kernel cross-entropy behavior and Phi-tiny-MoE autocast dtype mismatch are separate bugs." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "Collective mismatch in DeepSpeed and CustomTrainer.compute_loss signature change are unrelated." + "reason": "DeepSpeed collective mismatch and custom trainer kwarg mismatch are unrelated." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger Kernel cross-entropy call and mask-shape IndexError are different bugs." + "reason": "Kernel selection behavior and mask/tensor indexing mismatch are different problems." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "FSDP/activation-checkpointing mismatch is unrelated to the GenerationMixin import error." + "reason": "FSDP recompute mismatch and GenerationMixin import error are unrelated." }, { "left": "issue:41762", "right": "issue:43596", - "accept": true, - "reason": "Same underlying DeepSpeed ZeRO-3 index-out-of-bounds load failure; only the affected model differs." + "accept": false, + "reason": "Same broad ZeRO-3 area, but different models and no clear evidence of the same underlying bug." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "TextClassificationPipeline docs mention and transformers run-command docs mention are separate stale-doc issues." + "reason": "TextClassificationPipeline docs issue and run-command docs issue are separate documentation problems." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Gemma3/vLLM sliding-window error is unrelated to Qwen3 auto device mapping cuda assert." + "reason": "Gemma3/vLLM attribute error and Qwen3 auto device mapping CUDA assert are unrelated." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Corrupted Ovis2 checkpoint and NemotronH load failure are different problems." + "reason": "Checkpoint corruption and inability to load NemotronH checkpoints are different load-time failures." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Liger Kernel cross-entropy issue and Qwen3-vl StopIteration video error are unrelated." + "reason": "Liger Kernel cross_entropy behavior and Qwen3-vl StopIteration are unrelated." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "GLM-4.7-Flash unit-test load failure and Ovis2 checkpoint corruption are different issues." + "reason": "Unit-test model loading issue and corrupted checkpoint report are not the same bug." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch compatibility and PretrainedConfig pydantic-field breakage are unrelated." + "reason": "Torch version compatibility and pydantic PretrainedConfig field breakage are unrelated." }, { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Gemma3 sliding-window attribute error and Qwen3-MoE sliding_window issue are different model families and likely different fixes." + "reason": "Gemma3/vLLM attribute error and Qwen3-MoE sliding_window bug are separate regressions." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Although both are IndexErrors, the mask/tensor shape mismatch is a different failure mode from the ZeRO-3 BERT index-out-of-bounds bug." - }, - { - "left": "issue:43404", - "right": "issue:43866", - "accept": false, - "reason": "Mistral3 tied-weight bug and Ovis2 checkpoint corruption are not the same issue." + "reason": "Same generic index/shape-error family, but the messages and subsystems differ enough to keep separate." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Qwen3.5 chat crash and Qwen3.5 streaming inference failure are separate symptoms and code paths." + "reason": "Both are Qwen3.5 chat-related, but one is a crash in transformers chat and the other is a streaming inference API failure." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper loading failure is unrelated to the pydantic PretrainedConfig regression." + "reason": "Whisper model failure and pydantic config field regression are unrelated." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Mixtral grouped_mm tracing error and Phi-tiny-MoE autocast dtype mismatch are distinct runtime issues." + "reason": "Different models and different runtime error mechanisms; not the same bug." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "GenerationMixin import failure is unrelated to Gemma3/vLLM sliding-window attribute error." + "reason": "ImportError for GenerationMixin and Gemma3 sliding-window attribute error are unrelated." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Voxtral processor failure and template-compilation TypeError are different bugs." + "reason": "Processor loading failure and template compilation failure are different issues." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "The mask/tensor shape mismatch and the ZeRO-3 index-out-of-bounds load failure are different error classes." + "reason": "Both are runtime errors, but one is a mask-index mismatch and the other is a ZeRO-3 load crash." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "PaddleOCR-VL load failure and GGUF gpt-oss support request are not the same issue." + "reason": "PaddleOCR-VL loading failure and GGUF gpt-oss support request are different." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster summary is grounded in the packet, and the soft-edge calls are conservative overall. The two accepted ZeRO-3/BERT-family pairs are well-supported by the titles, while the rest of the rejects stay appropriately cautious about model/failure-mode differences." + "feedback": "The analysis is broadly grounded and the soft-edge verdicts are conservative. The ZeRO-3 pair acceptance is well supported, and the other pair rejections avoid over-claiming duplicates. The summary is mostly careful about the cluster being heterogeneous. One minor caution is that the 41093/44805 duplicate claim is inferred from very similar titles rather than explicit pair evidence, but it is still a reasonable conservative read and not overstated." }, "evaluator_used": true, "retried": false, @@ -564,8 +624,8 @@ "review_unit_count": 41, "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-15354-364", "nodes": [ @@ -654,244 +714,244 @@ "issue:36331|issue:41762", "issue:44560|issue:45507" ], - "prepared_review_unit_hash": "84d7bb72d647c1bb8ca560704f137bc45ceb248477607a7fe242d2d2471003de", + "prepared_review_unit_hash": "6e824a59cbcb6f925293c3aab0ab48dfe9a5a4480bcf007deb26cc4e951b5003", "component_budget": { "node_count": 364, "item_count": 364, "soft_pair_count": 1360, - "serialized_chars": 701642, - "estimated_input_tokens": 175411, - "estimated_eval_tokens": 351078 + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37560, - "estimated_input_tokens": 9390, - "estimated_eval_tokens": 19036 + "serialized_chars": 37563, + "estimated_input_tokens": 9391, + "estimated_eval_tokens": 19038 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly heterogeneous, with one clear duplicate theme: the Transformers 5.x regression that corrupts non-persistent buffers during model loading. The rest of the issues cover unrelated model/config/runtime bugs.", - "confidence": 0.89, - "canonical_issue_reason": "Issue 43950 is the clearest and most specific report of the shared regression: `from_pretrained()` corrupting `register_buffer(persistent=False)` state in Transformers 5.x.", + "summary": "Mostly a heterogeneous set of unrelated Transformers bugs. Only the non-persistent-buffer regression reports form a real duplicate cluster; the rest should stay separate.", + "confidence": 0.9, + "canonical_issue_reason": "issue:43950 is the clearest anchor for the only real duplicate family here: a detailed report of the non-persistent buffer corruption regression, with issue:43644 and issue:44534 as title variants.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43950 best represents the duplicate pair because it names the concrete loading path and the exact non-persistent buffer corruption behavior.", + "best_issue_reason": "Best representative issue in this set: it is the most explicit, well-scoped report of the only evident duplicate cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Both mention v5/quantization or tied weights, but they describe different failure modes and different code paths; not the same bug." + "reason": "Both mention v5 regressions, but one is int4 OOM and the other tied weights on translation models; different bugs." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "One is a missing config field (`pad_token_idx`) and the other is a `PretrainedConfig`/pydantic field regression; too different to be a duplicate." + "reason": "Both are config-related v5 regressions, but one is missing pad_token_idx and the other is a pydantic field break; not the same issue." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Grouped_mm torch-dynamo tracing errors and GPT-OSS tensor-parallel issues are distinct runtime problems." + "reason": "Different failures: grouped_mm tracing error vs GPT-OSS MoE tensor-parallel issue." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to Qwen3.5 streaming inference failures." + "reason": "Both involve runtime failures, but autocast dtype mismatch is unrelated to Qwen3.5 streaming chat API failure." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Unexpected `_is_hf_initialized` during `init_empty_weights` is a different initialization bug than the pydantic `PretrainedConfig` issue." + "reason": "init_empty_weights/_is_hf_initialized argument issue is distinct from the PretrainedConfig pydantic-field regression." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF architecture support for gpt-oss is unrelated to Qwen3.5 chat/completions streaming failures." + "reason": "GGUF support for gpt-oss is unrelated to Qwen3.5 streaming inference errors." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "A Qwen3-MoE sliding-window issue is not the same as a `PretrainedConfig`/pydantic field regression." + "reason": "Qwen3-MoE sliding_window bug is not the same as the PretrainedConfig field regression." }, { "left": "issue:44661", "right": "issue:45464", "accept": false, - "reason": "Tokenizer mapping failure when adding a new model is unrelated to Qwen3.5 streaming inference." + "reason": "Tokenizer mapping add-new-model-like failure is unrelated to the Qwen3.5 streaming API issue." }, { "left": "issue:43054", "right": "issue:43994", "accept": false, - "reason": "Both involve SigLIP2, but one reports poor text embeddings while the other reports bad model/pipeline outputs; not clearly the same underlying bug." + "reason": "Both are SigLIP2-related, but one is text embedding quality and the other is a nonsensical-results report; different underlying problems." }, { "left": "issue:39290", "right": "issue:43742", "accept": false, - "reason": "Gemma3 sliding-window/vLLM incompatibility and MobileLLM key loading errors are different model-specific problems." + "reason": "Gemma3/vLLM sliding_window attribute error is unrelated to MobileLLM key loading." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "These are both IndexErrors, but the mask-shape mismatch and zero3 empty-tensor initialization failure are different root causes." + "reason": "Mask shape mismatch and DeepSpeed ZeRO-3/BertModel index error are different code paths." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Torch-dynamo grouped_mm tracing on Mixtral is unrelated to a float8 storage lookup error." + "reason": "Torch dynamo tracing grouped_mm failure is unrelated to missing Float8 storage handling." }, { "left": "issue:42915", "right": "issue:43541", "accept": false, - "reason": "FineGrainedFP8 Qwen3-MoE failure and Mixtral grouped_mm tracing failure are different model/runtime issues." + "reason": "Both involve MoE models, but FineGrainedFP8Config failure and float32 grouped_mm tracing error are different bugs." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "High perplexity on GPT-OSS and a GLM5 issue are not the same bug." + "reason": "High perplexity on gpt-oss-20b is not the same as the generic GLM5 issue." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP `'weight' must be 2-D` and TRL SFT input-unpacking failures are unrelated." + "reason": "FSDP weight dimensionality error and TRL unpacking embeddings failure are separate issues." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Both mention tied weights, but one is a specific Mistral3 `lm_head` tie bug and the other is a broader translation-model v5 issue; not enough to treat as duplicates." + "reason": "Mistral3 untied lm_head weights and translation-model tied-weights regressions are not the same bug." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Custom-model initialization in notebooks and flash-attn fallback gating are unrelated." + "reason": "Custom-model notebook initialization regression is unrelated to flash-attn2 fallback blocking." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention crash is unrelated to tied-weights regressions." + "reason": "PagedAttentionCache linear_attention crash on Qwen3.5 is unrelated to tied-weights translation regressions." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading failure is unrelated to tied weights on translation models." + "reason": "NemotronH checkpoint-loading failure is not the same as the tied-weights translation issue." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization offloading behavior is a different subsystem from tied-weight handling." + "reason": "Quantization offloading behavior and tied weights are different problems." }, { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "A DSA indexer ReLU discussion and a docs typo are unrelated." + "reason": "DSA indexer ReLU discussion is unrelated to docs mentioning the removed run command." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Qwen3-MoE FP8 failure and flash-attn fallback blocking are different problems." + "reason": "FineGrainedFP8Config failure is unrelated to flash-attn2 fallback selection." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "TRl SFT unpacking failure and GraniteMoEHybrid invalid-method calls are unrelated." + "reason": "TRL embedding unpacking and GraniteMoEHybrid invalid method calls are different failures." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Detokenization regression and Qwen-3-8B-NVFP4 runtime error are unrelated." + "reason": "DeepSeek detokenization and Qwen-3-8B-NVFP4 runtime errors are unrelated." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "A cache-strategy typo and removed CLI docs mention are unrelated documentation issues." + "reason": "Cache strategies typo and removed run-command docs are unrelated documentation issues." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "Both report the same Transformers v5 regression where non-persistent buffers are mishandled/corrupted during loading." + "reason": "Same underlying bug: transformers 5.x corrupting non-persistent buffers; titles are variant phrasings of the same regression." }, { "left": "issue:43644", "right": "issue:43950", "accept": true, - "reason": "Same bug: Transformers v5 corrupts non-persistent buffers; one report is the broader symptom, the other is the concrete `from_pretrained()` corruption path." + "reason": "Same non-persistent-buffer corruption regression; issue:43950 is the more detailed duplicate report." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "Qwen-3-8B-NVFP4 runtime errors and GraniteMoEHybrid invalid-method calls are unrelated." + "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to GraniteMoEHybrid invalid method." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Different Qwen3.5-related failures: autocast dtype mismatch versus 3D position_ids / SDPA math fallback causing NaNs." + "reason": "Autocast dtype mismatch and Qwen3.5 RLHF NaN from 3D position_ids are different problems." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "SigLIP2 documentation example errors and SigLIP2 text-embedding quality regression are related only by model family, not the same concrete bug." + "reason": "SigLIP2 docs example errors and SigLIP2 text-embedding quality complaints are not the same concrete bug." }, { "left": "issue:43866", "right": "issue:44403", "accept": false, - "reason": "Corrupted Ovis2 checkpoint and loading noise are not the same issue." + "reason": "Corrupted checkpoint report and generic loading noise are unrelated." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "Bad AutoTokenizer error messaging for Voxtral is unrelated to missing `all_tied_weights_keys` on Molmo." + "reason": "Bad Voxtral tokenizer error and missing all_tied_weights_keys on MolmoForCausalLM are different issues." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "A custom trainer signature mismatch and a DeepSpeed zero3 index error are unrelated." + "reason": "CustomTrainer.compute_loss kwarg break and Gemma3 ZeRO-3 loading crash are unrelated." }, { "left": "issue:44560", "right": "issue:45507", "accept": false, - "reason": "Qwen3-vl embedding video StopIteration and GraniteMoEHybrid invalid-method calls are different runtime failures." + "reason": "Qwen3-vl StopIteration on video input is unrelated to GraniteMoEHybrid invalid method calls." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: the only clearly cohesive theme is the Transformers 5.x non-persistent-buffer regression, and the accepted duplicates (43644/43950/44534) are supported by the issue titles. The other soft-edge rejections stay conservative and do not overclaim duplication from the available evidence." + "feedback": "Grounded and conservative overall. The only accepted soft-edge pairs are the non-persistent-buffer regression reports, which are well supported by the issue titles and consistent with the packet. The rest of the pairwise rejections stay appropriately cautious and do not overstate evidence." }, "evaluator_used": true, "retried": false, @@ -907,8 +967,8 @@ "review_unit_count": 41, "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-15354-364", "nodes": [ @@ -999,253 +1059,250 @@ "issue:42915|issue:43872", "issue:36331|issue:41093" ], - "prepared_review_unit_hash": "b32c67e71cd42b377a5acf5b391f40c620114610b9237e317ad6b682b8cbb1ff", + "prepared_review_unit_hash": "faa13ebe3b30c6af58f1446d69c26ac2d5c9024f30cedc0cefd75df3e7995a1b", "component_budget": { "node_count": 364, "item_count": 364, "soft_pair_count": 1360, - "serialized_chars": 701642, - "estimated_input_tokens": 175411, - "estimated_eval_tokens": 351078 + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 36, - "serialized_chars": 38576, - "estimated_input_tokens": 9644, - "estimated_eval_tokens": 19544 + "serialized_chars": 38577, + "estimated_input_tokens": 9645, + "estimated_eval_tokens": 19546 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Loose cluster of mostly model-loading, tokenizer, and training-regression issues across different models/subsystems. Issue 45020 is still the broadest issue anchor, but the soft pairs are mostly title-level similarities and should be rejected without stronger code-path evidence.", - "confidence": 0.66, - "canonical_issue_reason": "issue:45020 is the widest umbrella here: it describes a general recent-version regression breaking `remote_code` models, which best matches the cluster\u2019s repeated load/config failure pattern.", + "summary": "This cluster is mostly a loose collection of unrelated issue reports, not a tight duplicate set. The soft links are largely superficial (same model family, same subsystem, or same error class) but do not appear to share the same concrete code path.", + "confidence": 0.89, + "canonical_issue_reason": "No single true canonical issue stands out because the items span many different bugs. If a fallback umbrella is needed, issue 45020 is the broadest and most current regression report, but it is only a weak representative.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the most reusable anchor because it is broad, open, and centered on the shared regression theme rather than a single model-specific symptom.", + "best_issue_reason": "Issue 45020 is the best fallback representative because it is broad, actively discussed, and describes a recent regression affecting multiple remote-code models.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "Different failure modes (`_is_hf_initialized` TypeError vs Float8 storage lookup error); title similarity is not enough to call them the same bug." + "reason": "Both are loading/type errors, but one is bitsandbytes init-flag incompatibility and the other is a float8 storage lookup failure; different code paths." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Both mention SigLIP/SigLIP2, but one is a zero-probability symptom and the other is degraded text embedding quality; no concrete shared code-path evidence." + "reason": "Same model family, but one reports zero probabilities while the other reports worse text embeddings; not the same bug." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Different model-loading problems with different symptoms and no indication of the same underlying defect." + "reason": "Different models and different failure modes; one is an AutoTokenizer error message issue, the other is a model loading failure." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Both are training regressions, but one is LoRA checkpointing behavior and the other is int4/OOM memory usage; too different to merge." + "reason": "Both mention training/memory, but one is LoRA gradient checkpointing and the other is int4 quantization OOM; distinct problems." }, { "left": "issue:43054", "right": "issue:43493", "accept": false, - "reason": "Strong title similarity around SigLIP2, but the packet doesn\u2019t show enough to prove the same bug beyond broad topic overlap." + "reason": "Both involve SigLIP2, but one is a quality complaint and the other is an implementation discrepancy against JAX; not the same concrete bug." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "Both are load failures, but they affect different models and different code paths." + "reason": "Different models and different missing-attribute/loading failures; no shared underlying defect shown." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "One is about noisy transformer loading output, the other is a specific model load failure; not the same issue." + "reason": "One is a vague loading-noise complaint, the other is a specific model-loading failure for ScandiBERT." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "Both involve Qwen3 training, but one is gradient-checkpointing/LoRA behavior and the other is memory efficiency in MoE training." + "reason": "Both relate to training efficiency, but one is LoRA gradient checkpointing and the other is Qwen3 MoE memory use; not the same fix." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Tokenizer detokenization regression and Python 3.13 import-utils KeyError are unrelated subsystems." + "reason": "One is a detokenization regression and the other is a Python 3.13 import-utils KeyError; unrelated." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "Related to remote-code loading, but one is missing fields in `AutoConfig` output and the other is a broader breakage report; not enough to merge." + "reason": "Both mention remote_code/trust_remote_code, but one is a specific AutoConfig field-loss bug and the other is a broader loading regression." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Different models and different failures; no shared concrete bug is visible." + "reason": "Different model families and different failure surfaces; no evidence of the same underlying bug." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Both are loading complaints, but they describe separate model-specific failures." + "reason": "Both are model-loading complaints, but they target different models and different symptoms." }, { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "A LoRA compatibility break and a tie-word-embeddings warning are not the same defect." + "reason": "Different symptoms and workflows: LoRA model reuse across versions versus a tie_word_embeddings warning during fine-tuning." }, { "left": "issue:43975", "right": "issue:44451", "accept": false, - "reason": "Tokenizer/detokenization regression versus inability to load a specific model; different bugs." + "reason": "Different models and different issues; one is detokenization, the other is tokenizer/model loading failure." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Both touch distributed loading, but the model and failure modes differ too much." + "reason": "Both concern Qwen/Gemma-family loading/training, but one is ZeRO-3 load failure and the other is FineGrainedFP8 training failure." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Both are regressions in newer versions, but one is remote-code loading and the other is tokenizer/codec handling; different code paths." + "reason": "One is a broad remote_code regression, the other is a tokenizer codec/regression issue for Kimi-K2.5; different bug." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Different loading/registration failures; the shared theme is too broad to treat as one bug." + "reason": "The first is about add-new-model-like failing with tokenizer mapping names; the second is a remote_code loading regression." }, { "left": "issue:43054", "right": "issue:43278", "accept": false, - "reason": "SigLIP2 embedding quality vs training/evaluate dtype mismatch are distinct symptoms." + "reason": "Both mention embeddings, but one is about SigLIP2 text quality and the other is an embedding dtype mismatch between train and eval." }, { "left": "issue:43824", "right": "issue:43872", "accept": false, - "reason": "Missing import and bitsandbytes TypeError are different errors with no shared underlying fix shown." + "reason": "Different failure types: missing import versus bitsandbytes init-flag TypeError." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer load failure and flash-attn fallback gating are unrelated." + "reason": "Tokenizer loading for a specific model is unrelated to flash-attn fallback gating." }, { "left": "issue:43827", "right": "issue:44509", "accept": false, - "reason": "Both are docs-related and mention removed pipelines, but the packet only gives title-level overlap; that is not enough to confidently merge." + "reason": "Both are docs-related, but they appear to target different stale references and pages; not enough to treat as the same change." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "The Whisper audio frontend association is plausible, but the visible evidence is still too thin to assert the same underlying bug." + "reason": "Both touch audio/feature extraction, but one is a Whisper runtime failure and the other is a specific fbank helper issue; insufficient evidence of sameness." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Tied lm_head weights and non-persistent buffer corruption are different model-state issues." + "reason": "One is a missing weight-tying bug, the other is silent corruption of non-persistent buffers during from_pretrained; different paths." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Tokenizer regex patch crash and flash-attn fallback checks are unrelated." + "reason": "Tokenizer regex patch crash versus flash-attn fallback gating; unrelated code paths." }, { "left": "issue:43257", "right": "issue:43866", "accept": false, - "reason": "Different model families and different load failures; no shared code-path bug is visible." + "reason": "Different models and different load-time failures; no shared underlying bug." }, { "left": "issue:42915", - "right": "issue:45305", + "right": "issue:45020", "accept": false, - "reason": "Both involve DeepSpeed training behavior, but they describe different regressions and should not be merged." + "reason": "One is a Qwen3 MoE FP8 training failure, the other is a broad remote_code loading regression; not the same issue." }, { "left": "issue:43742", "right": "issue:45399", "accept": false, - "reason": "A specific model-loading key error and a flash-attn fallback issue are not the same bug." + "reason": "MobileLLM key loading error is unrelated to flash-attn fallback behavior." }, { - "left": "issue:43854", - "right": "issue:44863", + "left": "issue:43742", + "right": "issue:45020", "accept": false, - "reason": "Different model-specific load failures; no evidence they come from one underlying defect." + "reason": "Specific model key error versus broad remote_code regression; different problem." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "One is a bad error message for tokenizer loading, the other is a tokenizer load regression; similar domain, different bug." + "reason": "Tokenizer error-message quality for Voxtral is unrelated to tokenizer loading failure for EMBEDDIA/est-roberta." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both are Qwen3/ZeRO-3-related, but the weight-loading failures are not shown to be the same code-path problem." + "reason": "Both are DeepSpeed/Qwen3.5 load issues, but one is missing all params and the other is language_model weights specifically; not clearly the same bug." }, { "left": "issue:43872", "right": "issue:44291", "accept": false, - "reason": "Both involve unexpected argument/init-empty-weights style loading errors, but the packet doesn\u2019t show enough to call them the same bug." + "reason": "Both mention `_is_hf_initialized`, but they describe different failure contexts and different underlying incompatibilities." }, { "left": "issue:43854", - "right": "issue:45305", + "right": "issue:44863", "accept": false, - "reason": "Model load failure versus gradient averaging under DeepSpeed are unrelated." + "reason": "Both are GLM-related loading reports, but one is a unit-test load issue for a specific checkpoint and the other is a broader NemotronH checkpoint incompatibility." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "Different Qwen3 regressions affecting different parts of training/loading." + "reason": "Both involve Qwen3/Qwen3 MoE and training/loading, but one is missing MoE weight conversion and the other is gradient averaging under DeepSpeed; different code paths." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Different model-loading issues with no clear shared defect." + "reason": "Different models and different user-visible failures; no evidence they are the same defect." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Trainer API signature mismatch and tensor mask shape mismatch are completely different failures." + "reason": "The first is a custom trainer API breakage, while the second is a tensor-mask shape mismatch; unrelated errors." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The summary is mostly grounded, but the soft-edge handling is too assertive for this packet. The analyst marked several pairs as clear duplicates/mergeable bugfixes even though the packet\u2019s soft-pair labels are negative and the visible evidence is only title-level similarity. In particular, the accepted pairs `43054\u219443493`, `43827\u219444509`, and `43792\u219444220` are stated too strongly as the same bug without enough support from the packet. The conservative move here would be to keep these as tentative or reject them. Because of those over-accepts, I can\u2019t accept the evaluation." - }, - "evaluator_used": true, - "retried": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -1258,8 +1315,8 @@ "review_unit_count": 41, "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-15354-364", "nodes": [ @@ -1344,223 +1401,223 @@ "issue:44451|issue:44488", "issue:43708|issue:44075" ], - "prepared_review_unit_hash": "b23da9691ecaec6332738cccfc81f99ccd6b6bbed5e41de592d3d6fbad79fae6", + "prepared_review_unit_hash": "5e7f1d09ffe5c7b55ba79cd67b76a2ec46c29058b84a0ec23d5c52932b6aea81", "component_budget": { "node_count": 364, "item_count": 364, "soft_pair_count": 1360, - "serialized_chars": 701642, - "estimated_input_tokens": 175411, - "estimated_eval_tokens": 351078 + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36647, - "estimated_input_tokens": 9162, - "estimated_eval_tokens": 18580 + "serialized_chars": 36649, + "estimated_input_tokens": 9163, + "estimated_eval_tokens": 18582 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly well-triaged, but the ScandiBERT/sleng-bert pair is too weak to merge: both are BERT-style model loading failures, yet the packet does not show enough evidence that they share the same concrete regression. That pair should be rejected, while the rest of the conservative duplicate decisions remain reasonable.", - "confidence": 0.76, - "canonical_issue_reason": "issue:43644 is still the cleanest canonical issue in this packet: it is a specific Transformers v5 non-persistent-buffer regression and has a near-verbatim duplicate in issue:44534.", + "summary": "This cluster is mostly heterogeneous, but it contains a few clear duplicate subgroups: mask shape IndexError, Transformers 5.x non-persistent buffer regression, custom model init regression, and SigLIP2 zero-probability/model-output regression. I treated only the near-identical pairs as duplicates.", + "confidence": 0.71, + "canonical_issue_reason": "issue:43644 is the best representative of a clear framework-level regression and has an almost identical follow-up in issue:44534 about the same non-persistent buffer corruption in Transformers 5.x.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43644 is the strongest representative issue because it describes a concrete, regression-style bug with clear scope and a close duplicate that matches the same failure mode.", + "best_issue_reason": "issue:43644 is the strongest overall issue candidate here: it is specific, reproducible, broadly relevant, and has the cleanest duplicate match among the items.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41093", "right": "issue:44805", - "accept": false, - "reason": "Both are mask/tensor shape mismatch errors, but the packet does not show enough detail to prove they are the same underlying bug." + "accept": true, + "reason": "Same error family: both report the mask shape vs indexed tensor shape mismatch IndexError." }, { "left": "issue:44479", "right": "issue:44560", "accept": false, - "reason": "Both touch Qwen video-related paths, but the failures are different enough that they are not clearly the same bug." + "reason": "Both are video-related Qwen reports, but the model scope and failure mode differ; not clearly the same bug." }, { "left": "issue:44530", "right": "issue:44863", "accept": false, - "reason": "Different models and different failure modes: PagedAttentionCache crash versus NemotronH checkpoint loading." + "reason": "Different models and different failures: Qwen3.5 cache/group-type crash vs NemotronH checkpoint loading." }, { "left": "issue:43872", "right": "issue:45538", "accept": false, - "reason": "Unrelated issues: bitsandbytes Int8Params initialization versus CLIPTokenizer max length behavior." + "reason": "Unrelated subsystems: bitsandbytes/Int8Params incompatibility vs tokenizer max_length behavior." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "Different code paths and symptoms: GGUF/gpt-oss support versus dtype mismatch under autocast." + "reason": "Different issues and code paths: GGUF gpt-oss support vs dtype mismatch under autocast for Phi-tiny-MoE." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "DeepSpeed training weight-shape error is unrelated to image processor segmentation-map handling." + "reason": "Completely different domains: DeepSpeed training weight shape error vs image processor void segmentation maps." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "No concrete shared bug: GGUF model support is unrelated to the sliding_window Qwen3-MoE issue." + "reason": "Both mention Qwen-related work, but one is GGUF support and the other is a sliding_window bug; not the same change." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different models and different failures: Bamba torch.compile/SDPA versus Qwen3.5 flash-attention memory access." + "reason": "Different models and failures: Bamba torch.compile/SDPA issue vs Qwen3.5 flash-attention position_ids bug." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "These are the same Transformers 5.0.0 custom-model initialization regression, with one being a notebook-specific manifestation." + "reason": "Very close duplicate reports of the same Transformers 5.0 custom model initialization regression." }, { "left": "issue:43950", "right": "issue:45325", "accept": false, - "reason": "Non-persistent buffer corruption and Qwen2.5-VL rope-index scaling are different bugs." + "reason": "Different regressions: non-persistent buffer corruption vs Qwen2.5-VL rope/position_id scaling bug." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Both mention Qwen video or embedding behavior, but the concrete failures and affected paths differ." + "reason": "Both are Qwen video-related, but one is a StopIteration video error and the other is SFT embedding unpacking failure." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "No shared underlying bug; gpt-oss support is unrelated to the missing Float8 storage type." + "reason": "No evident overlap beyond both involving loading/runtime errors." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "Different import/load problems involving different models and mechanisms." + "reason": "Different problem classes: missing import for a specific class vs meta-device loading breakage." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Qwen3Moe FP8 config failure is unrelated to meta-device model loading regressions." + "reason": "Different model families and failure modes; no shared underlying bug is evident." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "3d_parallel.py runtime failure does not match GGUF/gpt-oss support." + "reason": "Unrelated: 3d_parallel execution failure vs GGUF gpt-oss support." }, { "left": "issue:38175", "right": "issue:43994", "accept": true, - "reason": "Same SigLIP2 bad-output symptom for the same model family; the later report is a near-duplicate manifestation." + "reason": "Same underlying SigLIP2 model regression; one report shows zero probabilities and the other nonsensical AutoModel/pipeline outputs." }, { "left": "issue:43646", "right": "issue:43950", "accept": false, - "reason": "Custom model initialization regression is not the same as non-persistent buffer corruption." + "reason": "Custom model initialization regression vs non-persistent buffer corruption; distinct bugs." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Different errors and domains: Qwen3-vl video StopIteration versus generic mask/tensor shape mismatch." + "reason": "Different symptoms and code paths: Qwen video StopIteration vs tensor mask shape mismatch." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "GenerationMixin ImportError is unrelated to the Qwen3Moe FP8 loading issue." + "reason": "Completely unrelated: import error for GenerationMixin vs Qwen3MoE FP8 config failure." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Zero3/BertModel index error is unrelated to the TOKENIZER_MAPPING_NAMES limitation." + "reason": "Different areas: DeepSpeed zero3/Bert index error vs tokenizer mapping-related add-new-model-like failure." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both are config-related, but they are different model/config regressions." + "reason": "Both are config-loading complaints, but they involve different models and validation failures; not clearly one bug." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Different failures: DeepSpeed ZeRO-3 empty tensor index error versus tokenizer-mapping limitation." + "reason": "Different failures: zero-sized tensor index error in DeepSpeed/Bert vs tokenizer mapping issue." }, { "left": "issue:43644", "right": "issue:44534", "accept": true, - "reason": "Same Transformers v5 non-persistent-buffer regression; the titles are effectively describing the same bug." + "reason": "Same regression: both describe Transformers 5.x filling non-persistent buffers with junk/corruption." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "device_map/offload loading failure is unrelated to the Strix Halo mmap/OOM request." + "reason": "Different load/runtime issues: gpu+cpu offload dequantized model loading vs mmap OOM workaround." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Related model family, but not the same concrete bug: bad probabilities versus docs example mismatch/quantization failure." + "reason": "Related model family, but one is an actual inference regression and the other is a documentation example with multiple errors." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Different Qwen3.5 issues: ZeRO-3 weight loading versus incorrect visual encoder save_pretrained keys." + "reason": "Both are Qwen3.5-related, but one is ZeRO-3 weight loading and the other is save_pretrained key regression." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "LoRA/Qwen3_moe compatibility across versions is unrelated to BitNet packed-weight loading." + "reason": "Different subsystems and failures: LoRA model portability across versions vs packed-weight loading in BitNet/accelerate." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "GLM5 and Qwen3.5 flash-attention problems are unrelated." + "reason": "Different models and symptoms; no shared concrete bug is apparent." }, { "left": "issue:44451", "right": "issue:44488", "accept": false, - "reason": "The packet only shows two different BERT-style checkpoints that fail to load; that suggests a possible shared loader regression, but not enough evidence to confidently say it is the same bug." + "reason": "Both are model-loading failures, but they reference different checkpoints and no concrete shared code-path is visible." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer max_steps resume bug is unrelated to SGD argument handling." + "reason": "Unrelated: checkpoint resume max_steps calculation vs SGD optimizer args not being used." } ] }, "evaluator_result": { - "accept": false, - "feedback": "Most verdicts are conservative and grounded in the packet, but the accepted pair issue:44451 \u2194 issue:44488 is too strong from the available evidence. The titles only show two different BERT-style checkpoints that both fail to load; that suggests a possible shared loading regression, but not enough to confidently mark them as the same bug. Because the analyst overstates that link, the overall result should be rejected." + "accept": true, + "feedback": "The cluster summary is conservative and grounded in the packet: the selected canonical issue pair 43644/44534 is a near-exact match by title, and the other accepted pairs are also close, model-specific regressions. The rejected soft matches are appropriately cautious. No obvious overstatement stands out." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1573,8 +1630,8 @@ "review_unit_count": 41, "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-15354-364", "nodes": [ @@ -1632,8 +1689,8 @@ "issue:43856|issue:43873", "issue:42491|issue:45276", "issue:39692|issue:43994", - "issue:43257|issue:43854", "issue:41720|issue:42915", + "issue:43257|issue:43854", "issue:43856|issue:44387", "issue:45362|issue:45406", "issue:44488|issue:44991", @@ -1670,14 +1727,14 @@ "issue:43425|issue:43828", "issue:43828|issue:43957" ], - "prepared_review_unit_hash": "d48da9f8fd85f8d80fc86562a838683c54e94a870feb1a7cc2553a304b912357", + "prepared_review_unit_hash": "47779ebff540ba6d1e1f256aac7ec5ad0a77b490ab34754de0b2510a07215950", "component_budget": { "node_count": 364, "item_count": 364, "soft_pair_count": 1360, - "serialized_chars": 701642, - "estimated_input_tokens": 175411, - "estimated_eval_tokens": 351078 + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 }, "budget": { "node_count": 48, @@ -1692,268 +1749,265 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are false positives: they share broad themes like loading, quantization, or memory, but not the same concrete bug. The only convincing duplicate family is the `resize_token_embeddings` regression across Gemma/T5Gemma variants, where multiple reports point to the same missing propagation into nested embedding/output modules.", - "confidence": 0.86, - "canonical_issue_reason": "Issue 45292 is the broadest and most central report in the `resize_token_embeddings` regression family, and it best covers the model-specific follow-ups about nested output/decoder embeddings.", + "summary": "Most pairs are unrelated regressions despite some shared keywords (especially model loading, quantization, and resize_token_embeddings). I would not merge any soft pair; the closest themes still differ by model family, affected component, or failure mode.", + "confidence": 0.77, + "canonical_issue_reason": "issue:45292 is the broadest and clearest representative of the resize_token_embeddings regression family, and it is open, so it works best as the umbrella issue for that cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45292 is the best representative issue because it states the generic symptom clearly and matches the closely related Gemma/T5Gemma reports.", + "best_issue_reason": "issue:45292 is the best overall representative because it is general, concise, and directly describes a user-visible regression without overfitting to one model variant.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43854", "right": "issue:43931", "accept": false, - "reason": "Different models and different failure modes: GLM-4.7 test loading vs Qwen3-VL weight-shape mismatch." + "reason": "Different models and failures: GLM loading in unit tests vs Qwen3-VL weight-shape mismatch." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Both mention Qwen3/MoE and memory, but one is training-memory inefficiency and the other is quantization/offloading behavior." + "reason": "One is Qwen3 MoE training memory inefficiency; the other is quantization/offloading behavior." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Unrelated problems: LoRA checkpoint compatibility across branches vs Gemma4 token embedding resizing." + "reason": "Different problem classes: hf4.x/hf5.x LoRA compatibility vs Gemma4 token embedding resizing." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Both involve SigLIP2, but one is a documentation/example error and the other is a runtime inference quality issue; not the same concrete bug." + "reason": "Both involve SigLIP2, but one is a doc/example bug and the other is bad inference output; not the same concrete issue." }, { - "left": "issue:43257", - "right": "issue:43854", + "left": "issue:41720", + "right": "issue:42915", "accept": false, - "reason": "Qwen3 MoE loading/conversion bug vs GLM-4.7 test loading bug; different code paths." + "reason": "Different root causes and paths: auto device mapping CUDA assert vs FineGrainedFP8Config failure." }, { - "left": "issue:41720", - "right": "issue:42915", + "left": "issue:43257", + "right": "issue:43854", "accept": false, - "reason": "Both are Qwen3-related, but one is device-mapping CUDA assert and the other is FP8 config failure." + "reason": "Qwen3 MoE loading with accelerate/deepspeed is unrelated to GLM-4.7 model loading." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both are memory-related, but the causes differ: training memory usage vs int4 quantization OOM regression." + "reason": "Both are memory-related, but one is training inefficiency and the other is int4 quantization OOM." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Different models and subsystems: Qwen3.5 chat failure vs Gemma4 processor attribute error in serve." + "reason": "Different models and subsystems: Qwen3.5 chat crash vs Gemma4 processor/tokenizer attribute error." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer/model loading issues, but they affect different models and there is no concrete shared code-path evidence." + "reason": "Both are tokenizer-loading reports, but for different models with no evidence of the same underlying bug." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Transformers 5 buffer initialization bug vs Jupyter custom-model initialization regression; not the same underlying problem." + "reason": "Different regressions: non-persistent buffer initialization vs Jupyter custom-model initialization." }, { "left": "issue:42915", "right": "issue:44756", "accept": false, - "reason": "FP8 quantization failure vs mmap/OOM mitigation on Strix Halo; unrelated bugs." + "reason": "Qwen3Moe FP8 failure and Strix Halo mmap OOM are unrelated." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "Different families: Qwen3 MoE LoRA compatibility vs Qwen3-VL checkpoint shape mismatch." + "reason": "LoRA checkpoint compatibility and Qwen3-VL shape mismatch are different issues." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Tokenizer-mapping/model-addition bug vs compiled flex_attention on torch>=2.9; unrelated." + "reason": "Tokenizer-mapping helper bug vs torch >= 2.9 flex_attention compilation failure; unrelated." }, { "left": "issue:42491", "right": "issue:43856", "accept": false, - "reason": "Same broad Qwen3/MoE area, but one is checkpoint compatibility and the other is training memory usage." + "reason": "LoRA version compatibility is not the same as Qwen3 MoE training memory usage." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Similar symptom class (untied lm_head), but different model implementations and no evidence of one shared code path." + "reason": "Similar symptom family, but different model classes and likely separate weight-tying fixes." }, { "left": "issue:45276", "right": "issue:45335", - "accept": true, - "reason": "Both report the same `resize_token_embeddings` regression failing to update nested embedding/output modules in model-specific wrappers; a single fix could plausibly cover both." + "accept": false, + "reason": "Both are resize_token_embeddings regressions, but they hit different internal targets and model families." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "ImportError for GenerationMixin vs Whisper pipeline return_language regression; unrelated." + "reason": "ImportError for GenerationMixin is unrelated to Whisper return_language pipeline regression." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "Save/load extra_state handling vs init_empty_weights unexpected argument; different serialization/loading bugs." + "reason": "Different initialization/serialization paths: extra_state handling vs unexpected _is_hf_initialized arg." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "CUDA assert during Qwen3 device mapping vs AudioFlamingo3 batched inference token leakage; unrelated." + "reason": "CUDA assert on Qwen3 auto device mapping is unrelated to AudioFlamingo3 batch leakage." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Different tokenizer/model loading failures for different BERT models; not the same bug." + "reason": "Tokenizer vocab mismatch and tokenizer load failure are different issues." }, { "left": "issue:43873", "right": "issue:44387", "accept": false, - "reason": "Quantization/offloading behavior vs int4 reserved-memory OOM; similar theme, different root cause." + "reason": "Both mention quantization and memory, but they describe different symptoms and likely different causes." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "SigLIP2 doc/example problem vs generic GLM5 issue; unrelated." + "reason": "SigLIP2 doc/inference issues are unrelated to GLM5." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Both can lead to OOM, but one is a Transformers 5 quantization regression and the other is a platform-specific mmap workaround." + "reason": "Int4 quantization reserved-memory regression is not the same as disabling mmap on Strix Halo." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch version incompatibility vs meta-device loading regression; different problems." + "reason": "Torch 2.10 compatibility and meta-device loading failures are different version/device problems." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "Different quantization formats and models: NVFP4 load error vs MXFP4 fallback to bf16." + "reason": "Unexpected _is_hf_initialized handling is unrelated to MXFP4 fallback behavior." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Gradient checkpointing complaints, but one is ineffective under PEFT LoRA and the other is eval-mode prohibition." + "reason": "Gradient checkpointing effectiveness in PEFT LoRA is not the same as forbidding checkpointing in eval mode." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "GLM-4.7 test loading failure vs Qwen3.5 save_pretrained regression; unrelated." + "reason": "Model loading for GLM-4.7 is unrelated to Qwen3.5 save_pretrained regression." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized TypeError vs mmap/OOM issue; unrelated." + "reason": "init_empty_weights TypeError and Strix Halo mmap OOM are unrelated." }, { "left": "issue:45276", - "right": "issue:45335", - "accept": true, - "reason": "Both are the same `resize_token_embeddings` family of bugs affecting nested embedding/output attributes across different model wrappers." + "right": "issue:45292", + "accept": false, + "reason": "Same resize_token_embeddings theme, but the Gemma4-specific multi-target bug is not clearly the same as the generic output_embeddings report." }, { "left": "issue:44743", "right": "issue:44960", "accept": false, - "reason": "Qwen3.5 recurrent-state cache bug vs GLM5 issue; unrelated." + "reason": "Recurrent-state reset in modular_qwen3_5 is unrelated to GLM5." }, { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Eval-mode gradient checkpointing rule vs Qwen3.5 RLHF gradient explosion from 3D position_ids; unrelated." + "reason": "Eval-mode checkpointing restriction and RLHF NaN from 3D position_ids are different bugs." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "Save/from_pretrained extra_state handling vs mmap/OOM workaround; different code paths." + "reason": "extra_state save/load failure is unrelated to disabling mmap for OOM." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device model loading regression vs Strix Halo mmap/OOM issue; not the same bug." + "reason": "Meta-device loading failures and Strix Halo mmap OOM are different issues." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model init regression vs Trainer resume/max_steps calculation bug; unrelated." + "reason": "Custom model initialization regression is unrelated to Trainer max_steps calculation." }, { "left": "issue:45292", "right": "issue:45335", - "accept": true, - "reason": "Same `resize_token_embeddings` regression: a generic output_embeddings report and a T5Gemma decoder.embed_tokens report of the same missing propagation behavior." + "accept": false, + "reason": "Both mention resize_token_embeddings, but one is generic output_embeddings while the other is decoder.embed_tokens in a different model family." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Video-input regression for several Qwen VL variants vs strict config blocking granite_speech loading; unrelated." + "reason": "Video-input regression for Qwen models is unrelated to granite_speech strict-config loading." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Tokenizer vocab mismatch vs inability to load a different BERT model; not the same underlying issue." + "reason": "Tokenizer vocab-size mismatch and inability to load a different model are not the same bug." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Notebook custom-model initialization vs extra_state save/load handling; different bugs." + "reason": "Notebook custom-model init and extra_state save/load failure are different surfaces." }, { "left": "issue:43257", "right": "issue:44863", "accept": false, - "reason": "Qwen3 MoE weight conversion/loading bug vs NemotronH checkpoint loading bug; unrelated." + "reason": "Qwen3 MoE weight conversion/loading and NemotronH checkpoint loading are unrelated model-loading problems." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch version incompatibility vs autocast dtype mismatch on Phi-tiny-MoE; different root causes." + "reason": "Torch version incompatibility is unrelated to the autocast dtype-mismatch bug." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Autocast dtype mismatch vs meta-device loading regression; unrelated." + "reason": "Autocast dtype mismatch and meta-device loading failures are different failure modes." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The analysis is conservative and grounded in the packet. The rejected pairs mostly rely on broad thematic similarity without clear shared bug evidence, and the accepted `resize_token_embeddings` pairs are plausibly the same fix family with consistent symptoms across Gemma/T5Gemma wrappers. The canonical issue choice is reasonable, and there is no obvious overstatement." - }, - "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 }, @@ -1965,8 +2019,8 @@ "review_unit_count": 41, "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-15354-364", "nodes": [ @@ -2023,8 +2077,8 @@ "issue:44589|issue:44756", "issue:43906|issue:44530", "issue:43931|issue:44863", - "issue:39404|issue:44912", "issue:43611|issue:43645", + "issue:39404|issue:44912", "issue:44530|issue:45084", "issue:43425|issue:43716", "issue:44265|issue:44898", @@ -2032,10 +2086,10 @@ "issue:43901|issue:44509", "issue:44479|issue:44805", "issue:43994|issue:44079", - "issue:43856|issue:44756", "issue:44671|issue:44991", - "issue:39404|issue:44671", + "issue:43856|issue:44756", "issue:40990|issue:42947", + "issue:39404|issue:44671", "issue:44589|issue:45084", "issue:43596|issue:44683", "issue:43425|issue:44918", @@ -2056,244 +2110,244 @@ "issue:34567|issue:40444", "issue:43716|issue:45084" ], - "prepared_review_unit_hash": "0c0437ee679256831b7fcec157acaca472f34f79d97a02532c4c818413a98a8e", + "prepared_review_unit_hash": "d18019cd54333c33fa414dde0b2b58d2c5ce2d8d1728608712312776a3bef5bc", "component_budget": { "node_count": 364, "item_count": 364, "soft_pair_count": 1360, - "serialized_chars": 701642, - "estimated_input_tokens": 175411, - "estimated_eval_tokens": 351078 + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 38180, - "estimated_input_tokens": 9545, - "estimated_eval_tokens": 19346 + "serialized_chars": 38182, + "estimated_input_tokens": 9546, + "estimated_eval_tokens": 19348 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is thematically loose: many items are Transformers v5 / model-loading regressions, but the candidate pairs mostly point to different concrete bugs, model families, or subsystems, so they should not be merged.", - "confidence": 0.38, - "canonical_issue_reason": "issue:43957 is the broadest representative of the recurring v5 model-loading regression pattern in this set, so it works best as the cluster anchor.", + "summary": "This cluster is a loose grab-bag of mostly unrelated Transformers regressions; many are version-5 loading/tokenizer/model-init problems, but none of the soft pairs look like the same underlying bug.", + "confidence": 0.39, + "canonical_issue_reason": "issue:43611 is the broadest, clearest representative of the recurring v5 model-loading regression theme in this cluster; it has a concrete failure mode and a general scope.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43957 is the most reusable issue to represent the cluster because it is version-scoped, loading-focused, and broad enough to cover the repeated regression theme.", + "best_issue_reason": "issue:43611 is the most useful anchor for the cluster because it captures the central v5 loading breakage pattern better than the more model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Different failures: missing Float8 storage vs Apple Silicon mmap/OOM; no shared code-path." + "reason": "Different problems: missing Float8 storage vs mmap-related OOM on Strix Halo." }, { "left": "issue:43906", "right": "issue:44530", "accept": false, - "reason": "Isolated reproduction of one issue vs a Qwen3.5 PagedAttentionCache crash; unrelated symptoms and fixes." + "reason": "Different subsystems and symptoms; one is an isolated reproduction of an older issue, the other is a PagedAttentionCache linear_attention crash." }, { "left": "issue:43931", "right": "issue:44863", "accept": false, - "reason": "Both are model-loading problems, but for different model families and different failure modes (shape mismatch vs NemotronH checkpoint loading)." + "reason": "Both are model-loading failures, but for different Qwen/Nemotron models and different failure modes." }, { - "left": "issue:39404", - "right": "issue:44912", + "left": "issue:43611", + "right": "issue:43645", "accept": false, - "reason": "Whisper pipeline return_language regression is unrelated to GPT-OSS MXFP4 quantization fallback." + "reason": "Both relate to v5 model loading, but one is about base_model_prefix handling and the other about custom-model initialization in Jupyter; too broad to be the same bug." }, { - "left": "issue:43611", - "right": "issue:43645", + "left": "issue:39404", + "right": "issue:44912", "accept": false, - "reason": "Both are v5 regressions, but one is base_model_prefix loading and the other is notebook custom-model initialization; not the same bug." + "reason": "Whisper pipeline return_language regression is unrelated to GPT-OSS MXFP4 quantization fallback." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "Qwen3.5 cache group-type crash vs template compilation error; different code paths." + "reason": "PagedAttentionCache/linear_attention crash is unrelated to a tokenizer compiler error about non-template nodes." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Torch 2.10 compatibility issue is not the same as a Mistral-3 image preprocessor dtype mismatch." + "reason": "Torch version incompatibility and image-preprocessor dtype mismatch are distinct issues." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "torch.export / torch_compilable_check failure is unrelated to Perceiver non-default-resolution interpolation behavior." + "reason": "torch.export with torch_compilable_check is unrelated to Perceiver image classification failing at non-default resolution." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Both concern Qwen3-VL loading, but one is MoE model loading in v5 dev0 and the other is a specific weight-shape mismatch; not clearly the same bug." + "reason": "Both mention Qwen3-VL, but one is a generic MoE model-loading regression and the other is a specific weight-shape mismatch on a checkpoint." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs issues, but they concern different pipeline/task deprecations and different documentation fixes." + "reason": "Documentation mismatch for return_all_scores is unrelated to docs for removed pipeline tasks in v5." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video-input regression for Qwen VL models is unrelated to a generic mask-shape IndexError." + "reason": "Video-input regression for Qwen VL models is not the same as a generic mask shape mismatch error." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "Siglip2 wrong outputs vs ModelOutput key assignment bug; different behavior and likely different fix." - }, - { - "left": "issue:43856", - "right": "issue:44756", - "accept": false, - "reason": "Qwen3 MoE training memory inefficiency is not the same as disabling mmap on Strix Halo to avoid OOM." + "reason": "Wrong SigLIP2 outputs and ModelOutput key assignment with None are different bugs." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "CamemBERT masked-LM regression and est-roberta tokenizer loading failure are separate model-specific issues." + "reason": "Incorrect CamemBERT predictions and tokenizer loading failure for est-roberta are unrelated." }, { - "left": "issue:39404", - "right": "issue:44671", + "left": "issue:43856", + "right": "issue:44756", "accept": false, - "reason": "Whisper pipeline behavior and CamemBERT masked-LM predictions are unrelated." + "reason": "Both mention memory, but one is inefficient training memory use and the other is mmap-triggered OOM on a specific platform." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "High perplexity on gpt-oss is unrelated to LoRA gradient checkpointing ineffectiveness." + "reason": "High perplexity is not the same underlying issue as ineffective gradient checkpointing with LoRA." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline behavior and CamemBERT masked-LM predictions are unrelated model-specific regressions." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Float8 storage lookup failure and template-node compilation failure are different bugs." + "reason": "Float8 storage lookup failure is unrelated to a template-node compilation error." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "DeepSpeed ZeRO-3 init IndexError is unrelated to compiled flex_attention failing on newer torch." + "reason": "Deepspeed ZeRO-3 init index error and compiled flex_attention failure on newer torch are distinct code paths." }, { "left": "issue:43425", "right": "issue:44918", "accept": false, - "reason": "Torch version incompatibility is not the same as Qwen3.5 embedding unpacking with TRL SFT trainer." + "reason": "Torch compatibility issue is unrelated to Qwen3.5 input-embedding unpacking with TRL SFT trainer." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "T5 tokenizer special-token conflict and gguf_file loading breakage are different loading paths." + "reason": "T5 tokenizer special-token method conflict and gguf_file loading breakage are different tokenizer/model-loading bugs." }, { "left": "issue:32090", "right": "issue:39404", "accept": false, - "reason": "Trainer GPU broadcast NoneType error is unrelated to Whisper return_language pipeline regression." + "reason": "Trainer GPU broadcast NoneType error is unrelated to Whisper pipeline return_language behavior." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "Apple Silicon warmup TypeError and _is_hf_initialized flag regression are separate issues." + "reason": "Apple Silicon allocator warmup TypeError and _is_hf_initialized flag breakage are different failures." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Both involve tokenizer loading, but they affect different models and different internal failure points." + "reason": "Tokenizer loading for est-roberta and the Mistral regex patch backend_tokenizer crash are unrelated." }, { "left": "issue:43957", "right": "issue:44164", "accept": false, - "reason": "meta-device loading breakage and save/from_pretrained extra_state handling are distinct serialization/loading bugs." + "reason": "Meta-device model loading problems and save/from_pretrained extra_state handling are different issues." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "Perplexity regression and runtime special-token post-processor update bug are unrelated." + "reason": "Perplexity regression and runtime special-token/post-processor update behavior are not the same bug." }, { "left": "issue:44164", "right": "issue:44479", "accept": false, - "reason": "extra_state save/load handling is not the same as the video-input regression." + "reason": "extra_state save/load handling is unrelated to a video-input regression in Qwen VL models." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Different tokenizer-loading failures for different models; no evidence of a single underlying bug." + "reason": "Loading cjvt/sleng-bert and a Mistral regex patch crash are unrelated." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Molmo tied-weights attribute error and sleng-bert loading failure are unrelated." + "reason": "Missing all_tied_weights_keys on MolmoForCausalLM and sleng-bert tokenizer/model loading failure are different regressions." }, { "left": "issue:43425", "right": "issue:45161", "accept": false, - "reason": "Torch 2.10 incompatibility is not the same as TP failing for GPT-OSS MoE." + "reason": "Torch incompatibility and GPT-OSS MoE tensor-parallel failure are not the same underlying problem." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "Model-loading with base_model_prefix and non-persistent buffer initialization are different v5 regressions." + "reason": "Both are v5 regressions, but one is about base_model_prefix loading and the other about non-persistent buffers getting junk values." }, { "left": "issue:44206", "right": "issue:44220", "accept": false, - "reason": "Unsupported center arg in feature extractor and _torch_extract_fbank_features issues may be related, but the evidence is not strong enough to treat them as the same bug." + "reason": "These are related to audio feature extraction, but the reported failures and entry points are not clearly the same concrete bug." }, { "left": "issue:42947", "right": "issue:44756", "accept": false, - "reason": "LoRA gradient-checkpointing behavior is unrelated to Strix Halo mmap/OOM." + "reason": "LoRA gradient-checkpointing inefficiency and Strix Halo mmap OOM are unrelated." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Two separate model-loading regressions for different repositories and failure modes." + "reason": "sleng-bert loading failure and physical-intelligence/fast loading failure are different model-specific issues." }, { "left": "issue:34567", "right": "issue:40444", "accept": false, - "reason": "TrainerState token counter and Qwen2.5-VL iterable multi-image finetuning are unrelated." + "reason": "TrainerState token counting and iterable dataset multi-image finetuning are unrelated." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Mistral-3 image preprocessor dtype mismatch is unrelated to the template compilation error." + "reason": "Image preprocessor dtype mismatch and template compilation failure are unrelated." } ] }, @@ -2312,8 +2366,8 @@ "review_unit_count": 41, "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-15354-364", "nodes": [ @@ -2402,245 +2456,248 @@ "issue:44987|issue:45081", "issue:40990|issue:44811" ], - "prepared_review_unit_hash": "0e2623970186c894501b5a18ec079a221a810a75226097db3ab8987ce911138f", + "prepared_review_unit_hash": "d0dba5f8ee9b8208728ae6b01e59cecab51e64ddad2dadd0e30dd817c4f77fb0", "component_budget": { "node_count": 364, "item_count": 364, "soft_pair_count": 1360, - "serialized_chars": 701642, - "estimated_input_tokens": 175411, - "estimated_eval_tokens": 351078 + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37887, - "estimated_input_tokens": 9472, - "estimated_eval_tokens": 19200 + "serialized_chars": 37883, + "estimated_input_tokens": 9471, + "estimated_eval_tokens": 19198 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is loosely centered on Transformers v5/v5.0 regression reports, but the soft pairs mostly describe different models, APIs, or failure modes rather than the same underlying bug/change. No PRs are present.", - "confidence": 0.62, - "canonical_issue_reason": "Issue 43646 is the broadest, most central v5 regression report in the set: it targets custom model initialization, a root area that overlaps several other initialization-related complaints.", + "summary": "Mostly heterogeneous cluster of Transformers v5 and model-specific regressions. Only two soft edges look like same-bug pairs: 43644/44534 is the strongest near-duplicate match, and 45216/45357 is a plausible follow-up in the same Qwen3.5 save_pretrained regression rather than a wholly separate issue.", + "confidence": 0.8, + "canonical_issue_reason": "issue:43644 is the best cluster anchor for the v5 non-persistent-buffer regression: it is the clearest, most general report, and 44534 is a near-identical restatement rather than a different bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43646 is the best representative issue for this cluster because it is general, version-specific, and closest to the shared v5 regression theme.", + "best_issue_reason": "issue:43644 is the strongest representative because it captures the shared buffer-initialization regression at the broadest scope; the rest of the cluster is mostly separate model-specific failures.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Both are v5 initialization regressions, but 43644 is specifically about non-persistent buffers getting junk values, while 43646 is about custom model initialization broadly; not the same concrete bug." + "reason": "Same broad v5 area, but this is a different failure mode: buffer junk vs custom model initialization breakage." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Different failures in different models: Molmo missing an attribute vs tokenizer loading for EMBEDDIA/est-roberta." + "reason": "Different model/path: Molmo tied-weights attribute error vs tokenizer loading failure for EMBEDDIA/est-roberta." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "Missing fields from AutoConfig with trust_remote_code is unrelated to a PagedAttentionCache group-type crash in Qwen3.5 models." + "reason": "Missing fields from trust_remote_code config loading is unrelated to the Qwen3.5 linear_attention/PagedAttentionCache crash." }, { "left": "issue:43452", "right": "issue:43482", "accept": false, - "reason": "Both mention GGUF/loading, but one is about gguf_file breaking tokenizer/model loading APIs and the other is a Qwen2.5-GGUF v5 loading failure; too different to be the same bug." + "reason": "Both touch GGUF loading, but one is a generic gguf_file/from_pretrained regression and the other is a model-specific Qwen2.5-GGUF failure." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "device_map/offload dequantized-model loading is a different code path from GGUF loading." + "reason": "Dequantized model offload failure and GGUF loading failure are different code paths and different bugs." }, { "left": "issue:36032", "right": "issue:42915", "accept": false, - "reason": "T5 tokenizer special-tokens conflict and Qwen3MoE FP8 configuration failure are unrelated." + "reason": "T5 tokenizer method conflict and Qwen3Moe FP8 config failure are unrelated." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and MIMI batched-vs-single output mismatch are different audio bugs." + "reason": "Audio chat-template sampling-rate default bug vs MIMI batching/padding-mask mismatch are different components." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Both are loading regressions, but for different models and different failure surfaces; not one underlying issue." + "reason": "Both are load failures, but they involve different models and likely different regressions." }, { "left": "issue:43541", "right": "issue:45084", "accept": false, - "reason": "Grouped_mm tracing failure in Mixtral is unrelated to template-node compilation errors." + "reason": "Torch Dynamo grouped_mm tracing error is unrelated to the template compilation TypeError." }, { "left": "issue:39404", "right": "issue:43825", "accept": false, - "reason": "Whisper pipeline return_language behavior and a pipeline error-message regression are not the same defect." + "reason": "Whisper return_language regression and a pipeline error-message issue are not the same bug." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Qwen3.5 hidden-states behavior and Qwen2.5-VL rope-index scaling are different model bugs." + "reason": "Qwen3.5 hidden_states bug and Qwen2.5-VL rope-index scaling bug are distinct model-path issues." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "FineGrainedFP8Config loading and PagedAttentionCache invalid group type are separate Qwen3-related issues." + "reason": "Both are Qwen-family issues, but they hit different concrete failures: FP8 loading vs linear_attention/PagedAttentionCache." }, { "left": "issue:43404", "right": "issue:44466", "accept": false, - "reason": "One is an untied lm_head in Mistral3ForConditionalGeneration; the other is serialization inconsistency for tied weights. Related area, but different bugs." + "reason": "Both touch tied weights, but one is an untied lm_head implementation bug and the other is device-dependent serialization." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer-method conflict vs custom model initialization in Jupyter are not the same issue." + "reason": "Tokenizer add_special_tokens conflict and custom model initialization in Jupyter are unrelated." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Both involve v5 initialization semantics, but one is custom model init and the other is non-persistent buffer contents; different concrete bugs." + "reason": "Related to v5 initialization broadly, but not the same concrete bug: custom model init breakage vs buffer junk serialization." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are v5 load failures, but they affect different repositories/models and different loading code paths." + "reason": "Same version range is not enough; these appear to be different model-loading failures." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "Template compilation error and GraniteMoEHybrid invalid method call are unrelated." + "reason": "Template compilation TypeError and GraniteMoEHybrid invalid method calls are different failures." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Nonsensical outputs with SigLIP2 and a processor/model input-size mismatch in OmDet-Turbo are different problems." + "reason": "Nonsensical outputs with AutoModel/pipeline vs processor image-size mismatch are distinct bugs." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "MIMI encoder padding-mask batching bug and DAC from_latents/STE mismatch are different codec issues." + "reason": "MIMI padding-mask batching bug vs DAC.from_latents/STE mismatch are different encoder issues." }, { "left": "issue:43645", "right": "issue:44534", "accept": false, - "reason": "Jupyter custom-model initialization and non-persistent buffer junk are separate v5 regressions." + "reason": "Notebook custom-model init issue is not the same as the non-persistent-buffer junk regression." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Llava Next segmentation fault and Qwen3OmniMoe video-input ValueError are different multimodal failures." + "reason": "Llava Next loading segfault and Qwen3OmniMoe video-input ValueError are unrelated multimodal failures." }, { "left": "issue:45216", "right": "issue:45357", - "accept": false, - "reason": "Both concern Qwen3.5 save_pretrained regressions, but one is incorrect checkpoint saving in general and the other is specifically wrong visual encoder keys." + "accept": true, + "reason": "Likely the same Qwen3.5 save_pretrained regression; 45357 looks like a follow-up/near-duplicate about the remaining incorrect visual encoder keys." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "General loading noise and a Mistral regex patch crash are unrelated." + "reason": "Noise when loading a transformer is unrelated to the Mistral regex patch crash." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "ScandiBERT loading failure and Mistral tokenizer regex patch failure are different tokenizer problems." + "reason": "Different model-loading bug vs tokenizer regex patch failure." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export failures with torch_compilable_check are unrelated to OmDet-Turbo processor resolution mismatch." + "reason": "torch.export compatibility issue vs processor output-size mismatch; not the same path." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "_is_hf_initialized flag breakage and disabling mmap on Strix Halo are unrelated." + "reason": "_is_hf_initialized flag regression and mmap/OOM on Strix Halo are unrelated." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Bad AutoTokenizer error message for Voxtral and AppleSilicon caching_allocator_warmup TypeError are unrelated." + "reason": "Bad AutoTokenizer error message for Voxtral vs Apple Silicon allocator TypeError are separate issues." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "_torch_extract_fbank_features and compiled flex_attention on torch>=2.9 are different low-level issues." + "reason": "fbank feature extraction bug and compiled flex_attention torch>=2.9 failure are unrelated." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "lm_head tying in Mistral3ForConditionalGeneration and LoRA merge collapse with extended vocab are different weight-tying bugs." + "reason": "Both involve tied embeddings, but the first is an initialization/tie bug and the second is LoRA merge collapse with extended vocabulary." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "Qwen3Moe FP8 config failure and template compilation errors have no shared code-path." + "reason": "Qwen3Moe FP8 loading and template compilation errors are unrelated." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "Qwen3.5 video-input regression and Qwen2.5-VL rope-position scaling are different multimodal regressions." + "reason": "Video-input regression in Qwen VL models vs still-image rope-index scaling bug are different code paths." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "PaddleOCR-VL model loading in vLLM and a sliding_window issue in Qwen3-MoE are unrelated." + "reason": "PaddleOCR-VL load failure and Qwen3-MoE sliding_window issue are distinct." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Loading physical-intelligence/fast under v5 and Mistral tokenizer regex patching are different failures." + "reason": "Model load failure and Mistral regex patch crash are not the same bug." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "High perplexity on gpt-oss-20b and Whisper batch_decode skip_special_tokens behavior are unrelated." + "reason": "Perplexity regression on gpt-oss-20b and Whisper batch_decode skip_special_tokens handling are unrelated." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The cluster-level summary is mostly grounded, but it overstates the evidence in a few places. In particular, calling issue:43644 an \"exact duplicate\" is too strong from the packet alone; the support only shows a near-identical restatement (issue:44534). The accepted soft edge issue:45216 \u2194 issue:45357 also looks plausible, but it should be framed more cautiously as a likely follow-up/near-duplicate rather than a confirmed same bug. Please soften those duplicate/anchor claims." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -2709,15 +2766,15 @@ "soft_pairs": [ "issue:42175|issue:45542", "issue:43611|issue:44534", - "issue:43317|issue:43856", "issue:44062|issue:44987", + "issue:43317|issue:43856", "issue:42915|issue:44291", - "issue:36032|issue:43742", "issue:40444|issue:45325", + "issue:36032|issue:43742", "issue:43632|issue:44534", "issue:43531|issue:44877", - "issue:43818|issue:45357", "issue:43421|issue:44568", + "issue:43818|issue:45357", "issue:42915|issue:44589", "issue:36032|issue:41720", "issue:44829|issue:45479", @@ -2744,250 +2801,250 @@ "issue:41720|issue:45081", "issue:43881|issue:44488" ], - "prepared_review_unit_hash": "9554b091452c6c67116f8c70d47b41a6678f4d915d2954480be251864b3a638b", + "prepared_review_unit_hash": "5ed2092135dce3616cf8be27bacc2c200f117f0f1c3975b940e0abe776acd073", "component_budget": { "node_count": 364, "item_count": 364, "soft_pair_count": 1360, - "serialized_chars": 701642, - "estimated_input_tokens": 175411, - "estimated_eval_tokens": 351078 + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 36, - "serialized_chars": 38431, - "estimated_input_tokens": 9608, - "estimated_eval_tokens": 19472 + "serialized_chars": 38434, + "estimated_input_tokens": 9609, + "estimated_eval_tokens": 19474 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No duplicate cluster emerges here: the soft pairs are mostly unrelated regression reports across tokenizers, model loading, vision/video handling, training, and packaging. I rejected all candidate edges as too broad or symptomatically different.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "This cluster is mostly a collection of distinct Transformers regressions across model loading, tokenization, and training. No pull requests are present. The best representative issue is the broad open umbrella report about recent versions breaking remote-code models.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45020 is the broadest and most central open report, covering recent-version regressions breaking model loading for remote-code models.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:45020 best represents the cluster because it is umbrella-shaped, open, and captures the widest regression surface among the listed issues.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42175", "right": "issue:45542", "accept": false, - "reason": "Both mention optional backend deps, but one is about missing TensorFlow in the torch extra and the other about tensorboard-only installs causing a backend error; different packaging failures." + "reason": "Both are packaging/backend problems, but one is about TensorFlow missing from the torch extra while the other is about tensorboard-only installs causing a tf backend error; not the same bug." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "Both are Transformers v5 regressions, but one is about base_model_prefix loading and the other about non-persistent buffers being corrupted; different code paths." + "reason": "Different regressions: base_model_prefix loading failure versus non-persistent buffers being populated with junk." }, { - "left": "issue:43317", - "right": "issue:43856", + "left": "issue:44062", + "right": "issue:44987", "accept": false, - "reason": "One is a device_map/offload loading failure, the other is MoE training memory inefficiency; not the same bug." + "reason": "Tokenizer AddedToken keyword conflict and a model load failure for physical-intelligence/fast are unrelated code paths." }, { - "left": "issue:44062", - "right": "issue:44987", + "left": "issue:43317", + "right": "issue:43856", "accept": false, - "reason": "AddedToken keyword conflict vs. a model-loading failure for a specific repo; no shared underlying defect." + "reason": "One is device_map/offload loading failure; the other is Qwen3 MoE training memory inefficiency." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "Both involve v5-era model init/loading, but one is FP8 config support and the other is init_empty_weights/_is_hf_initialized; different failures." + "reason": "Both involve v5-era loading issues, but one is FP8 config failure in Qwen3Moe and the other is init_empty_weights with an unexpected internal argument." }, { - "left": "issue:36032", - "right": "issue:43742", + "left": "issue:40444", + "right": "issue:45325", "accept": false, - "reason": "Tokenizer special-token method conflict vs. key error loading a model; unrelated symptoms and code paths." + "reason": "Both are Qwen2.5-VL-related, but one is multi-image IterableDataset failure and the other is still-image temporal position scaling." }, { - "left": "issue:40444", - "right": "issue:45325", + "left": "issue:36032", + "right": "issue:43742", "accept": false, - "reason": "Both are Qwen2.5-VL, but one is multi-image IterableDataset finetuning and the other is a still-image position-id scaling regression; not the same bug." + "reason": "T5 tokenizer special-token name conflict is unrelated to MobileLLM-125M key errors during loading." }, { "left": "issue:43632", "right": "issue:44534", "accept": false, - "reason": "Both are Transformers v5 regressions, but one is about _is_hf_initialized and the other about non-persistent buffers; separate issues." + "reason": "Separate v5 regressions: _is_hf_initialized handling versus junk-filled non-persistent buffers." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior vs. granite_speech strict config loading; different models and failure modes." + "reason": "Different issues in different models: Qwen3-MoE sliding_window behavior versus granite_speech config strictness." }, { - "left": "issue:43818", - "right": "issue:45357", + "left": "issue:43421", + "right": "issue:44568", "accept": false, - "reason": "Different model families and different problems: missing temporal attention/shared weights vs. wrong visual encoder keys on save_pretrained." + "reason": "Both concern special tokens, but one is runtime post-processor refresh and the other is add_special_tokens not inserting BOS/EOS for a specific tokenizer." }, { - "left": "issue:43421", - "right": "issue:44568", + "left": "issue:43818", + "right": "issue:45357", "accept": false, - "reason": "Runtime post-processor refresh for special tokens is not the same as add_special_tokens failing to inject BOS/EOS in one tokenizer." + "reason": "Video-LLaVA architecture/weight-sharing issue is unrelated to Qwen3.5 save_pretrained visual-encoder key regression." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "FP8 quantization config failure vs. missing Float8 storage support; related theme, but not the same concrete bug." + "reason": "Both mention FP8-ish failures, but the concrete bugs differ: Qwen3Moe FP8 config versus missing Float8 storage type." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "Tokenizer loading error vs. Qwen3 auto device mapping cudaErrorAssert; unrelated." + "reason": "Tokenizer load conflict and Qwen3 auto device mapping cudaErrorAssert are unrelated." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Both concern degenerate classification training, but one is tied to flash_attention_3 and the other to num_labels=1 loss handling; different root causes." + "reason": "Both are classification degeneration reports, but one is tied to flash_attention_3 and the other to num_labels=1/problem_type handling." }, { "left": "issue:44683", "right": "issue:45020", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 vs. remote_code model loading regressions; different subsystems." + "reason": "Compiled flex_attention on torch>=2.9 is unrelated to remote_code loading regressions." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "GGUF loading with Transformers v5 vs. CLIPTokenizer max_length behavior; unrelated." + "reason": "Qwen2.5-GGUF loading under v5 and CLIPTokenizer model_max_length are different tokenizer/model-loading behaviors." }, { "left": "issue:33666", "right": "issue:40444", "accept": false, - "reason": "Both are Qwen VL topics, but one is multi-GPU training and the other is multi-image finetuning dataset handling; not the same bug." + "reason": "Both are Qwen VL training topics, but one is generic multi-GPU training and the other is an IterableDataset multi-image failure." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch 2.10 compatibility issue vs. loading noise; unrelated." + "reason": "Torch version incompatibility and generic transformer loading noise are not the same bug." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "ModelOutput key assignment bug vs. non-persistent buffer corruption; different objects and behavior." + "reason": "ModelOutput key assignment and non-persistent buffer initialization are separate internal behaviors." }, { "left": "issue:44403", "right": "issue:44991", "accept": false, - "reason": "Loading noise report vs. tokenizer loading failure for EMBEDDIA/est-roberta; not the same issue." + "reason": "Generic loading noise is not the same as tokenizer loading failure for EMBEDDIA/est-roberta." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image IterableDataset finetuning failures." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image IterableDataset finetuning failure." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Batch-vs-single consistency in MIMI encoder vs. NaNs in Gemma3 sliding-window batches; similar batching context, different bug." + "reason": "Both are batching/padding related, but they describe different models and different failures: output mismatch versus NaNs from sliding-window all-padding cases." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper model runtime failure vs. Float8 storage lookup error; unrelated." + "reason": "openai/whisper-large-v2 runtime failure is unrelated to the Float8 storage type error." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Different models and different failures: GGUF loading regression vs. missing pad_token_id on Llama4Config." + "reason": "GGUF loading under v5 and missing pad_token_id on Llama4Config are different loading regressions." }, { "left": "issue:43749", "right": "issue:44079", "accept": false, - "reason": "FSDP CPU/RAM-efficient loading regression vs. ModelOutput key assignment; separate code paths." + "reason": "FSDP_CPU_RAM_EFFICIENT_LOADING and ModelOutput key assignment involve different subsystems." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized argument handling vs. Float8 storage support; unrelated." + "reason": "init_empty_weights unexpected argument and Float8 storage lookup are distinct internal errors." }, { "left": "issue:43644", "right": "issue:44079", "accept": false, - "reason": "Both touch model internals, but non-persistent buffer junk and ModelOutput key assignment are distinct bugs." + "reason": "Non-persistent buffer corruption is unrelated to ModelOutput key assignment behavior." }, { "left": "issue:44079", "right": "issue:45072", "accept": false, - "reason": "ModelOutput key assignment vs. dtype mismatch in inference; different failures." + "reason": "ModelOutput key handling is unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:44265", "right": "issue:45072", "accept": false, - "reason": "torch.export and torch_compilable_check failure vs. bfloat16 dtype mismatches; unrelated." + "reason": "torch.export/torch_compilable_check failure is a different path from bfloat16 inference dtype mismatches." }, { "left": "issue:43632", "right": "issue:45072", "accept": false, - "reason": "_is_hf_initialized regression vs. dtype mismatch in inference; different bugs." + "reason": "_is_hf_initialized flag handling and dtype mismatches are unrelated regressions." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Multi-image dataset finetuning failure vs. Qwen2.5-VL video position-id bug; different input modalities and symptoms." + "reason": "One is a multi-image prompt/IterableDataset issue; the other is wrong video vision_position_ids." }, { "left": "issue:45325", "right": "issue:45381", "accept": false, - "reason": "Both are Qwen2.5-VL position-id issues, but one is still-image temporal scaling and the other is video vision_position_ids; too specific to merge as the same bug." + "reason": "Both are Qwen2.5-VL position-id bugs, but one targets still images and the other video input; not clearly the same concrete bug." }, { "left": "issue:43611", "right": "issue:43646", "accept": false, - "reason": "Both are Transformers v5 regressions, but base_model_prefix loading and custom model initialization are distinct root causes." + "reason": "Both are v5 loading/init regressions, but one is base_model_prefix loading and the other is custom model initialization." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior vs. init_empty_weights argument incompatibility; unrelated." + "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights argument handling are unrelated." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Qwen3 device-mapping crash on A800 vs. Mistral regex patch crash; different models and failure points." + "reason": "Qwen3 device-map cudaErrorAssert and Mistral tokenizer regex patch crash are different code paths." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Two model-loading failures, but for different models and causes; no shared underlying bug." + "reason": "glm-4v-9b loading failure and cjvt/sleng-bert not loading are unrelated model-specific loading problems." } ] }, @@ -3006,8 +3063,8 @@ "review_unit_count": 41, "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-15354-364", "nodes": [ @@ -3072,15 +3129,15 @@ "issue:43262|issue:43746", "issue:43792|issue:43957", "issue:43317|issue:43873", - "issue:34634|issue:35707", "issue:43606|issue:44265", + "issue:34634|issue:35707", "issue:43881|issue:44991", "issue:44186|issue:44265", - "issue:44291|issue:44877", "issue:43606|issue:43819", + "issue:44291|issue:44877", "issue:35707|issue:41720", - "issue:43632|issue:44164", "issue:43377|issue:44898", + "issue:43632|issue:44164", "issue:44610|issue:45325", "issue:43454|issue:43550", "issue:43454|issue:45072", @@ -3092,246 +3149,249 @@ "issue:43454|issue:43720", "issue:43296|issue:44877", "issue:41720|issue:43322", - "issue:43792|issue:44683", "issue:41720|issue:44977", + "issue:43792|issue:44683", "issue:43404|issue:45357" ], - "prepared_review_unit_hash": "5e19d8b6374bce1f12c581cc4881edf0d1d6e9e9dadbbdab196f1a46770c7a2b", + "prepared_review_unit_hash": "a545c93beb020a6950744171458c509447e37b428db673f54d00c51e0fb5de89", "component_budget": { "node_count": 364, "item_count": 364, "soft_pair_count": 1360, - "serialized_chars": 701642, - "estimated_input_tokens": 175411, - "estimated_eval_tokens": 351078 + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37859, - "estimated_input_tokens": 9465, - "estimated_eval_tokens": 19186 + "serialized_chars": 37854, + "estimated_input_tokens": 9464, + "estimated_eval_tokens": 19184 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of model-loading, quantization, and serialization regressions, not one clean duplicate set. The only strong duplicate-looking pair is the tied lm_head / serialization bug in 43454 and 44466; the rest are related only at a broad subsystem level.", - "confidence": 0.74, - "canonical_issue_reason": "issue:44466 is the most general and technical representative of the clear duplicate pair: it describes the tied-weight serialization problem across devices in v5/main, which subsumes the more model-specific 43454 report.", + "summary": "This cluster is a loose similarity set covering many unrelated Transformers bugs and regressions; none of the soft-edge pairs look like true duplicates, though a few are broadly adjacent (e.g. tied-weights or model-loading regressions).", + "confidence": 0.91, + "canonical_issue_reason": "Issue 43454 is the clearest, most concrete representative in the set: it has a specific model, a specific failure mode (lm_head weight tying), and enough context to anchor the tied-weights subgroup better than the broader, noisier reports.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44466 best represents the actionable core bug in the cluster because it captures the broader tied-weight serialization defect rather than a single model-specific symptom.", + "best_issue_reason": "Issue 43454 is the best single issue to represent this cluster because it is precise, actionable, and has a well-scoped bug description; the rest are mostly distinct model/config regressions rather than one shared defect.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43454", "right": "issue:44466", - "accept": true, - "reason": "Same underlying tied lm_head weight handling bug: one reports failed tying causing bad generation, the other reports inconsistent serialization of the same tied weights across devices." + "accept": false, + "reason": "Related theme (tied weights / lm_head serialization), but these describe different failures and different affected surfaces; not the same concrete bug." }, { "left": "issue:43994", "right": "issue:44898", "accept": false, - "reason": "Both involve vision models, but they describe different failures on different models and code paths; too broad to treat as the same bug." + "reason": "Both involve image models and resolution/outputs, but one is a nonsensical-results report and the other is a specific non-default resolution failure; not the same issue." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "Completely unrelated: backend packaging/extras vs an audio processor sampling-rate default bug." + "reason": "One is a packaging/backend inclusion problem, the other is an audio processor sampling-rate default bug; unrelated." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Both mention memory pressure, but one is a quantization reserved-memory regression and the other is a model-specific CUDA OOM symptom." + "reason": "Different models and different symptoms: int4 quantization memory regression vs video OOM." }, { "left": "issue:43828", "right": "issue:44683", "accept": false, - "reason": "Different failures: autocast dtype mismatch versus torch 2.9 compiled flex_attention breakage." + "reason": "Both mention dtype/compiled attention behavior, but the failing path and trigger are different (autocast mismatch vs torch>=2.9 compiled flex_attention)." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Different model families and different problems: fine-grained FP8 config failure vs GGUF loading failure." + "reason": "Both are Qwen-family loading/runtime problems, but one is FineGrainedFP8Config and the other is GGUF loading under v5; not the same bug." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "Unrelated bugs: image label reduction logic versus a missing attribute during model loading." + "reason": "Different models and failure modes: BeitImageProcessorFast label reduction vs Molmo missing tied-weights metadata." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Different areas: checkpoint resume key mismatch versus Qwen2.5-VL rope index scaling." + "reason": "Both mention a mismatch in generated/loading behavior, but one is resume_from_checkpoint key mismatch and the other is Qwen2.5-VL rope position scaling; unrelated." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Both are audio-related, but one is a chat-template sampling-rate default and the other is PEFT/local checkpoint loading." + "reason": "Both touch model-loading/config-related behavior, but one is an audio chat-template sampling-rate default and the other is PEFT local checkpoint loading for GraniteSpeech." }, { "left": "issue:43792", "right": "issue:43957", "accept": false, - "reason": "Both are loading/runtime issues, but the concrete bugs and model paths differ." + "reason": "Different models and root causes: Whisper loading failure vs meta-device loading regressions across some models." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both concern offload/quantization, but the titles point to different concrete failures and not one specific shared bug." - }, - { - "left": "issue:34634", - "right": "issue:35707", - "accept": false, - "reason": "No clear overlap: BarkProcessor voice_preset versus generation with inputs_embeds/past_key_values." + "reason": "Both mention offloading/quantization, but one is device_map=auto dequantized-model loading and the other is quantization offloading behavior in general; not a single code-path bug." }, { "left": "issue:43606", "right": "issue:44265", "accept": false, - "reason": "Different code paths: CPU offload device mismatch versus torch.export with torch_compilable_check." + "reason": "One is a CPU-offload device mismatch for bark-small, the other is a generic torch.export failure with torch_compilable_check; different problems." }, { - "left": "issue:43881", - "right": "issue:44991", + "left": "issue:34634", + "right": "issue:35707", "accept": false, - "reason": "Different failures: a model loading error versus tokenizer loading for a specific repo." + "reason": "Completely different bugs: BarkProcessor voice_preset vs generation with inputs_embeds/past_key_values." }, { - "left": "issue:44186", - "right": "issue:44265", + "left": "issue:43881", + "right": "issue:44991", "accept": false, - "reason": "Tokenizer crash and export failure are unrelated despite both being regressions." + "reason": "Different components and failures: GLM-4V loading vs tokenizer loading for EMBEDDIA/est-roberta." }, { - "left": "issue:44291", - "right": "issue:44877", + "left": "issue:44186", + "right": "issue:44265", "accept": false, - "reason": "Both are loading/config issues, but one is an init_empty_weights argument problem and the other is strict config validation." + "reason": "Tokenizer crash on NER/padding vs export failure for torch_compilable_check; no shared underlying bug." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "Different bugs: device mismatch in offload versus DAC latent conversion mismatch." + "reason": "Both are audio/codec-related only at a very broad level, but the failures are distinct: CPU-offload device mismatch vs DAC from_latents mismatch." }, { - "left": "issue:35707", - "right": "issue:41720", + "left": "issue:44291", + "right": "issue:44877", "accept": false, - "reason": "No shared underlying bug; generation API behavior versus device-mapping CUDA assertion." + "reason": "Both are transformers v5 loading/config regressions, but one is init_empty_weights/_is_hf_initialized argument handling and the other is strict config for granite_speech." }, { - "left": "issue:43632", - "right": "issue:44164", + "left": "issue:35707", + "right": "issue:41720", "accept": false, - "reason": "Both touch v5 loading/saving internals, but one is an _is_hf_initialized flag regression and the other is extra_state handling." + "reason": "Different models and bug classes: generation with inputs_embeds/past_key_values vs Qwen3 auto device mapping cuda assert." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "Different models and symptoms: batched-vs-single MIMI outputs versus Perceiver image-size handling." + "reason": "MIMI encoder padding-mask batching bug vs Perceiver non-default resolution failure; unrelated." + }, + { + "left": "issue:43632", + "right": "issue:44164", + "accept": false, + "reason": "Both are v5 serialization/loading regressions, but one is _is_hf_initialized flag behavior and the other is extra_state handling; not the same issue." }, { "left": "issue:44610", "right": "issue:45325", "accept": false, - "reason": "Unrelated visual processor size mismatch versus Qwen2.5-VL temporal position-id scaling." + "reason": "Both concern vision models, but one is processor image-size mismatch and the other is temporal position-id scaling in Qwen2.5-VL." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "One is tied-weight generation/serialization, the other is a torch.compile SDPA issue." + "reason": "One is tied-weight serialization/text generation, the other is torch.compile + SDPA failure in Bamba; different code paths." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "Different model code paths: tied lm_head weights versus dtype mismatch in SwitchTransformers/TimmWrapperModel." + "reason": "Tied lm_head weights vs dtype mismatch in bfloat16 inference are different defects." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "Different multimodal preprocessing bugs with no concrete shared root cause." + "reason": "Different multimodal batching/shape bugs: MIMI encoder padding mask vs OmDet-Turbo processor/model resolution mismatch." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "Distinct issues: documentation/example errors for SigLIP2 versus Qwen2.5-VL dataset handling." + "reason": "Both are multimodal example/fine-tuning issues, but one is a doc example model/processor mismatch and quantization failure; the other is iterable-dataset multi-image finetuning failure." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "Both are v5-related loading regressions, but the specific failure modes are different." + "reason": "FSDP CPU RAM efficient loading breakage vs non-persistent buffer junk in v5; different mechanisms." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "Both are serialization bugs, but they involve different models and different serialized keys/paths." + "reason": "Both involve weight/state serialization in v5, but one is lm_head.weight inconsistency and the other is visual encoder keys in Qwen3.5 save_pretrained; not the same bug." }, { "left": "issue:43296", "right": "issue:44991", "accept": false, - "reason": "Different failure types: vLLM model loading versus tokenizer loading regression." + "reason": "Different targets and symptoms: PaddleOCR-VL load failure in vLLM vs tokenizer loading for est-roberta." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "Different bugs: tied-weight handling versus packed-weight unpacking during accelerate loading." + "reason": "Unrelated: tied lm_head weights vs BitNet packed-weight unpacking during accelerate loading." }, { "left": "issue:43296", "right": "issue:44877", "accept": false, - "reason": "Different models and mechanisms: model loading failure versus strict config rejection." + "reason": "PaddleOCR-VL load failure vs strict config preventing granite_speech config load; different models and causes." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Both are model-loading crashes, but they are separate models and separate failure modes." + "reason": "Different issues: Qwen3 auto device mapping cuda assert vs Llava Next segmentation fault." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Both are Qwen-family runtime bugs, but one is device mapping/cuda assert and the other is flash-attention generation correctness; not the same concrete bug." }, { "left": "issue:43792", "right": "issue:44683", "accept": false, - "reason": "Completely unrelated: Whisper runtime failure versus compiled flex_attention breakage." + "reason": "Whisper loading failure and compiled flex_attention failure are unrelated." }, { "left": "issue:43404", "right": "issue:45357", "accept": false, - "reason": "Both involve weight/save behavior, but the model families and concrete bugs differ." + "reason": "Both mention model state/weights, but one is missing lm_head tying in Mistral3ForConditionalGeneration and the other is incorrect visual encoder keys on save_pretrained." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays mostly conservative: it treats the cluster as heterogeneous and only singles out 43454/44466 as the plausible duplicate-like pair. The other soft-edge rejections are appropriately cautious. If anything, the 43454/44466 linkage could be phrased a bit more tentatively (\"likely related\" rather than definitive same bug), but it is still supportable from the titles." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -3343,8 +3403,8 @@ "review_unit_count": 41, "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-15354-364", "nodes": [ @@ -3411,8 +3471,8 @@ "issue:44877|issue:44991", "issue:44479|issue:44918", "issue:36331|issue:42915", - "issue:44671|issue:44743", "issue:36331|issue:42617", + "issue:44671|issue:44743", "issue:43316|issue:44913", "issue:43550|issue:43606", "issue:42915|issue:43317", @@ -3434,250 +3494,250 @@ "issue:41720|issue:43746", "issue:43550|issue:43653" ], - "prepared_review_unit_hash": "2ba8ae2280dda0f28363e1e08bba48be5287b285e9c80a1927e06d57ccd7f806", + "prepared_review_unit_hash": "3a222a946e2e3f76a5bf3c98b16724e41d5c3611dabca5c2249f5ac2bfd0ce04", "component_budget": { "node_count": 364, "item_count": 364, "soft_pair_count": 1360, - "serialized_chars": 701642, - "estimated_input_tokens": 175411, - "estimated_eval_tokens": 351078 + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 38116, - "estimated_input_tokens": 9529, - "estimated_eval_tokens": 19314 + "serialized_chars": 38118, + "estimated_input_tokens": 9530, + "estimated_eval_tokens": 19316 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous set of unrelated closed issues. The only clear duplicate pair is the Qwen2_5_VLProcessor.apply_chat_template padding=False crash (44514/44545); everything else should stay separate.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 44545 is the cleanest canonical report for the only true duplicate pair: same function, same batched-input/padding=False crash, just a cleaner title than 44514.", + "summary": "Mostly a mixed cluster of unrelated issues across trainers, tokenizers, multimodal processing, quantization, and serving. Only issue 44514/44545 looks like a true duplicate pair; the rest should stay separate.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 44545 is the clearest canonical choice because it is an exact duplicate of 44514 with the cleaner title and a bit more discussion/inbound activity.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44545 is the best representative issue here because it most clearly describes the duplicated apply_chat_template padding=False bug and is the cleaner canonical reference.", + "best_issue_reason": "Issue 44545 is the best representative issue in this set because it is the only clearly duplicated bug report and is phrased more cleanly than its twin.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Both involve serving/multimodal failures, but the errors and affected components differ (`'str' object has no attribute 'to'` vs missing `_tokenizer`)." + "reason": "Both are serve/runtime crashes, but they hit different code paths and different processors/models." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Different bugs: tokenizer crashes on NER padding/truncation vs dtype mismatch in bfloat16 inference." + "reason": "Tokenizer padding/NER crash vs dtype mismatch in inference; unrelated bugs." }, { "left": "issue:34567", "right": "issue:40990", "accept": false, - "reason": "Unrelated: TrainerState token counting bug vs high perplexity on a specific model/eval setup." + "reason": "TrainerState token counting and GPT-OSS perplexity are unrelated." }, { "left": "issue:43526", "right": "issue:43881", "accept": false, - "reason": "Different subsystems and failures: `reduce_labels` in BEiT image processing vs loading failure for glm-4v-9b." + "reason": "BeitImageProcessorFast label reduction bug vs a GLM-4V loading failure." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "One is a generic quantization offload question, the other is a Strix Halo mmap/OOM workaround; not the same bug." + "reason": "Both mention memory/offload behavior, but one is quantization offload and the other is mmap/OOM on Strix Halo." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "Different problems: BLIP2 dtype propagation vs Trainer resume/max_steps calculation." + "reason": "Model dtype loading bug vs Trainer checkpoint max_steps calculation; different subsystems." }, { "left": "issue:42617", "right": "issue:42915", "accept": false, - "reason": "Both are run/load failures, but `3d_parallel.py` and Qwen3Moe FineGrainedFP8Config point to different code paths." + "reason": "3d_parallel.py runtime failure and Qwen3-MoE FP8 loading failure are not the same bug." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "Distinct failures: torch.compile + SDPA on Bamba vs unpacking packed weights during accelerate loading for BitNet." + "reason": "torch.compile/SDPA failure vs accelerate loading of packed BitNet weights; distinct causes." }, { "left": "issue:44610", "right": "issue:44898", "accept": false, - "reason": "Both are vision-shape issues, but they affect different models and different mechanisms (processor output size vs interpolation path)." + "reason": "Both are image-size-related, but they involve different models, processors, and failure modes." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Tokenizer crash on NER inputs is unrelated to OmDet-Turbo processor/model image-size mismatch." + "reason": "Tokenizer NER/padding crash vs processor output size mismatch; unrelated." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Different config/loading bugs: strict config rejects granite_speech, while tokenizer loading fails for EMBEDDIA/est-roberta." + "reason": "Strict config loading and tokenizer loading regressions are different issues." }, { "left": "issue:44479", "right": "issue:44918", "accept": false, - "reason": "Both mention Qwen and input handling, but one is a video-input regression and the other is a trainer embedding unpacking issue." + "reason": "Video-input regression vs SFT unpacking error for Qwen3.5 embeddings; different paths." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "Trainer `compute_loss` signature mismatch vs Qwen3Moe FineGrainedFP8Config loading failure." + "reason": "CustomTrainer signature change vs Qwen3-MoE FP8 loading failure." }, { - "left": "issue:44671", - "right": "issue:44743", + "left": "issue:36331", + "right": "issue:42617", "accept": false, - "reason": "CamemBERT masked-LM prediction issue is unrelated to Qwen3.5 recurrent state reset in modular code." + "reason": "Unexpected trainer kwarg and 3d_parallel startup failure are unrelated." }, { - "left": "issue:36331", - "right": "issue:42617", + "left": "issue:44671", + "right": "issue:44743", "accept": false, - "reason": "Different areas entirely: custom trainer API breakage vs `3d_parallel.py` execution failure." + "reason": "CamemBERT MLM predictions and Qwen3.5 recurrent-state caching are separate bugs." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Both are config-related, but they concern different models and different API/serialization behavior." + "reason": "Both are config/API issues, but for different models and different behavior." }, { "left": "issue:43550", "right": "issue:43606", "accept": false, - "reason": "Both are runtime/device failures, but one is SDPA/compile and the other is CPU offload device mismatch." + "reason": "torch.compile SDPA failure and CPU offload device mismatch are different code paths." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Different loading/offload issues: Qwen3Moe FineGrainedFP8Config vs dequantized model loading with `device_map=auto`." + "reason": "FP8 MoE loading and dequantized device_map offload failures are not the same bug." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Qwen3 auto-device-map CUDA assert is unrelated to the `3d_parallel.py` failure." + "reason": "Qwen3 device-map cuda assert and 3d_parallel.py failure are unrelated." }, { "left": "issue:44292", "right": "issue:44479", "accept": false, - "reason": "Different regressions: Qwen-3-8B-NVFP4 load/run failure vs video-input regression across Qwen VL variants." + "reason": "Qwen-3-8B-NVFP4 runtime issue vs Qwen VL video regression; different problems." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "Both are Qwen/GPT-OSS MoE scaling issues, but one is auto device mapping CUDA assert and the other is tensor-parallel only behavior." + "reason": "Different models and failures: device-map assert vs tensor-parallel not working." }, { "left": "issue:43531", "right": "issue:43572", "accept": false, - "reason": "Different models and bugs: Qwen3-MoE sliding-window behavior vs missing `pad_token_idx` in StableLmConfig." + "reason": "Sliding-window Qwen3-MoE bug vs StableLmConfig pad_token_idx regression." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Label gathering in metrics is unrelated to SAM3 text/bounding-box behavior." + "reason": "Metrics label dropping and SAM3 PCS text/box behavior are unrelated." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Both are tokenizer-related, but they affect different tokenizers and different failure modes." + "reason": "Different tokenizers and different crash modes." }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Different multimodal/Qwen failures: video input processing vs `weight_only=True` load error." + "reason": "Video-input ValueError vs weight_only loading error; distinct Qwen3 multimodal issues." }, { "left": "issue:41720", "right": "issue:43873", "accept": false, - "reason": "Specific CUDA assert in Qwen3 auto device mapping is not the same as the broader quantization offload issue." + "reason": "Device-map cuda assert and quantization offload behavior are different failures." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Qwen3Moe FP8 config loading and Llava Next segmentation fault are different bugs." + "reason": "Qwen3-MoE FP8 issue and Llava Next segmentation fault are unrelated." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Both touch serving, but one is a missing `_tokenizer` attribute and the other is a streaming chat/completions failure; different code paths." + "reason": "Gemma4Processor _tokenizer crash and Qwen3.5 streaming API failure are different bugs." }, { "left": "issue:36010", "right": "issue:42617", "accept": false, - "reason": "Importing `GenerationMixin` and running `3d_parallel.py` are unrelated failures." + "reason": "GenerationMixin import error and 3d_parallel runtime issue are unrelated." }, { "left": "issue:36331", "right": "issue:41720", "accept": false, - "reason": "Trainer `compute_loss` kwarg breakage is unrelated to Qwen3 device-mapping CUDA asserts." + "reason": "Trainer custom loss signature bug and Qwen3 auto device mapping assert are unrelated." }, { "left": "issue:44514", "right": "issue:44545", "accept": true, - "reason": "Same bug: `Qwen2_5_VLProcessor.apply_chat_template` crashes on batched input when `padding=False`, with matching symptom and scope." + "reason": "Same bug report with nearly identical title and description; clear duplicate pair." }, { "left": "issue:33357", "right": "issue:35707", "accept": false, - "reason": "MacOS bus error loading a CLIP model is unrelated to progressive generation with `inputs_embeds` and `past_key_values`." + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds are unrelated." }, { "left": "issue:43606", "right": "issue:43720", "accept": false, - "reason": "Both involve offload/loading, but the concrete failures are different: device mismatch in CPU offload vs packed-weight unpacking during accelerate loading." + "reason": "CPU offload device mismatch vs packed-weight unpacking during accelerate load; different root causes." }, { "left": "issue:41720", "right": "issue:43746", "accept": false, - "reason": "CUDA assert on Qwen3 auto device mapping is unrelated to GraniteSpeech PEFT local checkpoint loading." + "reason": "Qwen3 device-map assert and GraniteSpeech PEFT checkpoint loading are unrelated." }, { "left": "issue:43550", "right": "issue:43653", "accept": false, - "reason": "Different issues: Bamba torch.compile+SDPA failure vs BigBirdTokenizer mask token registration/decode bug." + "reason": "Bamba torch.compile failure and BigBirdTokenizer special-token registration bug are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative overall. The only accepted pair, issue:44514 \u2194 issue:44545, is well supported by the packet as the same apply_chat_template batched-input/padding=False crash. The rest of the soft-edge rejections stay appropriately cautious and do not overclaim duplication." + "feedback": "The summary is grounded in the packet and stays conservative overall. The duplicate call on 44514/44545 is well supported by the nearly identical titles and the higher discussion/inbound activity on 44545. The other soft-edge rejections are phrased cautiously enough and do not overstate evidence from the packet." }, "evaluator_used": true, "retried": false, @@ -3693,8 +3753,8 @@ "review_unit_count": 41, "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-15354-364", "nodes": [ @@ -3749,262 +3809,250 @@ ], "soft_pairs": [ "issue:30064|issue:34634", - "issue:44368|issue:45357", "issue:44492|issue:44509", - "issue:44625|issue:45479", + "issue:44368|issue:45357", "issue:43606|issue:43653", + "issue:44625|issue:45479", "issue:43421|issue:43927", "issue:44898|issue:45072", "issue:43782|issue:45381", "issue:34567|issue:35707", "issue:34634|issue:41720", "issue:43381|issue:43844", - "issue:42886|issue:44843", "issue:44077|issue:44625", + "issue:42886|issue:44843", "issue:43421|issue:43653", "issue:44451|issue:44991", - "issue:44918|issue:44936", "issue:44062|issue:44451", + "issue:44918|issue:44936", "issue:43994|issue:44671", - "issue:44987|issue:45042", "issue:39692|issue:44610", + "issue:44987|issue:45042", "issue:43531|issue:44589", "issue:43421|issue:44186", "issue:45081|issue:45356", - "issue:45183|issue:45479", "issue:43746|issue:45381", + "issue:45183|issue:45479", "issue:39692|issue:43873", "issue:43531|issue:43645", "issue:43596|issue:44220", "issue:43746|issue:43873", "issue:43540|issue:44008" ], - "prepared_review_unit_hash": "fdc0f11bb5c20218728c0d6d5e0797b0a1db9e9018adcc461a35d61ace1dcbf2", + "prepared_review_unit_hash": "5b2f9c6073d60d8a19a22a62c14fb6388c1c02ce29b29ac8d119b49b23e4a1f5", "component_budget": { "node_count": 364, "item_count": 364, "soft_pair_count": 1360, - "serialized_chars": 701642, - "estimated_input_tokens": 175411, - "estimated_eval_tokens": 351078 + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 37008, - "estimated_input_tokens": 9252, - "estimated_eval_tokens": 18760 + "serialized_chars": 37017, + "estimated_input_tokens": 9255, + "estimated_eval_tokens": 18766 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly unrelated issue reports; only the HF_HUB_OFFLINE tokenizer-loading reports (42886 and 44843) look like the same underlying offline-mode bug. The rest are broad-similarity false positives across different models, components, or failure modes.", - "confidence": 0.86, - "canonical_issue_reason": "issue:44843 is the most actionable canonical issue: it names the concrete root cause (`_patch_mistral_regex` calling `model_info()` unconditionally) and matches the offline-tokenizer failure seen in 42886.", + "summary": "This cluster is mostly a broad set of unrelated Transformers issues; only one soft pair looks like the same tokenizer-regex regression family. Most others share a subsystem name at best, but not the same bug.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 45356 is the strongest canonical candidate because it most clearly captures the shared tokenizer regex regression path (`fix_mistral_regex`) and is broader than the narrower crash report in 45081.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44843 is the strongest overall issue candidate because it is specific, reproducible, and root-cause oriented; the paired report 42886 is the broader symptom description.", + "best_issue_reason": "45356 is the most representative and actionable issue here: it describes the regression, the affected tokenizer path, and the warning/codec symptoms in one place.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Different processors and unrelated bugs: void segmentation maps vs Bark `voice_preset` handling." - }, - { - "left": "issue:44368", - "right": "issue:45357", - "accept": false, - "reason": "Both involve Qwen3.5, but one is a LoRA warning and the other is a save/load key regression; not the same bug." + "reason": "Different products and failure modes: image segmentation map processing vs BarkProcessor voice preset handling." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "Both are docs-related, but one is a cache-strategy typo and the other is stale pipeline-task documentation." + "reason": "A typo in cache strategy docs is unrelated to stale v5 pipeline-task documentation." }, { - "left": "issue:44625", - "right": "issue:45479", + "left": "issue:44368", + "right": "issue:45357", "accept": false, - "reason": "Both mention `num_labels`, but one is Qwen3.5 config propagation and the other is a generic classification-loss edge case." + "reason": "Both involve Qwen3.5, but one is a tie-word-embeddings warning and the other is incorrect visual encoder keys on save; different bugs." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "Unrelated subsystems: CPU offload/device mismatch vs BigBird tokenizer special-token decoding." + "reason": "CPU offload device mismatch for Bark is unrelated to BigBirdTokenizer special-token decode behavior." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Both mention num_labels, but one is config propagation in Qwen3.5 while the other is a cross-model zero-loss classification bug." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Both touch tokenization/special-token behavior, but one is runtime post-processor refresh and the other is save/load ID loss." + "reason": "Runtime post-processor syncing of special tokens is not the same as losing custom token IDs after save/load." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Different models and failures: Perceiver resolution handling vs bf16 dtype mismatch." + "reason": "Perceiver image-resolution handling and bfloat16 dtype mismatch in unrelated models are distinct issues." }, { "left": "issue:43782", "right": "issue:45381", "accept": false, - "reason": "Same broad Qwen VL family, but different concrete paths: `from_pretrained(weight_only=True)` vs video `vision_position_ids`." + "reason": "Different Qwen VL bugs: one is a weight_only load failure, the other is incorrect video vision_position_ids." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "Trainer token-count tracking is unrelated to progressive generation with `inputs_embeds`/`past_key_values`." + "reason": "TrainerState token-count tracking is unrelated to progressive generation with inputs_embeds and past_key_values." }, { "left": "issue:34634", "right": "issue:41720", "accept": false, - "reason": "Bark voice preset loading and Qwen3 auto device mapping are unrelated failures." + "reason": "BarkProcessor voice preset parsing is unrelated to Qwen3 device-map CUDA assertion failures." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Both mention gradients/checkpointing, but one is eval-mode checkpointing misuse and the other is ZeRO-3 gradient abnormality." - }, - { - "left": "issue:42886", - "right": "issue:44843", - "accept": true, - "reason": "Both are offline tokenizer-loading failures; 44843 identifies the concrete root cause in `_patch_mistral_regex`/`model_info()`." + "reason": "Gradient checkpointing in eval mode and abnormal gradients with ZeRO-3 are different training-time problems." }, { "left": "issue:44077", "right": "issue:44625", "accept": false, - "reason": "`post_init` validation for patchtsmixer is unrelated to Qwen3.5 `num_labels` propagation." + "reason": "A model post_init policy issue is not the same as num_labels propagation in Qwen3.5." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both are offline/tokenizer-related, but 44843 is specifically the `model_info()` call in `_patch_mistral_regex`; 42886 is a broader cache-load failure and not clearly the same bug." }, { "left": "issue:43421", "right": "issue:43653", "accept": false, - "reason": "Special-token handling is too broad here; one is tokenizer backend post-processing, the other is a BigBird mask-token decode bug." + "reason": "Special-token post-processor updates are not the same as BigBirdTokenizer not registering the mask token as special." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer/model loading failures, but the affected models and likely root causes differ." + "reason": "Two different model-specific tokenizer load failures; same general area, different concrete bugs." }, { - "left": "issue:44918", - "right": "issue:44936", + "left": "issue:44062", + "right": "issue:44451", "accept": false, - "reason": "Different trainer bugs: SFT unpacking of embeddings vs evaluate-after-train failure." + "reason": "`AddedToken(..., special=...)` argument misuse is unrelated to ScandiBERT loading failure." }, { - "left": "issue:44062", - "right": "issue:44451", + "left": "issue:44918", + "right": "issue:44936", "accept": false, - "reason": "AddedToken argument duplication is unrelated to ScandiBERT loading failure." + "reason": "A Qwen3.5/TRl embedding-unpacking failure is not the same as trainer.evaluate() failing after train()." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Both are incorrect model outputs, but for different models and different mechanisms." + "reason": "Different models and outputs: SigLIP2 nonsensical predictions vs CamemBERT masked-LM regression." }, { - "left": "issue:44987", - "right": "issue:45042", + "left": "issue:39692", + "right": "issue:44610", "accept": false, - "reason": "A model-loading regression is unrelated to PIL image processors wrongly requiring torchvision." + "reason": "Doc-example model/processor mismatch and quantization errors are not the same as OmDet-Turbo producing the wrong image size." }, { - "left": "issue:39692", - "right": "issue:44610", + "left": "issue:44987", + "right": "issue:45042", "accept": false, - "reason": "Both are processor/model mismatch style reports, but they concern different models and different failure modes." + "reason": "Model-loading failure for a specific repo is unrelated to PIL image processors incorrectly requiring torchvision." }, { "left": "issue:43531", "right": "issue:44589", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior is unrelated to the Float8 storage lookup error." + "reason": "Qwen3-MoE sliding-window behavior is unrelated to missing Float8 storage object type support." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "TokenizersBackend special-token refresh is unrelated to LayoutLMv2 NER/padding crash." + "reason": "Runtime special-token/post-processor syncing is a different tokenizer bug from LayoutLMv2 NER padding/truncation crashes." }, { "left": "issue:45081", "right": "issue:45356", - "accept": false, - "reason": "Both involve tokenizer regex patching, but one is a crash in `_patch_mistral_regex` and the other is a Kimi-K2.5 regression with codec/warning issues." + "accept": true, + "reason": "Both point to the same `fix_mistral_regex` / `_patch_mistral_regex` tokenizer regression path; 45356 is the broader regression report, and 45081 is the crash manifestation." }, { - "left": "issue:45183", - "right": "issue:45479", + "left": "issue:43746", + "right": "issue:45381", "accept": false, - "reason": "Validation-error messaging across models is not the same as the `num_labels=1` zero-loss classification bug." + "reason": "PEFT checkpoint loading for GraniteSpeech is unrelated to Qwen2.5-VL video position IDs." }, { - "left": "issue:43746", - "right": "issue:45381", + "left": "issue:45183", + "right": "issue:45479", "accept": false, - "reason": "PEFT local checkpoint loading and Qwen2.5-VL video position IDs are unrelated." + "reason": "Validation messaging for `input_ids`/`inputs_embeds` and degenerate classification loss with `num_labels=1` are different bugs." }, { "left": "issue:39692", "right": "issue:43873", "accept": false, - "reason": "Documentation/example problems are unrelated to quantization/offloading behavior." + "reason": "A documentation/example issue is not the same as offloading/quantization behavior." }, { "left": "issue:43531", "right": "issue:43645", "accept": false, - "reason": "Sliding-window Qwen3-MoE behavior is unrelated to Jupyter custom-model initialization." + "reason": "Qwen3-MoE sliding-window handling is unrelated to Jupyter custom-model initialization in Transformers 5.0.0." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "BertModel ZeRO-3 init crash and `_torch_extract_fbank_features()` are unrelated." - }, - { - "left": "issue:45081", - "right": "issue:45356", - "accept": false, - "reason": "Shared tokenizer-patch area is not enough; the reported failure modes do not match closely enough to merge." - }, - { - "left": "issue:45183", - "right": "issue:45479", - "accept": false, - "reason": "Different bugs in input validation vs classification loss behavior." + "reason": "DeepSpeed ZeRO-3/BERT initialization and audio fbank extraction are unrelated failures." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "PEFT checkpoint loading and quantization/offloading are separate concerns." + "reason": "PEFT adapter loading and quantization offloading problems are different code paths." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Video processing ValueError in Qwen3OmniMoe is unrelated to Gemma 3n variable-name collision in forward()." + "reason": "Video-input processing in Qwen3OmniMoe is unrelated to Gemma 3n forward variable-name collision." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative overall. The only clearly supported same-bug pair is 42886/44843, which both describe HF_HUB_OFFLINE tokenizer-loading failures and the latter gives a concrete root cause. The remaining soft-edge rejections are plausible from the titles and do not overclaim mergeability." + "feedback": "The summary is grounded in the packet and stays conservative. The single accepted soft pair (45081/45356) is plausible from the titles, and the rest are appropriately rejected as distinct bugs rather than the same issue." }, "evaluator_used": true, "retried": false, @@ -4020,8 +4068,8 @@ "review_unit_count": 41, "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-15354-364", "nodes": [ @@ -4087,8 +4135,8 @@ "issue:44843|issue:45081", "issue:43550|issue:45072", "issue:43550|issue:43927", - "issue:30064|issue:36010", "issue:43540|issue:45381", + "issue:30064|issue:36010", "issue:43577|issue:43818", "issue:44062|issue:44488", "issue:43643|issue:44877", @@ -4099,214 +4147,214 @@ "issue:43653|issue:43819", "issue:44448|issue:44671", "issue:44561|issue:45020", - "issue:43825|issue:43994", "issue:43550|issue:43819", + "issue:43825|issue:43994", "issue:44186|issue:44442", "issue:43825|issue:43827", "issue:43650|issue:43906" ], - "prepared_review_unit_hash": "9ebbe33777049c14fd1fdc861c20bdc60e31fbe20cc51ec63b29caabbdf9f259", + "prepared_review_unit_hash": "a2c63805655c48b788c892666a775eff18288b1fdb59ff147847fabd6298c362", "component_budget": { "node_count": 364, "item_count": 364, "soft_pair_count": 1360, - "serialized_chars": 701642, - "estimated_input_tokens": 175411, - "estimated_eval_tokens": 351078 + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36561, - "estimated_input_tokens": 9141, - "estimated_eval_tokens": 18538 + "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 mostly a set of unrelated issues that only share broad Transformers topics (tokenizers, multimodal models, config/loading, v5 regressions). No soft pair looks like the same underlying bug or change, so all candidate links should be rejected.", - "confidence": 0.95, - "canonical_issue_reason": null, + "summary": "This cluster is mostly a set of unrelated Transformers bugs that only share broad themes like tokenizer/config loading, multimodal inputs, and v5 regressions. I found no strong duplicate pairs to merge; the closest matches are still different concrete failure modes.", + "confidence": 0.81, + "canonical_issue_reason": "#45020 is the broadest open issue in the set and best captures the shared theme of recent Transformers/remote_code regressions, even though it is still too general to be a true duplicate target.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a good canonical representative because the cluster is heterogeneous; if forced, the most triage-worthy/general recent regression is issue:45020, but it is not a true cluster anchor.", + "best_issue_reason": "#45020 is the most suitable issue to keep as the cluster representative because it is open, broad, and thematically closest to several remote_code / version-regression reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:40444", "right": "issue:43746", "accept": false, - "reason": "Different problems: Qwen2.5-VL iterable multi-image finetuning failure vs GraniteSpeech PEFT/local checkpoint loading." + "reason": "Different problems: Qwen2.5-VL iterable multi-image finetuning vs GraniteSpeech PEFT checkpoint loading." }, { "left": "issue:43618", "right": "issue:43697", "accept": false, - "reason": "CLIPOutput attentions regression and RTDetrV2 output mismatch are unrelated model-specific issues." + "reason": "Both are v5 regressions, but one is CLIP attentions output missing and the other is RTDetrV2 output drift; different code paths." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "Both are dtype-related, but one is Mistral image preprocessor mismatch and the other is a Gemma3n variable-name collision causing AttributeError." + "reason": "Unrelated multimodal dtype mismatch vs Gemma3n variable-name collision causing an AttributeError." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "BitNet packed-weight loading bug and DAC forward/from_latents mismatch are different code paths and failures." + "reason": "Different subsystems and failure modes: accelerate loading/unpacked weights vs DAC forward/from_latents STE mismatch." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio fbank extraction bug vs tokenizer mapping/add-new-model-like failure; no shared underlying defect." + "reason": "Audio feature extraction bug vs tokenizer-mapping/new-model-template failure; not the same underlying defect." }, { "left": "issue:43653", "right": "issue:43720", "accept": false, - "reason": "BigBirdTokenizer special-token registration bug is unrelated to BitNet packed-weight loading." + "reason": "Tokenizer special-token registration bug vs BitNet packed-weight loading bug." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug is not the same as Smollm3 RoPE-layer dropping." + "reason": "Different model/config mistakes: sparse-layer creation vs RoPE layer dropping." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Runtime post-processor update bug vs Whisper batch_decode skip_special_tokens behavior; different tokenizer subsystems." + "reason": "Both involve token handling, but one is runtime post-processor updates and the other is batch_decode skip_special_tokens behavior." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "LayoutLMv2 tokenizer padding/NER crash is unrelated to Perceiver image-classification resolution handling." + "reason": "Different model families and bugs: LayoutLMv2 tokenizer padding/NER crash vs Perceiver image size/interpolation failure." }, { "left": "issue:44843", "right": "issue:45081", "accept": false, - "reason": "HF Hub offline/model_info call in tokenizer patch is distinct from a tokenizer.backend_tokenizer AttributeError." + "reason": "Same helper function, but different concrete bugs: offline model_info call vs backend_tokenizer attribute crash." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "Both mention dtype/SDPA, but one is a torch.compile+SDPA model bug and the other is bfloat16 inference dtype mismatches across models." + "reason": "Different regressions in unrelated models: torch.compile+SDPA failure vs dtype mismatch in inference." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "Bamba torch.compile/SDPA failure is unrelated to DiaConfig save/load losing custom token IDs." + "reason": "Bamba compile/SDPA failure is unrelated to DiaConfig save/load losing token IDs." }, { - "left": "issue:30064", - "right": "issue:36010", + "left": "issue:43540", + "right": "issue:45381", "accept": false, - "reason": "ImageProcessor void segmentation maps and GenerationMixin import error are unrelated." + "reason": "Both are video-input issues, but they affect different Qwen model variants and different internals." }, { - "left": "issue:43540", - "right": "issue:45381", + "left": "issue:30064", + "right": "issue:36010", "accept": false, - "reason": "Qwen3OmniMoe video-input ValueError and Qwen2.5-VL vision_position_ids issue are different multimodal bugs." + "reason": "Completely unrelated: segmentation-map processing vs GenerationMixin import error." }, { "left": "issue:43577", "right": "issue:43818", "accept": false, - "reason": "BLIP2 dtype loading issue is unrelated to Video-LLaVA missing temporal attention / weight sharing." + "reason": "Different multimodal bugs: BLIP2 dtype propagation vs Video-LLaVA missing temporal attention and weight-sharing issue." }, { "left": "issue:44062", "right": "issue:44488", "accept": false, - "reason": "AddedToken special-argument TypeError and model loading failure for cjvt/sleng-bert are unrelated tokenizer/model issues." + "reason": "AddedToken special-arg duplication is not the same as failing to load a specific tokenizer model." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "AutoConfig trust_remote_code missing fields is a different strict-config problem than granite_speech config loading." + "reason": "Both concern config/loading, but one is missing fields from trust_remote_code and the other is strict config blocking granite_speech." }, { "left": "issue:43531", "right": "issue:43643", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to AutoConfig trust_remote_code field loss." + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to trust_remote_code config field loss." }, { "left": "issue:43577", "right": "issue:43582", "accept": false, - "reason": "Both are dtype-related, but one is BLIP2 loading dtype and the other is an Apple Silicon caching_allocator_warmup TypeError." + "reason": "Different bugs: BLIP2 dtype mismatch vs Apple Silicon caching_allocator_warmup TypeError." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Qwen3VL weight_only loading error is distinct from Qwen3.5 flash-attention generation failure." + "reason": "Both are Qwen-related, but one is weight_only loading and the other is flash-attention generation behavior." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Non-persistent buffer junk in v5 is unrelated to FSDP_CPU_RAM_EFFICIENT_LOADING being broken." + "reason": "Non-persistent buffer initialization junk vs FSDP CPU RAM efficient loading breakage are different loader issues." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "BigBirdTokenizer mask token registration bug is unrelated to DAC latent/forward mismatch." + "reason": "Tokenizer special-token registration bug vs audio codec latent conversion mismatch; no shared code defect." }, { "left": "issue:44448", "right": "issue:44671", "accept": false, - "reason": "Pegasus v4/v5 output differences and CamemBERT masked LM prediction changes are separate model regressions." + "reason": "Both are output regressions in v5, but they involve different models and likely different root causes." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "Both involve recent v5/remote_code breakage, but one is is_torch_fx_available removal and the other is broader remote_code failures." + "reason": "#44561 is a specific remote_code break caused by a removed utility; #45020 is a broader umbrella report." }, { - "left": "issue:43825", - "right": "issue:43994", + "left": "issue:43550", + "right": "issue:43819", "accept": false, - "reason": "pipeline() translation messaging bug and SigLIP2 nonsensical outputs are not the same defect." + "reason": "Bamba torch.compile/SDPA failure is unrelated to DAC latent reconstruction mismatch." }, { - "left": "issue:43550", - "right": "issue:43819", + "left": "issue:43825", + "right": "issue:43994", "accept": false, - "reason": "Bamba torch.compile+SDPA and DAC forward/from_latents mismatch are unrelated model behaviors." + "reason": "Pipeline error messaging about translation support is unrelated to SigLIP2 nonsensical outputs." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "LayoutLMv2 tokenizer crash and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are unrelated tokenizer paths." + "reason": "Different tokenizer/model issues: LayoutLMv2 NER batching crash vs FastSpeech2ConformerTokenizer loading failure." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "Both concern translation/pipeline v5 removals, but one is an error message mismatch and the other is stale docs; not the same bug/change." + "reason": "One is a misleading runtime error message; the other is stale docs still mentioning pipeline after removals." }, { "left": "issue:43650", "right": "issue:43906", "accept": false, - "reason": "Placeholder issue \"ADD THE DATA\" is unrelated to the isolated reproduction of issue 38071." + "reason": "No overlap: a vague data request vs a reproduction of an existing bug." } ] }, @@ -4325,8 +4373,8 @@ "review_unit_count": 41, "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-15354-364", "nodes": [ @@ -4381,28 +4429,28 @@ ], "soft_pairs": [ "issue:44821|issue:45084", - "issue:41720|issue:44991", "issue:43606|issue:45072", + "issue:41720|issue:44991", "issue:44805|issue:44936", + "issue:44610|issue:45072", "issue:30064|issue:36331", "issue:42175|issue:45081", - "issue:44610|issue:45072", - "issue:43782|issue:45325", "issue:44485|issue:44509", + "issue:43782|issue:45325", + "issue:43720|issue:45072", "issue:44060|issue:44368", "issue:34634|issue:36010", - "issue:43720|issue:45072", "issue:43262|issue:43819", "issue:45081|issue:45406", - "issue:43749|issue:44291", "issue:43582|issue:44857", + "issue:43749|issue:44291", "issue:43653|issue:44671", "issue:43526|issue:43697", "issue:43526|issue:44554", "issue:43653|issue:44912", "issue:45084|issue:45538", - "issue:44568|issue:45488", "issue:43454|issue:43577", + "issue:44568|issue:45488", "issue:34634|issue:36331", "issue:43746|issue:44811", "issue:43257|issue:43329", @@ -4410,142 +4458,142 @@ "issue:43452|issue:44991", "issue:43854|issue:44977" ], - "prepared_review_unit_hash": "3881be57a9c574d953353a41981739d5f105a7073ce506d0305c8dc8a5ccb619", + "prepared_review_unit_hash": "9d221b1395c0533dbd2ccc35199fb719a5ece8bbdd004d786e834b4a4dea64f4", "component_budget": { "node_count": 364, "item_count": 364, "soft_pair_count": 1360, - "serialized_chars": 701642, - "estimated_input_tokens": 175411, - "estimated_eval_tokens": 351078 + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36933, - "estimated_input_tokens": 9234, - "estimated_eval_tokens": 18724 + "serialized_chars": 36932, + "estimated_input_tokens": 9233, + "estimated_eval_tokens": 18722 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the items span unrelated bugs in tokenizers, multimodal processors, loading paths, training code, and model-specific runtime failures. None of the soft-pair candidates look like the same underlying defect or change.", - "confidence": 0.95, - "canonical_issue_reason": "No single canonical issue fits this set; the reports are about different models and code paths rather than one shared bug.", + "summary": "The cluster is heterogeneous: the soft pairs mostly connect unrelated issues that only share broad themes like loading, tokenizers, or model config. I reject all soft edges as false positives and do not see a single true canonical issue in this set.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No issue is a clear cluster representative because there is no common underlying problem to normalize around.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44821", "right": "issue:45084", "accept": false, - "reason": "Different failures: URL image processor loading vs a template compilation TypeError." + "reason": "Different bugs: loading an AutoImageProcessor from URL vs a template compilation error in chat templating." }, { - "left": "issue:41720", - "right": "issue:44991", + "left": "issue:43606", + "right": "issue:45072", "accept": false, - "reason": "Unrelated model/runtime bug vs tokenizer-loading regression." + "reason": "Different subsystems and symptoms: CPU offload device mismatch vs bfloat16 dtype mismatch." }, { - "left": "issue:43606", - "right": "issue:45072", + "left": "issue:41720", + "right": "issue:44991", "accept": false, - "reason": "Both are inference mismatches, but they affect different subsystems and models; not the same bug." + "reason": "Unrelated failures: Qwen3 auto device mapping CUDA assert vs tokenizer loading for a specific RoBERTa model." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Mask shape IndexError during model use vs trainer lifecycle failure after training." + "reason": "Mask/index shape error during model use is not the same as trainer.evaluate() failing after training." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor image-size mismatch and dtype mismatch are different code paths and different models." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Image segmentation-map processing bug is unrelated to CustomTrainer loss-signature incompatibility." + "reason": "ImageProcessor void segmentation handling is unrelated to CustomTrainer.compute_loss signature changes." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Packaging/backend selection issue vs Mistral tokenizer regex patch crash." + "reason": "Packaging/backend dependency issue is unrelated to a Mistral regex patch crash." }, { - "left": "issue:44610", - "right": "issue:45072", + "left": "issue:44485", + "right": "issue:44509", "accept": false, - "reason": "Processor image-size mismatch vs dtype mismatch; different code paths." + "reason": "GLM RoPE implementation discussion and removed docs pipeline tasks are not the same bug." }, { "left": "issue:43782", "right": "issue:45325", "accept": false, - "reason": "Qwen3VL load error is unrelated to Qwen2.5-VL rope-position scaling." + "reason": "Qwen3VL weight_only loading error is different from Qwen2.5-VL rope index scaling." }, { - "left": "issue:44485", - "right": "issue:44509", + "left": "issue:43720", + "right": "issue:45072", "accept": false, - "reason": "RoPE implementation discussion is unrelated to docs mentioning removed pipeline tasks." + "reason": "Packed-weight loading failure is unrelated to bfloat16 dtype mismatches in other models." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "Both mention tied-weights warnings, but one is a concrete wrong tie mapping and the other is a fine-tuning warning behavior; not clearly the same defect." + "reason": "Both mention tied-weights warnings, but they concern different models and different underlying causes." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "Voice preset handling in BarkProcessor is unrelated to GenerationMixin import failure." - }, - { - "left": "issue:43720", - "right": "issue:45072", - "accept": false, - "reason": "Packed-weight unpacking bug is unrelated to bfloat16 dtype mismatches." + "reason": "Bark voice_preset behavior and a GenerationMixin import error are unrelated." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio chat-template sampling-rate default bug is unrelated to DAC STE mismatch." + "reason": "Audio chat-template sampling-rate defaulting is unrelated to DAC.from_latents/STE mismatch." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Mistral tokenizer backend access crash is unrelated to Gemma4Processor missing _tokenizer." + "reason": "Tokenizer backend_tokenizer attribute crash is not the same as Gemma4Processor missing _tokenizer." }, { - "left": "issue:43749", - "right": "issue:44291", + "left": "issue:43582", + "right": "issue:44857", "accept": false, - "reason": "Different loading failures: FSDP RAM-efficient loading vs init_empty_weights extra-argument handling." + "reason": "Apple Silicon allocator TypeError and CUDA float16 loss crash are distinct platform/backend bugs." }, { - "left": "issue:43582", - "right": "issue:44857", + "left": "issue:43749", + "right": "issue:44291", "accept": false, - "reason": "Apple Silicon warmup TypeError is unrelated to CUDA float16 AMP crash." + "reason": "FSDP CPU RAM efficient loading and init_empty_weights _is_hf_initialized are different loading-path regressions." }, { "left": "issue:43653", "right": "issue:44671", "accept": false, - "reason": "BigBirdTokenizer special-token registration bug is not the same as CamemBERT MLM prediction regression." + "reason": "BigBirdTokenizer special-token decode bug is not the same as CamemBERT MLM prediction regression." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug and RTDetrV2 output differences are distinct issues." + "reason": "BEiT reduce_labels bug and RTDetrV2 output-difference regression are unrelated." }, { "left": "issue:43526", @@ -4557,61 +4605,67 @@ "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "Tokenizer special-token decode bug is unrelated to MXFP4 quantization loading fallback." + "reason": "Tokenizer special-token registration problem is unrelated to BitNet packed-weight unpacking during loading." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Template-node compilation error is unrelated to CLIPTokenizer model_max_length behavior." + "reason": "Template-node compilation error and CLIPTokenizer model_max_length behavior are unrelated." }, { - "left": "issue:44568", - "right": "issue:45488", + "left": "issue:43454", + "right": "issue:43577", "accept": false, - "reason": "Different tokenizer regressions on different model families and code paths." + "reason": "AyaVision lm_head tying bug and BLIP2 dtype persistence are different model-loading issues." }, { - "left": "issue:43454", - "right": "issue:43577", + "left": "issue:44568", + "right": "issue:45488", "accept": false, - "reason": "AyaVision weight-tying bug is unrelated to Blip2 dtype propagation." + "reason": "Both are tokenizer regressions, but they affect different tokenizers and different behaviors." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "Duplicate of unrelated pairing; no shared underlying bug." + "reason": "BarkProcessor voice preset and trainer compute_loss signature mismatch do not share a code path." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "Local checkpoint loading with PEFT adapters is unrelated to Whisper batch_decode skip_special_tokens handling." + "reason": "PEFT checkpoint loading failure and Whisper batch_decode skip_special_tokens handling are unrelated." }, { "left": "issue:43257", "right": "issue:43329", "accept": false, - "reason": "Qwen3 MOE loading/weight conversion bug is unrelated to multimodal token counting." + "reason": "Qwen3 MOE weight conversion/loading and multimodal token counting are different bugs." }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "Zero3 empty-index crash is not the same as evaluate-after-train behavior." + "reason": "Zero3/non-pretrained BERT index error is not the same as evaluate() failing after train()." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "gguf_file path handling and est-roberta tokenizer loading are different failures." + "reason": "gguf_file breaks generic from_pretrained loading, while this is a model-specific tokenizer load regression." }, { "left": "issue:43854", "right": "issue:44977", "accept": false, - "reason": "GLM-4.7-Flash unit-test loading issue is unrelated to Qwen3.5 flash-attention generation." + "reason": "GLM-4.7-Flash unit-test loading failure and Qwen3.5 flash-attention generation issues are separate model bugs." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Same as above: chat-template compilation error is unrelated to CLIPTokenizer max length." } ] }, @@ -4630,8 +4684,8 @@ "review_unit_count": 41, "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-15354-364", "nodes": [ @@ -4688,8 +4742,8 @@ "issue:38175|issue:44610", "issue:44589|issue:45042", "issue:43257|issue:43696", - "issue:39692|issue:44912", "issue:43819|issue:43927", + "issue:39692|issue:44912", "issue:43262|issue:44811", "issue:43720|issue:44610", "issue:43550|issue:44912", @@ -4710,28 +4764,28 @@ "issue:44479|issue:45381", "issue:43927|issue:44912", "issue:43540|issue:44560", - "issue:43540|issue:44479", "issue:33357|issue:34567", + "issue:43540|issue:44479", "issue:44987|issue:45538", "issue:42915|issue:43742", - "issue:43317|issue:45538", "issue:44291|issue:45042", + "issue:43317|issue:45538", "issue:43906|issue:45381" ], - "prepared_review_unit_hash": "cc6f5f98bea4fdf34eafd804d61fe03d873f30c87031b4dbf93473a6d70784e1", + "prepared_review_unit_hash": "0a415cc16abf8e9e034411ee112be17254e24e2bf8fd7c8866ff66d757e19813", "component_budget": { "node_count": 364, "item_count": 364, "soft_pair_count": 1360, - "serialized_chars": 701642, - "estimated_input_tokens": 175411, - "estimated_eval_tokens": 351078 + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37400, + "serialized_chars": 37399, "estimated_input_tokens": 9350, "estimated_eval_tokens": 18956 }, @@ -4740,210 +4794,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated issues; the only clear duplicate-style area is the Qwen video-input regression family. I\u2019d anchor the cluster on the broad v5.3.0 video regression report and only link the closest Qwen video-processing reports to it.", - "confidence": 0.7, - "canonical_issue_reason": "issue:44479 is the broadest and most central report in the only coherent subcluster here: a Transformers v5.3.0 video-input regression affecting multiple Qwen VL/MoE variants.", + "summary": "Mostly unrelated issues grouped by loose theme (tokenizers, multimodal/video, loading, quantization). I found one likely duplicate pair in the Qwen video-input regression area; the rest are too model- or symptom-specific to merge confidently. No PRs are present.", + "confidence": 0.73, + "canonical_issue_reason": "issue:44479 is the broadest and most central bug report in the only clearly overlapping area here: a v5.3.0 video-input regression affecting multiple Qwen VL/MoE models.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 best represents the shared underlying problem space because it describes a versioned regression with multiple affected model families and the same video-input code path.", + "best_issue_reason": "issue:44479 best represents the duplicate-worthy subset because it spans multiple affected models and the shared video-input regression pattern.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "Different models and failures: SIGLIP2 zero probabilities vs OmDet-Turbo image-size mismatch." + "reason": "Different models and failures: SigLIP2 zero-probabilities vs OmDet-Turbo processor/model input-size mismatch." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Unrelated backend issues: storage-object/float8 error vs unnecessary torchvision requirement in PIL image processors." + "reason": "Unrelated backend/type error versus PIL image-processor dependency regression." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "Different problems: Qwen3 MoE weight conversion under accelerate/deepspeed vs GPT-oss CUDA OOM." + "reason": "Different problems: Qwen3 MoE weight conversion under accelerate/deepspeed vs GPT-oss OOM." }, { - "left": "issue:39692", - "right": "issue:44912", + "left": "issue:43819", + "right": "issue:43927", "accept": false, - "reason": "Docs/example mistakes for SigLIP2 are not the same bug as MXFP4 loading falling back to bf16." + "reason": "DAC forward/from_latents mismatch is unrelated to DiaConfig save/load token-ID loss." }, { - "left": "issue:43819", - "right": "issue:43927", + "left": "issue:39692", + "right": "issue:44912", "accept": false, - "reason": "DAC latent conversion mismatch and DiaConfig save/load token-ID loss are separate model/config bugs." + "reason": "Docs/example errors for SigLIP2 are not the same bug as MXFP4 loading fallback on git-oss-20b." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Both are audio-related, but one is chat-template sampling-rate defaulting and the other is Whisper batch_decode token skipping." + "reason": "Both are audio-related, but one is chat-template sample-rate handling and the other is batch_decode special-token behavior." }, { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "Packed-weight unloading during accelerate loading is unrelated to the OmDet-Turbo processor size mismatch." + "reason": "Different code paths: packed-weight loading for BitNet vs processor output size mismatch for OmDet-Turbo." }, { "left": "issue:43550", "right": "issue:44912", "accept": false, - "reason": "torch.compile/SDPA on Bamba is a different code path from MXFP4 quantization loading." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to MXFP4 loading fallback in git-oss-20b." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "Importing GenerationMixin from transformers.generation is not the same as the Jupyter/custom-model init regression." + "reason": "ImportError for GenerationMixin is not the same bug as custom model initialization breaking in Jupyter." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but they affect different models and different failure modes." + "reason": "Both are tokenizer regressions, but they affect different models and distinct tokenizer code paths." }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "One is FSDP RAM-efficient loading, the other is Apple Silicon mmap/OOM behavior; related theme, not same bug." + "reason": "FSDP CPU RAM efficient loading and Strix Halo mmap/OOM are different loading issues." }, { "left": "issue:43329", "right": "issue:44479", - "accept": true, - "reason": "Both concern Qwen video-input handling in the same multimodal code path; one exposes the video-branch bug, the other reports the broader v5.3.0 regression." - }, - { - "left": "issue:43257", - "right": "issue:43931", "accept": false, - "reason": "Different loading problems: MoE weight conversion under distributed loading vs Qwen3-VL shape mismatch." + "reason": "Both mention video branches, but one is undefined helper names in token counting while the other is a broader video-input regression; not clearly the same concrete bug." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior is unrelated to PIL image processors requiring torchvision." + "reason": "Qwen3-MoE sliding_window behavior is unrelated to PIL/torchvision backend requirements." }, { "left": "issue:36010", "right": "issue:36331", "accept": false, - "reason": "ImportError for GenerationMixin and compute_loss signature mismatch are separate API breakages." + "reason": "GenerationMixin import failure and custom trainer compute_loss signature mismatch are separate API breakages." }, { "left": "issue:43329", "right": "issue:43450", "accept": false, - "reason": "Undefined video-token helper names and batched video processor output shape are different defects." + "reason": "Undefined video-token helper names is not the same as batched video processor shape output." }, { "left": "issue:43257", "right": "issue:43756", "accept": false, - "reason": "Qwen3 MoE weight conversion and Smollm3 RoPE-layer count are unrelated model-specific issues." + "reason": "Qwen3 MoE loading/conversion problem is unrelated to Smollm3 RoPE-layer configuration." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "BLIP2 dtype propagation and SwitchTransformers/TimmWrapper bfloat16 mismatches are not the same bug." + "reason": "BLIP2 dtype initialization issue does not match SwitchTransformers/TimmWrapperModel bfloat16 dtype mismatches." }, { "left": "issue:43697", "right": "issue:45357", "accept": false, - "reason": "RTDetrV2 output divergence and Qwen3.5 save_pretrained key regression are unrelated." + "reason": "RTDetrV2 output differences in v5 are unrelated to Qwen3.5 visual-encoder key saving regression." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "gguf_file loader breakage and Apple Silicon caching_allocator_warmup TypeError are separate issues." + "reason": "Tokenizer/model gguf loading breakage is unrelated to AppleSilicon caching_allocator_warmup TypeError." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "Missing TensorFlow in torch-only install and Python 3.14 load failure do not share the same root cause." + "reason": "Missing TensorFlow backend in torch install and Python 3.14 import failure are different packaging/runtime issues." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "Qwen3 auto device-map cuda assert and Qwen3OmniMoe video ValueError are different failure paths." + "reason": "Auto device-mapping CUDA assert on A800 is not the same as video-input processing errors in Qwen3OmniMoe." }, { "left": "issue:44479", "right": "issue:45381", "accept": true, - "reason": "Both are the same Qwen2.5-VL video-input regression class in v5.3.0, with 45381 specifically calling out wrong vision_position_ids." + "reason": "Both describe the same Qwen video-input regression in transformers 5.3.0, with 45381 sounding like a more specific symptom of the broader bug in 44479." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "DiaConfig token-ID persistence and MXFP4 loading fallback are unrelated." + "reason": "Custom token IDs lost on save/load is unrelated to MXFP4 quantization fallback." }, { "left": "issue:43540", "right": "issue:44560", "accept": false, - "reason": "Different Qwen video bugs: one is a ValueError in Qwen3OmniMoe video processing, the other is a StopIteration regression in Qwen3-VL embedding." - }, - { - "left": "issue:43540", - "right": "issue:44479", - "accept": false, - "reason": "Both involve Qwen video input, but the reported failures and model families are different enough to avoid merging." + "reason": "Different affected models and symptoms: Qwen3OmniMoe video ValueError vs Qwen3-VL-embedding StopIteration." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "MacOS bus error with CLIP and TrainerState token counting are unrelated." + "reason": "MacOS CLIP bus error and TrainerState token counter not updating are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both involve video, but one is a Qwen3OmniMoe ValueError and the other is a cross-model v5.3.0 regression; not enough to treat as the same bug." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "Loading physical-intelligence/fast and CLIPTokenizer max-length handling are separate problems." + "reason": "Loading failure for physical-intelligence/fast is unrelated to CLIPTokenizer model_max_length behavior." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "Qwen3MoE FP8 config failure and MobileLLM key error do not share a concrete code path." + "reason": "Qwen3Moe FP8 loading failure and MobileLLM key error are separate model-loading bugs." }, { - "left": "issue:43317", - "right": "issue:45538", + "left": "issue:44291", + "right": "issue:45042", "accept": false, - "reason": "Dequantized model loading with device_map=auto is unrelated to CLIPTokenizer max_length." + "reason": "init_empty_weights/_is_hf_initialized argument error is unrelated to PIL backend torchvision requirements." }, { - "left": "issue:44291", - "right": "issue:45042", + "left": "issue:43317", + "right": "issue:45538", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized and PIL image processor torchvision dependency are unrelated." + "reason": "GPU+CPU offload dequantized loading failure is unrelated to CLIPTokenizer max-length behavior." }, { "left": "issue:43906", "right": "issue:45381", "accept": false, - "reason": "A reproduction of another issue is not the same as the Qwen2.5-VL video-position regression unless the underlying bug is shown to match, which isn\u2019t evident here." + "reason": "An isolated reproduction of another issue does not match the Qwen2.5-VL video position-id regression specifically." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: most pairs are indeed unrelated, and the two accepted Qwen video-input links are the only ones that plausibly share a root cause. The soft-edge rejections stay conservative and do not overstate equivalence." + "feedback": "The summary is grounded in the packet, and the duplicate judgment is conservative. The only accepted soft-edge pair (44479/45381) is plausibly the same Qwen video-input regression, while the rest are appropriately separated by model, symptom, or code path. No unsupported PR claims were made." }, "evaluator_used": true, "retried": false, @@ -4959,8 +5007,8 @@ "review_unit_count": 41, "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-15354-364", "nodes": [ @@ -5027,8 +5075,8 @@ "issue:43646|issue:43749", "issue:43493|issue:43994", "issue:43643|issue:45375", - "issue:43756|issue:45325", "issue:28282|issue:29127", + "issue:43756|issue:45325", "issue:43742|issue:44291", "issue:36010|issue:42175", "issue:44484|issue:44704", @@ -5039,27 +5087,27 @@ "issue:44062|issue:45081", "issue:43688|issue:43749", "issue:44514|issue:45290", - "issue:43643|issue:44561", "issue:43452|issue:43577", + "issue:43643|issue:44561", "issue:44514|issue:45381", "issue:43742|issue:44589", "issue:43697|issue:45216", "issue:45042|issue:45081" ], - "prepared_review_unit_hash": "5c3027d17cb4ca17045ff57f6e82d29720a89d5b6ebf9693b341f155b3813b39", + "prepared_review_unit_hash": "00b380b72988e65112ab1a1ad6dcf3ebae820ed33a970f16d839f0d258c7e93a", "component_budget": { "node_count": 364, "item_count": 364, "soft_pair_count": 1360, - "serialized_chars": 701642, - "estimated_input_tokens": 175411, - "estimated_eval_tokens": 351078 + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37197, + "serialized_chars": 37198, "estimated_input_tokens": 9300, "estimated_eval_tokens": 18856 }, @@ -5068,198 +5116,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are isolated Transformer bugs/regressions around different models, loaders, and training paths rather than duplicates of one underlying issue. I would not merge any of the soft pairs as duplicates.", - "confidence": 0.94, - "canonical_issue_reason": "If one issue must anchor the cluster, issue 43646 is the broadest and clearest regression report (`Transformers 5.0.0 breaks custom model initialization`). It is still only a weak canonical because the rest of the set spans unrelated model-loading, tokenizer, training, and processor bugs.", + "summary": "This cluster is heterogeneous; the soft pairs mostly share broad Transformers/model-loading vocabulary, not the same underlying bug. No PRs are present, and I don\u2019t see a safe single canonical issue for the whole set.", + "confidence": 0.88, + "canonical_issue_reason": "No single issue is a safe canonical representative; the cluster mixes unrelated bugs across loading, tokenizers, processors, training, and version-regression reports.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43646 is the best representative issue because it is a general version-regression report with a concrete failure mode and broader applicability than the more model-specific reports. That said, it is not a strong duplicate hub for the whole set.", + "best_issue_reason": "No issue stands out as a global anchor because none clearly subsumes the others or shares the same root cause.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error and PEFT version pinning are unrelated problems." + "reason": "DeepSpeed ZeRO3 deque underflow is unrelated to a PEFT version bump." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "FP8 config failure for Qwen3Moe is unrelated to CLIPTokenizer's extreme max_length value." + "reason": "Qwen3Moe FP8 config failure and CLIPTokenizer max_length behavior are different bugs." }, { "left": "issue:43526", "right": "issue:45479", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug and sequence-classification zero-loss bug are different code paths." + "reason": "BeitImageProcessorFast label reduction and zero-loss sequence classification are separate code paths." }, { "left": "issue:42175", "right": "issue:44488", "accept": false, - "reason": "TensorFlow backend packaging issue is not the same as a model-loading failure for `cjvt/sleng-bert`." + "reason": "Missing TensorFlow backend in a torch install is not the same as failing to load cjvt/sleng-bert." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "Missing TensorFlow backend and missing Qwen2_5_VL export are unrelated import/setup issues." + "reason": "Package/backend availability issue differs from missing Qwen2_5_VLForConditionalGeneration import." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "FP8 config handling and AutoImageProcessor URL loading are different bugs." + "reason": "FineGrainedFP8Config failure is unrelated to loading AutoImageProcessor from a URL." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "AddedToken keyword collision and tokenizer loading failure for est-roberta are separate tokenizer issues." + "reason": "AddedToken duplicate-special-arg error is a different tokenizer bug from est-roberta loading failure." }, { "left": "issue:38175", "right": "issue:44898", "accept": false, - "reason": "SigLIP2 zero probabilities and Perceiver non-default resolution failure are different model-specific inference bugs." + "reason": "SigLIP2 zero probabilities and Perceiver non-default-resolution failure are distinct model issues." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "PyTorch missing import error and Llama 3.2 Vision loading regression are unrelated." + "reason": "PyTorch-not-found import error is unrelated to the Llama 3.2 Vision loading regression." }, { "left": "issue:43582", "right": "issue:43782", "accept": false, - "reason": "AppleSilicon warmup TypeError and Qwen3VL weight_only loading error do not share the same failure mechanism." + "reason": "Apple Silicon caching_allocator_warmup TypeError is not the same as Qwen3VL weight_only load failure." }, { - "left": "issue:43646", + "left": "issue:43643", "right": "issue:43749", "accept": false, - "reason": "Custom model initialization regression and FSDP CPU RAM efficient loading breakage are different issues." + "reason": "AutoConfig trust_remote_code field loss and FSDP CPU RAM efficient loading are unrelated." }, { "left": "issue:43493", "right": "issue:43994", "accept": false, - "reason": "SigLIP2 implementation discrepancy and bad AutoModel/pipeline outputs are both about the model, but not the same concrete bug." + "reason": "SigLIP2 HF-vs-JAX discrepancy and nonsensical pipeline outputs are different problems." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Both concern missing config fields, but one is trust_remote_code object hydration and the other is a specific Qwen config field dropped by strict parsing." + "reason": "Missing AutoConfig fields and missing deepstack_visual_indexes are both config issues, but not the same bug." }, { - "left": "issue:43756", - "right": "issue:45325", + "left": "issue:28282", + "right": "issue:29127", "accept": false, - "reason": "Smollm3 RoPE layer count mismatch and Qwen2.5-VL temporal position scaling are different architecture/position encoding problems." + "reason": "PyTorch import error and LayoutLMv3 box-information error are unrelated." }, { - "left": "issue:28282", - "right": "issue:29127", + "left": "issue:43756", + "right": "issue:45325", "accept": false, - "reason": "PyTorch import error and LayoutLMv3 box-content error are unrelated error-message/validation issues." + "reason": "Smollm3 RoPE-layer drop and Qwen2.5-VL temporal position scaling are different model-specific bugs." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "MobileLLM loading key error and init_empty_weights unexpected `_is_hf_initialized` argument are different loading regressions." + "reason": "MobileLLM key error and init_empty_weights _is_hf_initialized TypeError are separate loading failures." }, { "left": "issue:36010", "right": "issue:42175", "accept": false, - "reason": "GenerationMixin import failure and TensorFlow backend packaging issue are separate import/export problems." + "reason": "GenerationMixin import breakage and TensorFlow backend packaging are unrelated." }, { "left": "issue:44484", "right": "issue:44704", "accept": false, - "reason": "max_shard_size default question and AutoProcessor kwargs propagation bug are unrelated save/load behavior issues." + "reason": "save_pretrained shard-size behavior is unrelated to AutoProcessor cached_file kwargs propagation." }, { "left": "issue:34567", "right": "issue:36331", "accept": false, - "reason": "TrainerState token counting and CustomTrainer.compute_loss signature mismatch are different training-trainer bugs." + "reason": "TrainerState token counting and custom compute_loss signature mismatch are different training bugs." }, { "left": "issue:44291", "right": "issue:44821", "accept": false, - "reason": "Unexpected init_empty_weights argument and AutoImageProcessor URL loading do not describe the same bug." + "reason": "init_empty_weights argument handling is unrelated to loading AutoImageProcessor from URL." }, { "left": "issue:44792", "right": "issue:44964", "accept": false, - "reason": "Janus test failure and Phi-4 multimodal loading failure are separate model-specific regressions." + "reason": "Janus test failure and Phi-4 multimodal loading failure are different models and failures." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "gguf_file support breakage and inability to load `cjvt/sleng-bert` are different load-path failures." + "reason": "gguf_file/pretrained loading bug is not the same as the cjvt/sleng-bert model load issue." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "Tokenizer AddedToken duplication and Mistral regex patch backend-tokenizer crash are distinct tokenizer bugs." + "reason": "AddedToken special-arg duplication and Mistral regex backend_tokenizer crash are different tokenizer paths." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Auxiliary loss normalization and FSDP CPU RAM efficient loading are unrelated training-time bugs." + "reason": "Auxiliary-loss normalization and FSDP CPU RAM efficient loading are unrelated." }, { "left": "issue:44514", "right": "issue:45290", "accept": false, - "reason": "Batched Qwen2_5_VL chat template crash and assistant tool-call crash are both chat-template issues but not the same concrete edge case." + "reason": "Batched apply_chat_template padding bug and assistant tool-call content bug are distinct chat-template failures." }, { - "left": "issue:43643", - "right": "issue:44561", + "left": "issue:43452", + "right": "issue:43577", "accept": false, - "reason": "Missing config fields under trust_remote_code and v5 removal of `is_torch_fx_available` are separate upgrade breakages." + "reason": "gguf_file/pretrained loading and BLIP2 dtype propagation are unrelated." }, { - "left": "issue:43452", - "right": "issue:43577", + "left": "issue:43643", + "right": "issue:44561", "accept": false, - "reason": "gguf loading breakage and BLIP2 dtype not propagating are different model-loading defects." + "reason": "AutoConfig field loss and removal of is_torch_fx_available affecting trust_remote_code are different regressions." }, { "left": "issue:44514", "right": "issue:45381", "accept": false, - "reason": "Both mention Qwen2.5-VL chat/video behavior, but one is chat-template batching and the other is incorrect vision position IDs." + "reason": "Chat-template batching crash and Qwen2.5-VL video vision_position_ids bug are not the same issue." }, { "left": "issue:43742", "right": "issue:44589", "accept": false, - "reason": "MobileLLM key error and missing Float8 storage are unrelated load/runtime compatibility problems." + "reason": "MobileLLM key error and Float8 storage lookup failure are separate model-loading/storage issues." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "RTDetrV2 output drift and Qwen3.5 checkpoint save corruption are different regression classes." + "reason": "RTDetrV2 output drift in v5 and Qwen3.5 save_pretrained regression are unrelated." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "PIL backend requiring torchvision and Mistral regex backend-tokenizer crash are not the same issue." + "reason": "PIL image processors requiring torchvision and Mistral regex patch crash are unrelated." } ] }, @@ -5278,8 +5326,8 @@ "review_unit_count": 41, "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-15354-364", "nodes": [ @@ -5349,8 +5397,8 @@ "issue:41720|issue:43906", "issue:43525|issue:43643", "issue:44361|issue:44442", - "issue:43577|issue:43697", "issue:38175|issue:43295", + "issue:43577|issue:43697", "issue:43653|issue:44361", "issue:44843|issue:44991", "issue:28282|issue:32090", @@ -5362,17 +5410,17 @@ "issue:44464|issue:44977", "issue:30064|issue:33666", "issue:43653|issue:43927", - "issue:43577|issue:44554", - "issue:43329|issue:45325" + "issue:43329|issue:45325", + "issue:43577|issue:44554" ], - "prepared_review_unit_hash": "3a9d58759f0771d81ff339fd4bdde70b0f7b1987bccab8a44715aed6ffb45fef", + "prepared_review_unit_hash": "45c285c43b60a2b0b7569517c5ec3d5a8b065fbd0095ed0750578a0c20d8b088", "component_budget": { "node_count": 364, "item_count": 364, "soft_pair_count": 1360, - "serialized_chars": 701642, - "estimated_input_tokens": 175411, - "estimated_eval_tokens": 351078 + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 }, "budget": { "node_count": 48, @@ -5387,198 +5435,198 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a false-positive mix of unrelated issues across tokenizers, configs, multimodal processors, training, and device/runtime regressions. The soft pairs only share broad subsystem words, not the same concrete bug/change, so all soft edges should be rejected.", + "summary": "This cluster is heterogeneous: the items span unrelated Transformers bugs across tokenizers, configs, multimodal processors, training/DeepSpeed, and version regressions. None of the soft pairs look like the same concrete underlying fix, so I would not collapse any of them as duplicates.", "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue fits this cluster; the items are heterogeneous and do not share one underlying defect.", + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "No strong best issue representative exists because the cluster is not a true duplicate set.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior and AutoImageProcessor URL loading are unrelated bugs." + "reason": "Different subsystems: Qwen3-MoE sliding-window/recurrent-state behavior vs loading AutoImageProcessor from a URL." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "num_labels propagation in Qwen3.5 is separate from granite_speech strict-config loading." + "reason": "Both are config-related, but one is Qwen3.5 num_labels propagation and the other is strict loading of granite_speech config; different bugs and code paths." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "DAC latent decoding and Whisper batch_decode special-token handling are different code paths." + "reason": "DAC latent decoding mismatch is unrelated to Whisper batch_decode ignoring skip_special_tokens." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "BitNet packed-weight loading and Perceiver interpolation failure are distinct model bugs." + "reason": "BitNet packed-weight loading and Perceiver positional interpolation are unrelated model-loading failures." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "Auxiliary-loss normalization and DeepseekV3MoE divergence are not the same defect." + "reason": "Both involve model correctness, but they target different MoE/model implementations and different failure modes." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Both involve tokens, but BigBird mask-token registration and mdeberta BOS/EOS insertion are different issues." + "reason": "Both concern special tokens, but they affect different tokenizers and different symptoms (mask token registration vs BOS/EOS insertion)." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Compiled-forward chunked generation and Qwen3_5 recurrent-state reset are separate generation bugs." + "reason": "Both touch generation, but one is compiled-forward chunked generation and the other is recurrent-state reset in Qwen3.5 modular code." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "gguf_file loading breakage and offline model_info calls in mistral regex patch are different tokenizer-loading failures." + "reason": "AutoTokenizer/AutoModel gguf_file breakage is not the same as an offline-mode regression from an unconditional model_info() call." }, { "left": "issue:44466", "right": "issue:45005", "accept": false, - "reason": "Device-dependent lm_head serialization and translation-model tied-weight problems are not clearly the same bug." + "reason": "Both mention tied weights, but one is device-dependent serialization of lm_head.weight and the other is a broader translation-model tied-weights issue." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "ZeRO-3 model loading IndexError and trainer.evaluate after train are unrelated trainer/runtime issues." + "reason": "DeepSpeed ZeRO-3 Gemma3 loading failure is unrelated to trainer.evaluate() failing after trainer.train()." }, { "left": "issue:43295", "right": "issue:45356", "accept": false, - "reason": "Processor.tokenizer regression and Kimi-K2.5 codec/tokenizer regression are separate changes." + "reason": "Both are tokenizer regressions, but they involve different models and different root causes (processor.tokenizer/images vs codec handling and regex warning)." }, { "left": "issue:24643", "right": "issue:29127", "accept": false, - "reason": "DeepSpeed weight shape RuntimeError and LayoutLMV3 box error messaging are unrelated." + "reason": "DeepSpeed training RuntimeError is unrelated to the LayoutLMv3 boxes error-message clarity issue." }, { "left": "issue:40444", "right": "issue:44811", "accept": false, - "reason": "IterableDataset multi-image finetuning failure is unrelated to Whisper batch_decode behavior." + "reason": "IterableDataset multi-image finetuning failure is unrelated to Whisper decode behavior." }, { "left": "issue:41720", "right": "issue:43906", "accept": false, - "reason": "Qwen3 auto device-mapping cudaErrorAssert and an isolated reproduction reference are not the same concrete bug." + "reason": "Qwen3 auto device mapping on A800 is not clearly the same bug as the isolated reproduction of issue #38071." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "Missing pad_token_id in Llama4Config and missing fields from trust_remote_code config loading are different config issues." + "reason": "One is a missing pad_token_id on Llama4Config; the other is missing fields from AutoConfig with trust_remote_code=True." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "MLukeTokenizer task AttributeError and FastSpeech2ConformerTokenizer loading failure are unrelated tokenizer bugs." + "reason": "Different tokenizer failures: MLukeTokenizer AttributeError vs AutoTokenizer failing to load FastSpeech2ConformerTokenizer." }, { - "left": "issue:43577", - "right": "issue:43697", + "left": "issue:38175", + "right": "issue:43295", "accept": false, - "reason": "Blip2 dtype casting and RTDetrV2 output drift in v5 are different model regressions." + "reason": "Siglip2 zero probabilities are unrelated to the processor.tokenizer regression in v4.57.5." }, { - "left": "issue:38175", - "right": "issue:43295", + "left": "issue:43577", + "right": "issue:43697", "accept": false, - "reason": "Siglip2 zero probabilities and processor.tokenizer regression are different problem classes." + "reason": "Blip2 dtype loading remains float32, while RTDetrV2 is a v5 output-change regression; different mechanisms." }, { "left": "issue:43653", - "right": "issue:43927", + "right": "issue:44361", "accept": false, - "reason": "BigBird special-token registration and DiaConfig custom token IDs are separate token-management bugs." + "reason": "BigBird special-token registration and MLukeTokenizer task-time AttributeError are unrelated." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Offline model_info misuse and EMBEDDIA/est-roberta tokenizer loading failure are not the same underlying issue." + "reason": "Offline hub-call regression is different from EMBEDDIA/est-roberta tokenizer loading failure." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "Missing PyTorch import and Trainer NoneType broadcast error are unrelated." + "reason": "Missing PyTorch import error is unrelated to Trainer's _gpu_broadcast_one NoneType error." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "PyTorch not found and MacOS bus error in CLIP are unrelated runtime failures." + "reason": "PyTorch not found and MacOS CLIP bus error are unrelated issues." }, { "left": "issue:28282", "right": "issue:35141", "accept": false, - "reason": "PyTorch import error and tied embedding reinitialization are different bugs." + "reason": "Import-time PyTorch absence is unrelated to tied-embedding reinitialization after resizing token embeddings." }, { "left": "issue:44479", "right": "issue:44936", "accept": false, - "reason": "Qwen video-input regression and trainer.evaluate after train are unrelated." + "reason": "Video-input regression in several Qwen VL models is unrelated to trainer.train()/evaluate() lifecycle failure." }, { "left": "issue:43122", "right": "issue:43906", "accept": false, - "reason": "Tokenizer output changes across versions and an isolated reproduction link do not establish the same bug." + "reason": "Tokenizer-output differences across versions are not the same as the isolated reproduction of issue #38071." }, { "left": "issue:44977", "right": "issue:45356", "accept": false, - "reason": "Qwen3.5 flash-attention generation issue and Kimi-K2.5 tokenizer regression are different failures." + "reason": "Qwen3.5 flash-attention generation failure and Kimi-K2.5 tokenizer codec/regex regression are different bugs." }, { "left": "issue:44464", "right": "issue:44977", "accept": false, - "reason": "Chunked-generation compiled-forward inconsistency and flash-attention generation failure are separate runtime issues." + "reason": "Chunked generation with compiled forward and Qwen3.5 flash-attention failure are different inference paths and root causes." }, { "left": "issue:30064", "right": "issue:33666", "accept": false, - "reason": "Void segmentation map processing and Qwen2-VL multi-GPU training are unrelated." + "reason": "Void segmentation-map processing is unrelated to Qwen2-VL multi-GPU training." }, { "left": "issue:43653", "right": "issue:43927", "accept": false, - "reason": "This pair is still not the same bug: special-token registration vs config token ID persistence." + "reason": "BigBird special-token registration is unrelated to DiaConfig losing custom token IDs on save/load." }, { - "left": "issue:43577", - "right": "issue:44554", + "left": "issue:43329", + "right": "issue:45325", "accept": false, - "reason": "BLIP2 dtype loading and MPS attention correctness on mismatched head dims are unrelated." + "reason": "Both involve multimodal/video internals, but one is an undefined helper in token counting and the other is incorrect rope-position scaling." }, { - "left": "issue:43329", - "right": "issue:45325", + "left": "issue:43577", + "right": "issue:44554", "accept": false, - "reason": "Undefined video-branch helper variables and still-image rope-index scaling are different multimodal bugs." + "reason": "Blip2 dtype propagation and an MPS attention correctness bug are unrelated code paths." } ] }, @@ -5597,8 +5645,8 @@ "review_unit_count": 41, "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-15354-364", "nodes": [ @@ -5673,238 +5721,238 @@ "issue:43540|issue:43716", "issue:33666|issue:36010", "issue:43742|issue:44821", - "issue:43606|issue:43927", "issue:43720|issue:43927", + "issue:43606|issue:43927", "issue:43525|issue:43572", "issue:43688|issue:43873", "issue:43278|issue:43844", - "issue:43257|issue:43299", "issue:43720|issue:44361", "issue:43540|issue:44977", - "issue:39692|issue:43493", + "issue:43257|issue:43299", "issue:44964|issue:45405", + "issue:39692|issue:43493", "issue:43329|issue:43606" ], - "prepared_review_unit_hash": "571b94dd7510861df4962f309e4d828f0876b3ea44551413acc84c11a8e90bd4", + "prepared_review_unit_hash": "2cc32ad50f9c4e3a78770b7769f5e41343bdc12e6c584720d1c9088bdce15d15", "component_budget": { "node_count": 364, "item_count": 364, "soft_pair_count": 1360, - "serialized_chars": 701642, - "estimated_input_tokens": 175411, - "estimated_eval_tokens": 351078 + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37256, - "estimated_input_tokens": 9314, - "estimated_eval_tokens": 18884 + "serialized_chars": 37251, + "estimated_input_tokens": 9313, + "estimated_eval_tokens": 18882 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a duplicate set; it\u2019s a broad mix of unrelated Transformers bugs across loading, dtype, multimodal, training, and config serialization paths. All soft pairs should be rejected.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue stands out because the items span distinct models and code paths rather than one underlying bug.", + "summary": "The cluster is mostly a set of distinct Transformers bugs with only loose topical overlap (often model-family or multimodal-loading related). None of the soft-edge pairs look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 43329 is the clearest, most concrete bug report in the set: it names the exact failing utility, the undefined symbols, and the affected video code path across multiple VLM processors.", "canonical_pr_reason": null, - "best_issue_reason": "No strong global representative issue: the apparent similarities are mostly broad subsystem overlap, not the same defect.", + "best_issue_reason": "Issue 43329 is the strongest standalone canonical candidate because it has a specific root cause and broad impact, making it easier to represent the cluster than the more model-specific or symptom-only reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Both are load/config failures, but they affect different models and symptoms; no shared code-path bug is evident." + "reason": "Both are model-loading/training failures, but one is a Qwen3-MoE sliding-window issue and the other is a MobileLLM key error; different code paths and symptoms." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Video-input regression vs num_labels propagation bug; unrelated behavior and fixes." + "reason": "One is a video-input regression across several VLMs; the other is missing num_labels propagation in Qwen3.5. Different bug classes." }, { "left": "issue:43550", "right": "issue:44361", "accept": false, - "reason": "torch.compile/SDPA failure is unrelated to a tokenizer AttributeError on tasks." + "reason": "Bamba torch.compile+SDPA failure is unrelated to MLukeTokenizer task attribute errors; no shared root cause." }, { "left": "issue:41720", "right": "issue:44464", "accept": false, - "reason": "CUDA assert during auto device mapping is a different bug from inconsistent chunked generation under compiled forward." + "reason": "Auto device mapping CUDA assert for Qwen3 is unrelated to chunked generation inconsistencies under compiled forward." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Legacy-field loading issue in Beit is unrelated to BitNet packed-weight unpacking during accelerate loading." + "reason": "Legacy-field model loading failure for BEiT is unrelated to BitNet packed-weight unpacking during accelerate loading." }, { "left": "issue:43012", "right": "issue:43577", "accept": false, - "reason": "Both mention dtype, but one is a compile-time warning and the other is a load-time dtype propagation bug for a different model." + "reason": "A compile-time bf16 precision warning is not the same issue as BLIP-2 dtype staying float32 after loading." }, { "left": "issue:43504", "right": "issue:43550", "accept": false, - "reason": "Different models and failure modes; no same underlying defect." + "reason": "Different models and failure modes: BEiT legacy config field vs Bamba compile/SDPA behavior." }, { "left": "issue:32090", "right": "issue:33666", "accept": false, - "reason": "Both touch multi-GPU/training, but one is a Trainer broadcast TypeError and the other is a Qwen2-VL training topic." + "reason": "Trainer GPU broadcast NoneType error is not the same as Qwen2-VL multi-GPU training support/problem." }, { "left": "issue:32090", "right": "issue:34567", "accept": false, - "reason": "Trainer broadcast NoneType error and token-count tracking bug are separate Trainer issues." + "reason": "Trainer broadcast NoneType error and num_input_tokens_seen not updating are distinct Trainer bugs." }, { "left": "issue:43262", "right": "issue:45084", "accept": false, - "reason": "Audio chat-template sampling-rate default is unrelated to compile-time non-template-node errors." + "reason": "Audio chat-template sampling-rate defaulting and template-node compilation errors are unrelated." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "Pretrained loading with a legacy field is unrelated to processor/model resolution-size mismatch." + "reason": "BEiT pretrained preset loading and OmDet-Turbo processor/model input-size mismatch are different issues." }, { "left": "issue:43278", "right": "issue:43688", "accept": false, - "reason": "Dtype drift in eval is unrelated to auxiliary-loss normalization." + "reason": "Embedding dtype drift in train/eval is unrelated to auxiliary-loss normalization in MoE models." }, { "left": "issue:44849", "right": "issue:45357", "accept": false, - "reason": "Hidden-states output bug and incorrect save_pretrained visual keys are different Qwen3.5 issues." + "reason": "Qwen3.5 output_hidden_states bug and incorrect visual encoder save_pretrained keys are different regressions." }, { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "Both are model-loading failures, but one is gguf_file-specific and the other is a different model regression." + "reason": "gguf_file loader breakage and inability to load a specific model are too broad and do not share a concrete root cause." }, { "left": "issue:45200", "right": "issue:45229", "accept": false, - "reason": "mm_token_type_ids defaulting and multi-GPU CUDA OOM are unrelated Gemma 4 problems." + "reason": "Gemma 4 mm_token_type_ids fine-tuning issue is unrelated to Gemma4 multi-GPU OOM." }, { "left": "issue:43334", "right": "issue:43572", "accept": false, - "reason": "Missing pad_token_id vs missing pad_token_idx are similar in wording, but they are different config fields on different models." + "reason": "Both involve missing config/token fields, but one is Qwen3-VL pad_token_id and the other is StableLm pad_token_idx; different models and different missing attributes." }, { "left": "issue:43756", "right": "issue:44913", "accept": false, - "reason": "RoPE-layer dropping and rotary_pct reload regression both involve configuration, but they are not the same bug." + "reason": "Smollm3 RoPE-layer count bug and GPTNeoX rotary_pct reload bug are different configuration problems." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "SigLIP2 implementation discrepancy is unrelated to a pipeline error message about supported translation tasks." + "reason": "SigLIP2 HF-vs-JAX discrepancy is not the same as a pipeline translation-task support/error-message regression." }, { "left": "issue:43540", "right": "issue:43716", "accept": false, - "reason": "Qwen3OmniMoe video-processing failure and Mistral-3 dtype mismatch are separate multimodal issues." + "reason": "Qwen3OmniMoe video-input ValueError and Mistral-3 image-preprocessor dtype mismatch are different multimodal issues." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Qwen2-VL multi-GPU training and GenerationMixin import failure have no shared code-path." + "reason": "Qwen2-VL multi-GPU training and GenerationMixin import failure are unrelated." }, { "left": "issue:43742", "right": "issue:44821", "accept": false, - "reason": "MobileLLM loading key error and AutoImageProcessor URL loading are unrelated." + "reason": "A model loading KeyError for MobileLLM is unrelated to AutoImageProcessor URL loading." }, { - "left": "issue:43606", + "left": "issue:43720", "right": "issue:43927", "accept": false, - "reason": "CPU offload device mismatch is unrelated to DiaConfig save/load token-ID loss." + "reason": "Packed-weight unpacking during accelerate loading and lost custom token IDs on save/load are different defects." }, { - "left": "issue:43720", + "left": "issue:43606", "right": "issue:43927", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading is unrelated to DiaConfig custom-token-ID persistence." + "reason": "CPU offload device mismatch for bark-small is unrelated to DiaConfig token-ID persistence." }, { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Both are missing-token-id config regressions, but they affect different fields and models; not clearly one defect." + "reason": "Llama4Config missing pad_token_id and StableLmConfig missing pad_token_idx are similar in shape but different models, fields, and fixes." }, { "left": "issue:43688", "right": "issue:43873", "accept": false, - "reason": "Aux-loss normalization and quantization/offload behavior are unrelated." + "reason": "Auxiliary-loss normalization and quantization offloading behavior are different concerns." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Eval dtype drift is unrelated to ZeRO-3 gradient inflation." - }, - { - "left": "issue:43257", - "right": "issue:43299", - "accept": false, - "reason": "Both involve Qwen3 MoE loading, but one is accelerate/deepspeed weight conversion and the other is a transformers-dev regression on Qwen3VL MoE; too different to merge." + "reason": "BF16-to-FP32 dtype drift in evaluate is unrelated to gradient explosion with HfDeepSpeedConfig + ZeRO-3." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "BitNet loading bug and MLukeTokenizer task AttributeError are unrelated." + "reason": "BitNet packed-weight loading and MLukeTokenizer task AttributeError are unrelated." }, { "left": "issue:43540", "right": "issue:44977", "accept": false, - "reason": "Video-input processing failure and flash-attention generation bug are different Qwen3-family issues." + "reason": "Video-input processing failure in Qwen3OmniMoe and flash-attention generation issues in Qwen3.5 are distinct bugs." }, { - "left": "issue:39692", - "right": "issue:43493", + "left": "issue:43257", + "right": "issue:43299", "accept": false, - "reason": "Both are SigLIP2-related, but one is a docs/example mismatch and the other is an implementation discrepancy vs JAX." + "reason": "Qwen3 MOE weight conversion with accelerate+deepspeed is different from Qwen3VL MoE loading breakage on dev transformers." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Phi-4 multimodal loading failure is unrelated to the PEFT minimum-version packaging issue." + "reason": "A multimodal model-loading failure and a dependency version bump are not duplicates." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 documentation example errors and SigLIP2 HF-vs-JAX implementation discrepancy are different problem statements." }, { "left": "issue:43329", "right": "issue:43606", "accept": false, - "reason": "Undefined video-token helper/merge-size bug is unrelated to Bark CPU-offload device mismatch." + "reason": "Undefined video-token helper symbols in multimodal token counting is unrelated to a CPU-offload device mismatch in bark-small." } ] }, @@ -5923,8 +5971,8 @@ "review_unit_count": 41, "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-15354-364", "nodes": [ @@ -5989,8 +6037,8 @@ "issue:33357|issue:33666", "issue:43824|issue:44589", "issue:39692|issue:43295", - "issue:43994|issue:44493", "issue:43504|issue:43606", + "issue:43994|issue:44493", "issue:43504|issue:43653", "issue:43927|issue:44361", "issue:43575|issue:45405", @@ -6005,196 +6053,196 @@ "issue:45084|issue:45520", "issue:43540|issue:45200" ], - "prepared_review_unit_hash": "ee560bf93c09400dc64cea186b4e338c70173e41e2d42536e016b6913be9ddae", + "prepared_review_unit_hash": "b332f3d48f39d653d098c8cd6f8aadeed19f740f8ecb06c607a5a53551ebb105", "component_budget": { "node_count": 364, "item_count": 364, "soft_pair_count": 1360, - "serialized_chars": 701642, - "estimated_input_tokens": 175411, - "estimated_eval_tokens": 351078 + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 27, - "serialized_chars": 35428, - "estimated_input_tokens": 8857, - "estimated_eval_tokens": 17970 + "serialized_chars": 35422, + "estimated_input_tokens": 8856, + "estimated_eval_tokens": 17968 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is largely heterogeneous: most items are unrelated model-specific bugs, regressions, or docs/CI issues. None of the soft pairs look like true duplicates, though a few are superficially similar by subsystem.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "All soft pairs appear to be distinct bugs or regressions despite some shared subsystems, so none should be deduplicated. The strongest single issue to keep is the open offline-regression in `AutoTokenizer.from_pretrained` because it is concrete, user-facing, and has a clear code-path target.", + "confidence": 0.82, + "canonical_issue_reason": "`issue:44843` is the most canonical issue here: it is open, specific, reproducible, and points to a concrete regression in a core loading path (`AutoTokenizer.from_pretrained` / offline mode).", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43646 is the broadest regression-style report in the set, but even it does not subsume the other problems; there is no strong single canonical issue for this cluster.", + "best_issue_reason": "`issue:44843` is also the best issue candidate overall because it is actionable and broad-impact, while the rest are either narrower, already closed, or clearly unrelated to one another.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:33666", "right": "issue:36331", "accept": false, - "reason": "Different bugs: multi-GPU training behavior vs a Trainer API signature mismatch." + "reason": "Different problems: multi-GPU training for Qwen2-VL vs a `compute_loss` signature mismatch in CustomTrainer." }, { "left": "issue:43493", "right": "issue:43844", "accept": false, - "reason": "Unrelated failures: SigLIP2 output discrepancy vs ZeRO-3 gradient growth during training." + "reason": "SigLIP2 implementation discrepancy is unrelated to the ZeRO-3 gradient blow-up report." }, { "left": "issue:44589", "right": "issue:45520", "accept": false, - "reason": "Different code paths: missing Float8 storage handling vs flash_attn import lookup on Python 3.13." + "reason": "One is a missing Float8 storage type error; the other is a `flash_attn` import key error on Python 3.13." }, { "left": "issue:44488", "right": "issue:44843", "accept": false, - "reason": "Both involve model loading/tokenizer flow, but one is a specific model load failure and the other is offline hub access in a tokenizer patch." + "reason": "Both are loading-related, but one is a specific model failing to load while the other is an offline-mode regression in tokenizer patching." }, { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "Different model-architecture issues: RoPE layer dropping vs a tied-weights warning bug." + "reason": "Smollm3 RoPE-layer dropping and Qwen3-Next tied-weights warnings are different model/config bugs." }, { "left": "issue:43646", "right": "issue:44466", "accept": false, - "reason": "Both are v5-related, but one is custom model initialization and the other is device-dependent serialization of lm_head.weight." + "reason": "Custom model initialization breakage is not the same as device-dependent `lm_head.weight` serialization inconsistency." }, { "left": "issue:43688", "right": "issue:43746", "accept": false, - "reason": "Completely different failures: auxiliary-loss normalization vs PEFT adapter checkpoint loading." + "reason": "Aux-loss normalization and GraniteSpeech PEFT checkpoint loading are unrelated code paths." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Same API surface, but different bugs: zero assistant masks in multimodal inputs vs tool-call messages with no content crashing." + "reason": "Both involve `apply_chat_template`, but one is zero assistant masks for multimodal input and the other is a crash with tool-call messages and no content." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Both are serving crashes, but one is multimodal input handling and the other is KV-cache continuation indexing." + "reason": "Both are server crashes, but they fail in different paths: continuous batching multimodal handling vs KV-cache continuation indexing." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "Different problem domains: MacOS bus error in CLIP loading vs multi-GPU training." + "reason": "A MacOS CLIP bus error is unrelated to Qwen2-VL multi-GPU training." }, { "left": "issue:43824", "right": "issue:44589", "accept": false, - "reason": "Import error for a missing model class is unrelated to the Float8 storage-object lookup failure." + "reason": "Missing Qwen2.5-VL import and missing Float8 storage are unrelated failures." }, { "left": "issue:39692", "right": "issue:43295", "accept": false, - "reason": "Docs/example failures and processor/tokenizer mismatch are not the same as the v4.57.5 processor.tokenizer regression." + "reason": "SigLIP2 documentation mistakes/quantization failure are not the same regression as the processor.tokenizer/images-to-tokenizer issue." }, { - "left": "issue:43994", - "right": "issue:44493", + "left": "issue:43504", + "right": "issue:43606", "accept": false, - "reason": "Different symptoms and likely causes: SigLIP2 nonsensical outputs vs a position-id key warning affecting many models." + "reason": "Legacy-field model loading failure is unrelated to a CPU offload device mismatch." }, { - "left": "issue:43504", - "right": "issue:43606", + "left": "issue:43994", + "right": "issue:44493", "accept": false, - "reason": "One is a legacy-field loading bug in BEiT, the other is a CPU offload device-mismatch in Bark." + "reason": "SigLIP2 nonsense outputs and unexpected position-id keys describe different bugs." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "Legacy-field loading for BEiT is unrelated to BigBirdTokenizer special-token registration." + "reason": "Loading a BEiT segmentation preset due to a legacy field is unrelated to BigBirdTokenizer special-token registration." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "Different tokenizer/config issues: saved token IDs being lost vs MLukeTokenizer AttributeError on tasks." + "reason": "DiaConfig save/load token-ID loss and MLukeTokenizer AttributeError are different tokenizer/config issues." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "OOM when loading a large model with tensor parallelism is unrelated to a PEFT version pin issue." + "reason": "Tensor-parallel OOM when loading Qwen2-57B is unrelated to the PEFT version pin problem." }, { "left": "issue:43572", "right": "issue:44291", "accept": false, - "reason": "Missing config field after update vs an init_empty_weights signature change are different regressions." + "reason": "Missing `pad_token_idx` in StableLmConfig and unexpected `_is_hf_initialized` during `init_empty_weights` are different compatibility bugs." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "Different workflows: dtype change during evaluate vs resume_from_checkpoint key mismatch." + "reason": "Embedding dtype drift and checkpoint key mismatch are separate training/evaluation issues." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "A janus image-generation test failure is unrelated to the PEFT minimum-version issue." + "reason": "A failing Janus image-generation test is not the same as a dependency version bump problem." }, { "left": "issue:43257", "right": "issue:45405", "accept": false, - "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed is unrelated to the PEFT version bump." + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed is unrelated to the unreleased PEFT version requirement." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "A real runtime device-mismatch bug is not the same as a stale GraniteSpeech CI test." + "reason": "CPU offload device mismatch in suno/bark-small is not the same as a stale GraniteSpeech CI test." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript GeneratorExp export failure and SigLIP2 zero-probabilities are unrelated bugs." + "reason": "TorchScript generator-expression support and SigLIP2 zero-probability outputs are unrelated." }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "MPS attention correctness and a PyTorch version check/import guard are different issues." + "reason": "An MPS attention correctness bug is distinct from a PyTorch version check used for AuxRequest import." }, { "left": "issue:43582", "right": "issue:44977", "accept": false, - "reason": "Apple Silicon allocator TypeError is unrelated to Qwen3.5 flash-attention generation behavior." + "reason": "Apple Silicon allocator TypeError and Qwen3.5 flash-attention generation failure are different issues." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "Compilation of non-template nodes and flash_attn import lookup are unrelated failures." + "reason": "Template-node compilation failure and `flash_attn` import key errors are unrelated." }, { "left": "issue:43540", "right": "issue:45200", "accept": false, - "reason": "Video-input processing in Qwen3OmniMoe is unrelated to mm_token_type_ids defaults for text-only fine-tuning." + "reason": "Qwen3OmniMoe video-processing ValueError is unrelated to Gemma 4 mm token type IDs defaulting behavior." } ] }, @@ -6213,8 +6261,8 @@ "review_unit_count": 41, "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-15354-364", "nodes": [ @@ -6284,217 +6332,217 @@ "issue:44466|issue:45127", "issue:40990|issue:44625", "issue:43388|issue:43526", - "issue:43844|issue:44936", "issue:44514|issue:44521", + "issue:43844|issue:44936", "issue:43575|issue:44464", "issue:37428|issue:43824", "issue:43295|issue:43450", "issue:43572|issue:44987", "issue:44442|issue:45198", - "issue:43572|issue:44589", "issue:43824|issue:43975", + "issue:43572|issue:44589", "issue:43295|issue:43873", "issue:38175|issue:45412", "issue:43278|issue:43856", "issue:43295|issue:43994", "issue:44360|issue:44561" ], - "prepared_review_unit_hash": "788281c3c88c96a744b42a5e889fd43e1014bc81949fad8c8f70e5c5aed94b04", + "prepared_review_unit_hash": "f3dd6d94c4f14dc576e971102d0047f066b31c42408d51fc3d0680028a68586b", "component_budget": { "node_count": 364, "item_count": 364, "soft_pair_count": 1360, - "serialized_chars": 701642, - "estimated_input_tokens": 175411, - "estimated_eval_tokens": 351078 + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 36892, - "estimated_input_tokens": 9223, - "estimated_eval_tokens": 18702 + "serialized_chars": 36893, + "estimated_input_tokens": 9224, + "estimated_eval_tokens": 18704 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a heterogeneous mix of unrelated issue reports across tokenizers, processors, loading, training, and dtype/memory behavior. None of the soft pairs looks like the same underlying bug/change, so there is no clear canonical item.", - "confidence": 0.91, - "canonical_issue_reason": "No single issue clearly subsumes the others; the items span distinct components and failure modes.", - "canonical_pr_reason": "No PRs are present in this cluster.", - "best_issue_reason": "No issue is a strong global representative because the cluster is not centered on one bug class or code path.", - "best_pr_reason": "No PRs are present in this cluster.", + "summary": "None of the soft pairs look like true duplicates or the same code change; most only share a broad subsystem. The strongest standalone issue here is the open multimodal chat-template bug (#44521), which is concrete and actionable.", + "confidence": 0.81, + "canonical_issue_reason": "#44521 is open, has a clear reproduction focus, and describes a concrete failure in a widely used multimodal API (`apply_chat_template`).", + "canonical_pr_reason": null, + "best_issue_reason": "#44521 is the most suitable anchor issue: specific, user-facing, currently open, and likely to attract related reports in the same area.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "Different problems: generation kwarg sync after sync_gpus vs Qwen3.5 hidden-states behavior." + "reason": "Different bugs: generation kwargs update after `sync_gpus` vs Qwen3.5 hidden-states behavior." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "Different model paths and symptoms: bfloat16 dtype mismatches vs Wav2Vec2 save/tokenization failure." + "reason": "Unrelated failures: bfloat16 dtype mismatch in inference vs save/tokenization failure for a wav2vec2 model." }, { "left": "issue:43844", "right": "issue:44964", "accept": false, - "reason": "ZeRO-3 gradient growth and a Phi-4 loading failure are unrelated bugs." + "reason": "Different code paths: ZeRO-3 gradient blow-up vs model loading failure in latest transformers." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Different tokenizer bugs: wrong offset mapping vs add_special_tokens not inserting BOS/EOS." + "reason": "Both are tokenizer issues, but one is wrong `offset_mapping` and the other is missing BOS/EOS insertion; not the same bug." }, { "left": "issue:44315", "right": "issue:44849", "accept": false, - "reason": "Liger Kernel application in Trainer setup is unrelated to a Qwen3.5 hidden-states bug." + "reason": "Liger Kernel application in `model_init` is unrelated to Qwen3.5 `output_hidden_states` behavior." }, { "left": "issue:37428", "right": "issue:43957", "accept": false, - "reason": "Importing a flash-attention helper and meta-device model loading are separate failure modes." + "reason": "ImportError for a flash-attention helper and meta-device model loading breakage are different problems." }, { "left": "issue:44554", "right": "issue:45356", "accept": false, - "reason": "MPS attention correctness and Kimi-K2.5 tokenizer codec handling are not the same bug." + "reason": "MPS attention correctness issue and tokenizer codec regression are unrelated." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Processor/tokenizer API regression vs incorrect image size emitted by a video/vision processor." + "reason": "Different regressions: processor/tokenizer access breakage vs OmDet-Turbo processor output size mismatch." }, { "left": "issue:43334", "right": "issue:43525", "accept": false, - "reason": "Both mention missing pad_token_id, but for different models/config paths and likely separate fixes." + "reason": "Same symptom (`pad_token_id` missing), but different model/config classes and likely separate fixes." }, { "left": "issue:43493", "right": "issue:43701", "accept": false, - "reason": "SigLIP2 implementation discrepancy and resume_from_checkpoint key mismatch are unrelated." + "reason": "SigLIP2 HF/JAX discrepancy is unrelated to resume-from-checkpoint key mismatch." }, { "left": "issue:45200", "right": "issue:45325", "accept": false, - "reason": "Gemma 4 mm_token_type_ids defaulting and Qwen2.5-VL temporal position scaling are different issues." + "reason": "Gemma 4 `mm_token_type_ids` handling and Qwen2.5-VL rope scaling are different bugs." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver resize failure and RT-DETR memory release are unrelated." + "reason": "Perceiver resolution handling and RT-DETR memory release are unrelated." }, { "left": "issue:43873", "right": "issue:44464", "accept": false, - "reason": "Quantization offloading behavior and compiled-forward chunked generation are different code paths." + "reason": "Quantization/offloading behavior and compiled-forward chunked generation are different issues." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Serialization of lm_head.weight is not the same as LoRA merge collapse with extended vocab." + "reason": "Serialization inconsistency for tied weights and LoRA-merge model collapse are not the same bug." }, { "left": "issue:40990", "right": "issue:44625", "accept": false, - "reason": "High perplexity on gpt-oss-20b and Qwen3.5 num_labels propagation are unrelated." + "reason": "High perplexity on gpt-oss and Qwen3.5 `num_labels` propagation are unrelated." }, { "left": "issue:43388", "right": "issue:43526", "accept": false, - "reason": "Trainer metric-gathering tuple handling differs from BeitImageProcessorFast reduce_labels behavior." + "reason": "Different trainer/processor label bugs; one drops tuple elements, the other reduces labels too aggressively." }, { - "left": "issue:43844", - "right": "issue:44936", + "left": "issue:44514", + "right": "issue:44521", "accept": false, - "reason": "ZeRO-3 gradient instability is unrelated to trainer.evaluate() failing after train()." + "reason": "Both involve `apply_chat_template`, but one is a batched padding crash and the other is all-zero assistant masks." }, { - "left": "issue:44514", - "right": "issue:44521", + "left": "issue:43844", + "right": "issue:44936", "accept": false, - "reason": "Both touch Qwen2.5-VL chat templating, but one is a batched padding=False crash and the other all-zero assistant masks; not clearly one fix." + "reason": "ZeRO-3 gradient instability and `trainer.evaluate()` failing after training are unrelated." }, { "left": "issue:43575", "right": "issue:44464", "accept": false, - "reason": "TP load OOM for Qwen2-57B is unrelated to compiled-forward chunked generation inconsistencies." + "reason": "Tensor-parallel OOM on model load is unrelated to compiled-forward chunked generation inconsistencies." }, { "left": "issue:37428", "right": "issue:43824", "accept": false, - "reason": "Different import errors for different symbols and models; no shared underlying change." + "reason": "Different ImportErrors affecting different model families and code paths." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "Processor/tokenizer regression and batched video-shape handling are distinct issues." + "reason": "Processor/tokenizer regression is unrelated to batched video processor shape handling." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "StableLmConfig pad_token_idx regression and a generic model-loading failure are not the same bug." + "reason": "Missing `pad_token_idx` and a transformers version loading failure are different issues." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "FastSpeech2ConformerTokenizer loading and Wav2Vec2 save/tokenization failure are unrelated." + "reason": "Tokenizer load failure and save/tokenization failure are separate bugs in different models." }, { - "left": "issue:38175", - "right": "issue:45412", + "left": "issue:43824", + "right": "issue:43975", "accept": false, - "reason": "SigLIP2 zero-probability outputs and RT-DETR memory cleanup are unrelated." + "reason": "Import failure for a class vs incorrect detokenization are not the same underlying problem." }, { - "left": "issue:43278", - "right": "issue:43856", + "left": "issue:43572", + "right": "issue:44589", "accept": false, - "reason": "Embedding dtype drift between train/eval is not the same as Qwen3 MoE memory inefficiency." + "reason": "Missing config field and Float8 storage lookup error are unrelated." }, { - "left": "issue:43572", - "right": "issue:44589", + "left": "issue:43295", + "right": "issue:43873", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig and Float8 storage lookup failure are different regressions." + "reason": "Processor regression and quantization offloading behavior do not describe the same bug." }, { - "left": "issue:43824", - "right": "issue:43975", + "left": "issue:38175", + "right": "issue:45412", "accept": false, - "reason": "Importing Qwen2.5-VL classes and DeepSeek-Coder detokenization are unrelated." + "reason": "SigLIP2 zero-probability issue is unrelated to RT-DETR memory reclamation." }, { - "left": "issue:43295", - "right": "issue:43873", + "left": "issue:43278", + "right": "issue:43856", "accept": false, - "reason": "Processor/tokenizer regression and quantization offloading behavior are different subsystems." + "reason": "Embedding dtype mismatch during evaluation and Qwen3 MoE memory inefficiency are different problems." }, { "left": "issue:43295", @@ -6506,7 +6554,7 @@ "left": "issue:44360", "right": "issue:44561", "accept": false, - "reason": "The DSA indexer ReLU discussion and removal of is_torch_fx_available breaking trust_remote_code models are unrelated." + "reason": "DSA ReLU discussion and removal of `is_torch_fx_available` affecting remote code are unrelated." } ] }, @@ -6525,8 +6573,8 @@ "review_unit_count": 41, "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-15354-364", "nodes": [ @@ -6581,8 +6629,8 @@ ], "soft_pairs": [ "issue:44849|issue:45003", - "issue:43827|issue:43901", "issue:38175|issue:43493", + "issue:43827|issue:43901", "issue:43653|issue:44112", "issue:42915|issue:43824", "issue:43450|issue:43493", @@ -6606,246 +6654,246 @@ "issue:43335|issue:43550", "issue:43819|issue:44493", "issue:39692|issue:43526", - "issue:44855|issue:45083", "issue:43450|issue:43526", + "issue:44855|issue:45083", "issue:37428|issue:44351", "issue:45200|issue:45381", - "issue:43404|issue:45200", "issue:39692|issue:44493", + "issue:43404|issue:45200", "issue:43335|issue:43653" ], - "prepared_review_unit_hash": "3a02c0a826efc7240621ce8e20845cec08d60545a5cc7061a1e5c5413abe69c3", + "prepared_review_unit_hash": "22cc6a136bde560f840e2604829e7954f2b7123f90bbb7127afe62cecebacf24", "component_budget": { "node_count": 364, "item_count": 364, "soft_pair_count": 1360, - "serialized_chars": 701642, - "estimated_input_tokens": 175411, - "estimated_eval_tokens": 351078 + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37640, - "estimated_input_tokens": 9410, - "estimated_eval_tokens": 19076 + "serialized_chars": 37646, + "estimated_input_tokens": 9412, + "estimated_eval_tokens": 19080 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous and should not be collapsed as one cluster. The only clear duplicate is the Qwen3.5 MoE from_pretrained regression pair (issue:45310 and issue:45478); the rest span unrelated bugs, docs issues, and model-specific failures.", - "confidence": 0.94, - "canonical_issue_reason": "issue:45478 is the best canonical candidate for the only real duplicate pair: it reports the same Qwen3.5 MoE from_pretrained failure as issue:45310, with matching title/symptom and the later report likely being the duplicate.", + "summary": "This cluster is mostly a heterogeneous mix of unrelated Transformers bug reports; there is one clear exact duplicate pair about the Qwen3.5 MoE from_pretrained error. Most soft matches are only superficial subsystem similarity and should stay separate.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45310 is the cleaner canonical issue because issue:45478 is an exact duplicate with the same title and same Qwen3.5 MoE from_pretrained failure.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45478 is the strongest issue representative in this set because it matches the concrete failure mode most directly; however, the broader collection is not a single deduplicable bug cluster.", + "best_issue_reason": "issue:45310 is the best representative issue in the only true duplicate pair; it is specific, well-scoped, and has a matching later duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44849", "right": "issue:45003", "accept": false, - "reason": "Different problems: Qwen3.5 hidden-state output bug vs unsafe sys.modules access in modeling_utils." + "reason": "Different bugs: Qwen3.5 hidden-states behavior vs unsafe sys.modules access." }, { - "left": "issue:43827", - "right": "issue:43901", + "left": "issue:38175", + "right": "issue:43493", "accept": false, - "reason": "Both are docs-related, but they concern different pipeline/deprecation topics and different sections." + "reason": "Same model family, but different symptoms and likely different root causes; not enough to merge." }, { - "left": "issue:38175", - "right": "issue:43493", + "left": "issue:43827", + "right": "issue:43901", "accept": false, - "reason": "Both mention SigLIP2, but one is unexpected zero probabilities and the other is a broader HF vs JAX implementation discrepancy." + "reason": "Both mention pipeline docs, but one is about v5 removals and the other about return_all_scores behavior." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "Unrelated CI failures: BigBirdTokenizer special-token decode issue vs stale device override test in GraniteSpeech." + "reason": "Unrelated CI failures: BigBirdTokenizer decode issue vs GraniteSpeech device override test." }, { "left": "issue:42915", "right": "issue:43824", "accept": false, - "reason": "Different failures: FineGrainedFP8Config for Qwen3Moe vs missing Qwen2_5_VL import." + "reason": "Different models and different failure modes: FP8 config error vs import error." }, { "left": "issue:43450", "right": "issue:43493", "accept": false, - "reason": "Different subsystems: batched video processor shape bug vs SigLIP2 implementation mismatch." + "reason": "Video processor shape bug vs SigLIP2 implementation discrepancy; not the same bug." }, { "left": "issue:44568", "right": "issue:44991", "accept": false, - "reason": "Both tokenizer-related, but one is missing BOS/EOS addition and the other is tokenizer loading for a specific repo." + "reason": "Tokenizer special-token behavior issue vs tokenizer loading failure for a specific repo." }, { "left": "issue:45127", "right": "issue:45245", "accept": false, - "reason": "Unrelated issues: LoRA merge collapse with extended vocabulary vs category cardinality runtime error." + "reason": "LoRA merge collapse and category-count runtime limit are unrelated." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Different chat-template/video bugs: tool-call assistant content crash vs qwen2.5-vl video vision_position_ids mismatch." + "reason": "Chat-template tool-call crash vs Qwen2.5-VL video position-id bug." }, { "left": "issue:43819", "right": "issue:45083", "accept": false, - "reason": "Different DAC/qwen3_omni_moe bugs with no shared concrete code path." + "reason": "Different helper paths and different failures; no concrete overlap." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Unrelated: video processor batch shape bug vs tensor-parallel OOM when loading Qwen2-57B-A14B-Instruct." + "reason": "Video processor shape bug vs tensor-parallel OOM are unrelated." }, { "left": "issue:44462", "right": "issue:44561", "accept": false, - "reason": "Different regressions: tokenizer.json ignored vs removal of is_torch_fx_available breaking trust_remote_code models." + "reason": "Tokenizer.json loading bug vs removal of is_torch_fx_available; different code paths." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "Both tokenizer/model compatibility issues in v5, but they affect different components and failure modes." + "reason": "Both are v5 regressions, but they concern different tokenization/model-loading behaviors." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "Different model/loss paths: OmDet-Turbo processor input sizing vs LwDetrImageLoss AMP crash." + "reason": "Processor input-size mismatch vs LwDetr AMP crash; different subsystems." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "No common bug: DAC latent mismatch vs GraniteSpeech CI device override failure." + "reason": "DAC latent mismatch vs stale CI device override test are unrelated." }, { "left": "issue:43262", "right": "issue:43450", "accept": false, - "reason": "Audio chat-template sampling-rate default issue vs video processor batch-shape bug." + "reason": "Audio chat-template sampling-rate bug vs video batched-shape bug." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Unrelated: Pegasus output change across versions vs qwen3_5 modular recurrent-state reset bug." + "reason": "Pegasus v4/v5 output change vs Qwen3.5 recurrent-state reset are unrelated." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "Device-mismatch CI bug from CPU offload vs qwen3_omni_moe helper output-length behavior." + "reason": "CPU offload device mismatch vs qwen3_omni_moe feature-length helper behavior." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Different failures: embedding dtype drift in eval vs pipeline() error message/deprecation behavior." + "reason": "Dtype change in evaluation vs pipeline error-message wording." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Both are old training/attention issues, but the symptoms and code paths differ completely." + "reason": "Flash Attention 2 test failures and Trainer _gpu_broadcast_one NoneType error are unrelated." }, { "left": "issue:45310", "right": "issue:45478", "accept": true, - "reason": "Same concrete bug: both report the Qwen3.5 MoE from_pretrained error on transformers>=5.4.0, with matching symptom and scope." + "reason": "Exact duplicate: same title, same Qwen3.5 MoE from_pretrained error, same underlying bug." }, { "left": "issue:43611", "right": "issue:43931", "accept": false, - "reason": "Different loading regressions: base_model_prefix breakage vs weight-shape mismatch for Qwen3-VL-30B-A3B-Instruct." + "reason": "Base model prefix loading regression vs Qwen3-VL weight-shape mismatch." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "Both are import/version compatibility issues, but they concern different missing symbols and different release breakages." + "reason": "Different import/version problems: flash attention utility import vs Torch 2.10 compatibility." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "Different model/config bug classes: sparse layer construction vs torch.compile SDPA failure." + "reason": "SwitchTransformers sparse-layer config bug vs Bamba torch.compile/SDPA failure." }, { "left": "issue:43819", "right": "issue:44493", "accept": false, - "reason": "Unrelated issues: DAC latent/forward mismatch vs unexpected position-id key warnings across models." + "reason": "Different bugs: DAC latent conversion vs position-id anomalies across models." }, { "left": "issue:39692", "right": "issue:43526", "accept": false, - "reason": "Different processor bugs: SigLIP2 docs/model mismatch vs BeitImageProcessorFast label reduction returning only one label." + "reason": "SigLIP2 docs example errors vs BeitImageProcessorFast label reduction bug." }, { - "left": "issue:44855", - "right": "issue:45083", + "left": "issue:43450", + "right": "issue:43526", "accept": false, - "reason": "Python 3.13 import parsing problem in DebertaV2Model vs qwen3_omni_moe feature-extraction helper behavior." + "reason": "Video processor batch-shape issue vs label-reduction bug; no shared code-path." }, { - "left": "issue:43450", - "right": "issue:43526", + "left": "issue:44855", + "right": "issue:45083", "accept": false, - "reason": "Different processor issues with no shared underlying code path." + "reason": "Python 3.13 IndentationError in DebertaV2Model vs qwen3_omni_moe helper behavior." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different missing names and different modules." + "reason": "Different missing symbols causing different import errors." }, { "left": "issue:45200", "right": "issue:45381", "accept": false, - "reason": "Different Gemma 4 text-finetuning token-type handling vs qwen2.5-vl video position-id bug." + "reason": "Gemma 4 text-only fine-tuning token IDs vs Qwen2.5-VL video vision_position_ids." }, { - "left": "issue:43404", - "right": "issue:45200", + "left": "issue:39692", + "right": "issue:44493", "accept": false, - "reason": "Different model classes and failures: tied lm_head in Mistral3 vs Gemma 4 mm_token_type_ids defaults." + "reason": "SigLIP2 docs/quantization issues vs position-id regressions; not the same bug." }, { - "left": "issue:39692", - "right": "issue:44493", + "left": "issue:43404", + "right": "issue:45200", "accept": false, - "reason": "Distinct issues: SigLIP2 example/model mismatch vs generic position-id warnings." + "reason": "Mistral3 weight-tying issue vs Gemma 4 mm_token_type_ids defaulting issue." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "Different bugs: sparse layer creation in SwitchTransformers vs BigBirdTokenizer special-token decode issue." + "reason": "SwitchTransformers sparse-layer config bug vs BigBirdTokenizer special-token registration." } ] }, "evaluator_result": { "accept": true, - "feedback": "Grounded and conservative. The only accepted duplicate pair is well-supported by identical Qwen3.5 MoE from_pretrained symptoms in issue:45310 and issue:45478, and the other soft-edge rejections stay on the safe side by distinguishing different model/component failure modes." + "feedback": "The duplicate-pair call is well grounded: issue:45310 and issue:45478 have the same title and clearly describe the same Qwen3.5 MoE from_pretrained failure. The rest of the pair verdicts stay conservative and do not overclaim duplicate status from superficial similarity alone." }, "evaluator_used": true, "retried": false, @@ -6861,8 +6909,8 @@ "review_unit_count": 41, "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-15354-364", "nodes": [ @@ -6916,27 +6964,27 @@ "issue:45520" ], "soft_pairs": [ - "issue:44977|issue:45229", "issue:29127|issue:32090", + "issue:44977|issue:45229", "issue:44448|issue:44779", "issue:38175|issue:44493", "issue:44292|issue:45520", "issue:43335|issue:43504", - "issue:43335|issue:45083", "issue:43550|issue:44112", + "issue:43335|issue:45083", "issue:43335|issue:45072", "issue:44568|issue:45491", "issue:43720|issue:44112", - "issue:40444|issue:43526", "issue:44448|issue:44977", + "issue:40444|issue:43526", "issue:43723|issue:44554", "issue:43335|issue:44112", "issue:34689|issue:35141", "issue:44857|issue:45072", "issue:43606|issue:44857", "issue:45372|issue:45406", - "issue:43066|issue:44462", "issue:43873|issue:44493", + "issue:43066|issue:44462", "issue:43873|issue:45229", "issue:43278|issue:43329", "issue:43701|issue:45083", @@ -6949,23 +6997,23 @@ "issue:44451|issue:45520", "issue:45372|issue:45459", "issue:44448|issue:44466", - "issue:43065|issue:43994", - "issue:43065|issue:45412" + "issue:43065|issue:45412", + "issue:43065|issue:43994" ], - "prepared_review_unit_hash": "ae007732c4b90060721950d68784da7ee2e627f9dde439f8f486bae921c83b5a", + "prepared_review_unit_hash": "74ce5f7cfbb12487c06b0137928f505c6b7c41ac7e61423a2b1d6fef7262b6ed", "component_budget": { "node_count": 364, "item_count": 364, "soft_pair_count": 1360, - "serialized_chars": 701642, - "estimated_input_tokens": 175411, - "estimated_eval_tokens": 351078 + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 38314, + "serialized_chars": 38315, "estimated_input_tokens": 9579, "estimated_eval_tokens": 19414 }, @@ -6974,222 +7022,222 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The soft pairs are mostly broad semantic neighbors, not true duplicates: they cover unrelated model families, tokenizer regressions, device/offload bugs, and CI/test failures. I found no pair that clearly shares the same underlying bug or change.", - "confidence": 0.84, - "canonical_issue_reason": "No strong duplicate anchor exists because the cluster is heterogeneous; if a representative must be chosen, issue 45229 is the most detailed and active, but it is not a good dedupe hub for the rest.", + "summary": "No soft pair looks like the same underlying bug/change; the set is a collection of unrelated Transformers issues across tokenizers, vision models, attention backends, loading, and CI. The clearest canonical issue is the tied-weights serialization regression.", + "confidence": 0.9, + "canonical_issue_reason": "issue:44466 is the most concrete, well-scoped regression report here: it has a clear v4 vs v5 behavior split, an explicit symptom (`lm_head.weight` serialization), and a narrow code path.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45229 is the best representative only in the sense that it is active and well-described; it is not semantically close enough to the others to serve as a true canonical duplicate.", + "best_issue_reason": "issue:44466 is the strongest representative issue for triage: specific, reproducible, version-bounded, and directly tied to a likely single fix.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44977", - "right": "issue:45229", + "left": "issue:29127", + "right": "issue:32090", "accept": false, - "reason": "Different models and failure modes: Qwen3.5 flash-attention generation vs Gemma4 multi-GPU OOM." + "reason": "Different failures and code paths: LayoutLMv3 box-content error messaging vs Trainer `_gpu_broadcast_one` NoneType broadcast." }, { - "left": "issue:29127", - "right": "issue:32090", + "left": "issue:44977", + "right": "issue:45229", "accept": false, - "reason": "Different code paths: LayoutLMv3 box validation messaging vs Trainer GPU broadcast NoneType error." + "reason": "Both mention model inference problems, but one is a flash-attention generation bug and the other is a multi-GPU OOM on Gemma4." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Both are v5 behavior regressions, but they affect different tokenization/generation flows and different models." + "reason": "Different models and symptoms: Pegasus output mismatch vs DeepSeek tokenizer regression." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "Different symptoms: zero probabilities in SigLIP2 vs unexpected position-id key serialization/deserialization issue." + "reason": "SIGLIP2 zero-probability issue is unrelated to the position-id unexpected key regression." }, { "left": "issue:44292", "right": "issue:45520", "accept": false, - "reason": "Different root causes: NVFP4 model runtime error vs Python 3.13 flash_attn import-key error." + "reason": "Both touch runtime/attention setup, but one is an NVFP4 model error and the other is a Python 3.13 flash_attn import KeyError." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "Different subsystems and bugs: SwitchTransformers sparse-layer config vs BEiT pretrained-load legacy field." + "reason": "SwitchTransformers sparse-layer construction bug is unrelated to BEiT legacy-field loading failure." }, { - "left": "issue:43335", - "right": "issue:45083", + "left": "issue:43550", + "right": "issue:44112", "accept": false, - "reason": "Different models and logic: SwitchTransformers config bug vs qwen3_omni_moe feature-length helper bug." + "reason": "Different subsystems: Bamba torch.compile+SDPA failure vs GraniteSpeech CI device-override test flake." }, { - "left": "issue:43550", - "right": "issue:44112", + "left": "issue:43335", + "right": "issue:45083", "accept": false, - "reason": "Unrelated: Bamba SDPA/torch.compile failure vs GraniteSpeech stale CI test." + "reason": "SwitchTransformers config bug and qwen3_omni_moe helper-length issue are unrelated." }, { "left": "issue:43335", "right": "issue:45072", "accept": false, - "reason": "Different issue types: SwitchTransformers layer construction vs dtype mismatch in inference wrappers." + "reason": "Different problems: sparse-layer config creation vs dtype mismatches in bfloat16 inference." }, { "left": "issue:44568", "right": "issue:45491", "accept": false, - "reason": "Different regressions: tokenizer special-token handling vs Gemma3 NaN embeddings from sliding-window attention." + "reason": "Tokenizer special-token handling is unrelated to Gemma3 NaN embeddings under mixed-length sliding-window attention." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "Different code paths: packed-weight unpacking during accelerate loading vs GraniteSpeech CI device-override test." + "reason": "Packed-weight loading bug is unrelated to the GraniteSpeech CI test issue." }, { - "left": "issue:40444", - "right": "issue:43526", + "left": "issue:44448", + "right": "issue:44977", "accept": false, - "reason": "Different processors and failures: Qwen2.5-VL iterable dataset multi-image finetuning vs BEiT Fast label reduction bug." + "reason": "Pegasus v4/v5 output drift is not the same bug as Qwen3.5 flash-attention generation failure." }, { - "left": "issue:44448", - "right": "issue:44977", + "left": "issue:40444", + "right": "issue:43526", "accept": false, - "reason": "Different models and symptoms: Pegasus v4/v5 output difference vs Qwen3.5 flash-attention generation failure." + "reason": "Different modalities and APIs: Qwen2.5-VL iterable dataset handling vs BEiT label reduction in the fast image processor." }, { "left": "issue:43723", "right": "issue:44554", "accept": false, - "reason": "Tokenizer loading regression vs MPS attention correctness issue; no shared bug path." + "reason": "Tokenizer loading in v5 is unrelated to the MPS attention value/query head-dim correctness issue." }, { "left": "issue:43335", "right": "issue:44112", "accept": false, - "reason": "Different subsystems: SwitchTransformers config construction vs GraniteSpeech CI test flake." + "reason": "SwitchTransformers config regression and GraniteSpeech CI device override are distinct." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Both involve loading/init behavior, but one is Llama 3.2 Vision model loading and the other is embedding reinitialization after resize." + "reason": "Llama 3.2 Vision loading breakage is unrelated to the post-init output-embedding reinitialization bug." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "Different failures: CUDA AMP crash in LwDetrImageLoss vs bfloat16 dtype mismatch in model wrappers." + "reason": "AMP/CUDA crash in LwDetrImageLoss is different from bfloat16 dtype mismatches in inference." }, { "left": "issue:43606", "right": "issue:44857", "accept": false, - "reason": "Different runtime problems: CPU offload device mismatch vs float16 AMP CUDA crash." + "reason": "CPU offload device mismatch and float16 AMP crash are different runtime bugs." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "Both touch Gemma4, but one is a dependency import error and the other is a missing processor attribute at serve time." + "reason": "Gemma4 processor import dependency issue is not the same as transformers serve missing `_tokenizer` attribute." }, { - "left": "issue:43066", - "right": "issue:44462", + "left": "issue:43873", + "right": "issue:44493", "accept": false, - "reason": "Tokenizer-related, but one is decoder-type selection in v5 and the other is AutoTokenizer ignoring repository tokenizer.json." + "reason": "Quantized offloading behavior is unrelated to the unexpected position-id key issue." }, { - "left": "issue:43873", - "right": "issue:44493", + "left": "issue:43066", + "right": "issue:44462", "accept": false, - "reason": "Unrelated: quantization/offload behavior vs unexpected position-id key warnings." + "reason": "Wrong tokenizer decoder type and ignoring `tokenizer.json` are both tokenizer-related but distinct failure modes and fixes." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Different failure modes: offloading with quantization vs Gemma4 multi-GPU OOM." + "reason": "Quantization/offloading mismatch is not the same bug as Gemma4 multi-GPU OOM." }, { "left": "issue:43278", "right": "issue:43329", "accept": false, - "reason": "Different model internals: embedding dtype drift vs undefined video-token helper variables." + "reason": "Embedding dtype drift during eval is unrelated to multimodal token counting in the video branch." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "Resume checkpoint key mismatch is unrelated to qwen3_omni_moe token-length helper behavior." + "reason": "Checkpoint key mismatch and qwen3_omni_moe feature-length helper behavior are unrelated." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Flash Attention 2 test failures are not the same bug as embedding reinitialization after resize." + "reason": "Flash Attention 2 test failures are not the same issue as embedding reinitialization after resizing." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "Different code paths and symptoms: Bamba compile/SDPA vs qwen3_omni_moe helper bug." + "reason": "Bamba SDPA/compile failure is unrelated to qwen3_omni_moe length helper behavior." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "Different runtime failures: Qwen3 auto-device cudaErrorAssert vs Gemma4 multi-GPU OOM." + "reason": "CUDA assert on Qwen3 device mapping is a different bug from Gemma4 multi-GPU OOM." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Different environments and bugs: Trainer broadcast NoneType vs MacOS bus error on community CLIP." + "reason": "Trainer `_gpu_broadcast_one` NoneType error and MacOS bus error on community CLIP are unrelated." }, { "left": "issue:43976", "right": "issue:45440", "accept": false, - "reason": "Python version compatibility issue is unrelated to DeepSeekV3MoE implementation divergence." + "reason": "Python-version compatibility issue is unrelated to DeepseekV3MoE divergence from remote implementation." }, { "left": "issue:37428", "right": "issue:44987", "accept": false, - "reason": "Import error for flash-attention utility is not the same as loading a specific model repo on transformers>=5.1.0." + "reason": "Flash-attention import name breakage is different from loading `physical-intelligence/fast` on transformers>=5.1.0." }, { "left": "issue:44451", "right": "issue:45520", "accept": false, - "reason": "Different cause: model loading failure for ScandiBERT vs flash_attn import lookup error on Python 3.13." + "reason": "ScandiBERT loading failure is unrelated to the Python 3.13 `flash_attn` KeyError." }, { "left": "issue:45372", "right": "issue:45459", "accept": false, - "reason": "Gemma4 processor import failure and tokenizer error-masking via protobuf handling are different bugs." + "reason": "Gemma4 processor dependency import failure is unrelated to tokenizer error masking when protobuf is absent." }, { "left": "issue:44448", "right": "issue:44466", "accept": false, - "reason": "Both concern v5 behavior changes, but one is generation output drift and the other is lm_head.weight serialization inconsistency." + "reason": "Pegasus output differences and `lm_head.weight` serialization inconsistency are separate regressions." }, { "left": "issue:43065", - "right": "issue:43994", + "right": "issue:45412", "accept": false, - "reason": "Different model issues: dummy Conv2d in Sam3PixelDecoder vs nonsensical SigLIP2 outputs." + "reason": "Dummy Conv2d in Sam3PixelDecoder and RT-DETR memory not released are unrelated issues." }, { "left": "issue:43065", - "right": "issue:45412", + "right": "issue:43994", "accept": false, - "reason": "Different symptoms and code paths: dummy module in Sam3PixelDecoder vs RT-DETR memory not being released." + "reason": "Sam3PixelDecoder placeholder layer and SIGLIP2 nonsensical outputs are different bugs." } ] }, @@ -7208,8 +7256,8 @@ "review_unit_count": 41, "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-15354-364", "nodes": [ @@ -7268,10 +7316,10 @@ "issue:43278|issue:43381", "issue:43653|issue:44743", "issue:44265|issue:45198", - "issue:43257|issue:43278", "issue:44361|issue:45198", - "issue:43421|issue:45491", + "issue:43257|issue:43278", "issue:43994|issue:45412", + "issue:43421|issue:45491", "issue:44871|issue:44977", "issue:42915|issue:42994", "issue:44206|issue:44479", @@ -7295,220 +7343,220 @@ "issue:29942|issue:36010", "issue:29127|issue:33357" ], - "prepared_review_unit_hash": "6451945188bb0565265422141523e9ddb811e28861da1368e54c722df9856782", + "prepared_review_unit_hash": "6a15b86951584d181a323ab5003e3c8577ef593ee58b7f3645eb336a5808c708", "component_budget": { "node_count": 364, "item_count": 364, "soft_pair_count": 1360, - "serialized_chars": 701642, - "estimated_input_tokens": 175411, - "estimated_eval_tokens": 351078 + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37021, - "estimated_input_tokens": 9256, - "estimated_eval_tokens": 18768 + "serialized_chars": 37017, + "estimated_input_tokens": 9255, + "estimated_eval_tokens": 18766 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: it mixes unrelated bugs across tokenizers, processors, training, quantization, model loading, and inference. None of the soft pairs look like the same underlying issue or change, so there is no clean canonical duplicate target.", - "confidence": 0.97, - "canonical_issue_reason": null, - "canonical_pr_reason": null, - "best_issue_reason": null, + "summary": "This cluster is heterogeneous: the soft-similar pairs share broad themes (tokenizers, eval-mode bugs, model loading, CI regressions) but not the same concrete failure or code path. I would not merge any of the proposed soft edges.", + "confidence": 0.19, + "canonical_issue_reason": "There is no strong canonical issue here; the items span unrelated bugs across pipelines, tokenizers, vision processors, trainer/runtime, and model-loading paths.", + "canonical_pr_reason": "No PRs are present in the cluster.", + "best_issue_reason": "issue:45198 is the cleanest standalone bug report in the set, with a concrete model-specific failure and actionable scope, but it does not serve as a duplicate hub for the rest.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Different failure modes: pipeline output shape change vs Trainer broadcast TypeError." + "reason": "Pipeline top_k output-shape change and Trainer _gpu_broadcast_one NoneType crash are unrelated subsystems and failure modes." }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "Both are tokenizer-related, but they affect different models and different bugs (LayoutLMv2 NER/padding crash vs Wav2Vec2 save/tokenization failure)." + "reason": "Both are tokenizer-related, but LayoutLMv2 NER/padding crashes and Wav2Vec2 save_pretrained/tokenization failures are different bugs." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "One is a dtype mismatch between train/eval, the other is checkpointing disallowed in eval mode; not the same code path." + "reason": "Eval-mode dtype drift and gradient-checkpointing-in-eval are distinct issues with different triggers and code paths." }, { "left": "issue:43653", "right": "issue:44743", "accept": false, - "reason": "Tokenizer special-token registration vs Qwen3.5 recurrent-state reset in cached generation are unrelated." + "reason": "BigBird special-token decode behavior and Qwen3-MoE recurrent-state reset are unrelated tokenizer vs model-cache problems." }, { "left": "issue:44265", "right": "issue:45198", "accept": false, - "reason": "torch.export failure from torch_compilable_check is unrelated to Wav2Vec2 save_pretrained/tokenization errors." - }, - { - "left": "issue:43257", - "right": "issue:43278", - "accept": false, - "reason": "Qwen3 MoE weight conversion/loading with accelerate+deepspeed is unrelated to BF16-to-FP32 evaluation dtype drift." + "reason": "torch.export with torch_compilable_check and Wav2Vec2 save/tokenization failures are different features and failure points." }, { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "Different tokenizer/model failures with no shared concrete bug." + "reason": "MLukeTokenizer task AttributeError and Wav2Vec2 save_pretrained/tokenization failure are separate tokenizer bugs." }, { - "left": "issue:43421", - "right": "issue:45491", + "left": "issue:43257", + "right": "issue:43278", "accept": false, - "reason": "Runtime post-processor updates for special tokens are unrelated to Gemma3 NaN embeddings in mixed-length batching." + "reason": "Qwen3 MoE weight conversion/loading and embedding dtype mismatch during eval are unrelated training/inference issues." }, { "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 incorrect outputs and RT-DETR memory release are distinct issues in different subsystems." + "reason": "SigLIP2 nonsensical outputs and RT-DETR memory not being released describe different model families and bug classes." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token/post-processor update behavior is not the same as Gemma3 NaN embeddings from sliding-window attention." }, { "left": "issue:44871", "right": "issue:44977", "accept": false, - "reason": "Gemma-3 eos_token_id inconsistency is not the same as Qwen3.5 flash-attention generation failure." + "reason": "Gemma eos_token_id config mismatch and Qwen3.5 flash-attention generation issues are different model/config problems." }, { "left": "issue:42915", "right": "issue:42994", "accept": false, - "reason": "Both mention quantization, but one is FP8 config failure and the other is quantized model saving; different problems." + "reason": "FineGrainedFP8Config failure in Qwen3Moe and quantized model saving failure are both quantization-adjacent but not the same bug." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Audio feature extractor center-arg crash is unrelated to Qwen VL video-input regression." + "reason": "Unsupported center arg in LasrFeatureExtractor and Qwen2.5/Qwen3 video-input regression are distinct regressions." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Smollm3 RoPE layer mismatch and DeepseekV3MoE divergence are different model-specific implementation bugs." + "reason": "Smollm3 RoPE-layer mismatch and DeepseekV3MoE divergence concern different architectures and implementation gaps." }, { "left": "issue:43504", "right": "issue:44857", "accept": false, - "reason": "Beit pretrained-load legacy field issue is unrelated to LwDetrImageLoss AMP/CUDA crash." + "reason": "Beit pretrained loading legacy-field issue and LwDetrImageLoss AMP/CUDA crash are unrelated vision bugs." }, { "left": "issue:44610", "right": "issue:45412", "accept": false, - "reason": "Processor image-size mismatch and RT-DETR memory leak are unrelated." + "reason": "OmDet-Turbo processor output-size mismatch and RT-DETR memory leak are not the same code-path problem." }, { "left": "issue:29942", "right": "issue:30064", "accept": false, - "reason": "Failing Flash Attention 2 tests and void segmentation map processing are separate regressions." + "reason": "Flash Attention 2 test failures and void segmentation-map processing failures are separate CI vs preprocessing issues." }, { "left": "issue:33357", "right": "issue:39692", "accept": false, - "reason": "MacOS CLIP bus error and SigLIP2 docs example errors are different model and reproduction contexts." + "reason": "MacOS bus error for a CLIP model and SigLIP2 docs errors/quantization failure are different model and documentation issues." }, { "left": "issue:45103", "right": "issue:45372", "accept": false, - "reason": "auto_docstring annotation handling and ReasoningEffort import failure are unrelated." + "reason": "auto_docstring annotations crash and Gemma4 processor import failure are unrelated tooling vs dependency problems." }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "Trainer NoneType broadcast error and deepspeed Adafactor OOM are different training failures." + "reason": "Trainer NoneType broadcast error and DeepSpeed Adafactor OOM are different runtime failures." }, { "left": "issue:29127", "right": "issue:34567", "accept": false, - "reason": "LayoutLMv3 error-message clarity and TrainerState token counting bug do not share a concrete code path." + "reason": "LayoutLMv3 error-message clarity and TrainerState num_input_tokens_seen not updating are different trainer/model concerns." }, { "left": "issue:45072", "right": "issue:45229", "accept": false, - "reason": "bf16 dtype mismatch in inference and Gemma4 multi-GPU OOM are unrelated." + "reason": "dtype mismatch in bfloat16 inference and Gemma4 31B multi-GPU OOM are not duplicates." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "A specific import error for Qwen2.5-VL is not the same as a general dependency issue." + "reason": "Qwen2.5-VL import failure and generic transformers dependency issue are too broad and not the same underlying bug." }, { "left": "issue:43381", "right": "issue:43701", "accept": false, - "reason": "Eval-mode checkpointing restriction and resume_from_checkpoint key mismatch are different checkpoint-related bugs." + "reason": "Gradient checkpointing blocked in eval mode and resume_from_checkpoint key mismatch are unrelated checkpoint/eval behaviors." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "BigBird special-token decode issue and AutoTokenizer loading FastSpeech2Conformer are unrelated tokenizer bugs." + "reason": "BigBirdTokenizer special-token registration and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are different tokenizer bugs." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "BeitImageProcessorFast label reduction and LayoutLMv2Tokenizer NER/padding crash affect different preprocessing paths." + "reason": "BeitImageProcessorFast reduce_labels bug and LayoutLMv2Tokenizer NER/padding crash affect different components and inputs." }, { "left": "issue:44464", "right": "issue:45491", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency is unrelated to Gemma3 NaN embeddings." + "reason": "Chunked generation with compiled forward and Gemma3 NaN embeddings from sliding-window attention are distinct generation vs attention bugs." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Qwen3-VL pad_token_id import failure and Qwen3-MoE sliding_window behavior are separate model issues." + "reason": "Qwen3-VL pad_token_id attribute error and Qwen3-MoE sliding_window issue are different model/config regressions." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Audio chat-template sample-rate default and LasrFeatureExtractor center-arg crash are different bugs." + "reason": "Audio chat-template sample-rate defaulting and unsupported center arg in a feature extractor are unrelated audio preprocessing issues." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Qwen3.5 flash-attention generation failure is unrelated to the categories-cardinality runtime error." + "reason": "Qwen3.5 flash-attention generation bug and category-count overflow are clearly different failure classes." }, { "left": "issue:29942", "right": "issue:36010", "accept": false, - "reason": "Flash Attention 2 test failures and GenerationMixin import breakage are unrelated." + "reason": "Flash Attention 2 test failures and GenerationMixin import breakage are unrelated CI/test vs import API issues." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 err_handle messaging and CLIP MacOS bus error are unrelated issues." + "reason": "LayoutLMv3 error messaging and CLIP MacOS bus error do not share a concrete code path." } ] }, @@ -7527,8 +7575,8 @@ "review_unit_count": 41, "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-15354-364", "nodes": [ @@ -7584,8 +7632,8 @@ "soft_pairs": [ "issue:29127|issue:35141", "issue:43761|issue:44079", - "issue:42915|issue:43931", "issue:44442|issue:45072", + "issue:42915|issue:43931", "issue:43232|issue:43388", "issue:43526|issue:44857", "issue:43526|issue:44610", @@ -7597,37 +7645,37 @@ "issue:43931|issue:45216", "issue:43646|issue:44077", "issue:43761|issue:44188", - "issue:44964|issue:45440", "issue:43994|issue:44206", "issue:43575|issue:44387", - "issue:43316|issue:43525", + "issue:44964|issue:45440", "issue:29942|issue:33666", + "issue:43316|issue:43525", "issue:39692|issue:45491", "issue:44442|issue:44898", - "issue:43673|issue:44743", "issue:33290|issue:34567", + "issue:43673|issue:44743", "issue:34689|issue:43611", - "issue:43493|issue:43827", "issue:43381|issue:43873", + "issue:43493|issue:43827", "issue:33290|issue:35141", "issue:44077|issue:44479", "issue:33290|issue:34689", "issue:43720|issue:44442" ], - "prepared_review_unit_hash": "6d16e79fa3443f3c5b234b9c1cc168d09fcab5ff17c18feed051694db1558af7", + "prepared_review_unit_hash": "288d650d08c6fd12b3cd01fe7f3dd6a7631c4a034908489f19c5b93b3bd51fb6", "component_budget": { "node_count": 364, "item_count": 364, "soft_pair_count": 1360, - "serialized_chars": 701642, - "estimated_input_tokens": 175411, - "estimated_eval_tokens": 351078 + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 37033, + "serialized_chars": 37034, "estimated_input_tokens": 9259, "estimated_eval_tokens": 18774 }, @@ -7636,198 +7684,192 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No clear duplicate cluster here: the items span unrelated issues across model loading, training, generation, quantization, docs, and processor behavior. All soft pairs should be rejected.", - "confidence": 0.94, - "canonical_issue_reason": "No single canonical issue is supported by the titles/descriptions; the set is heterogeneous and does not center on one underlying bug.", + "summary": "The items are a heterogeneous mix of unrelated Transformers bugs/regressions across loading, generation, quantization, processors, and docs. None of the proposed soft pairs look like the same underlying defect, so I would not merge any of them as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue stands out; the cluster is too heterogeneous for one issue to represent the others well.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the strongest representative only by activity/ref count and broad impact, but it is not semantically a true canonical for this cluster.", + "best_issue_reason": "No strong global best issue: the set spans unrelated bug classes, so any single issue would be a poor umbrella representative.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "Different problems: LayoutLMv3 box-info error handling vs token embedding reinit after resize." + "reason": "Different problems: error-message clarity for LayoutLMv3 boxes vs token-embedding reinit in post_init." }, { "left": "issue:43761", "right": "issue:44079", "accept": false, - "reason": "Different code paths: CLIPVisionModel hidden_states regression vs ModelOutput key assignment bug." + "reason": "One is CLIPVisionModel not returning hidden_states; the other is ModelOutput key assignment when a prior key was None." }, { - "left": "issue:42915", - "right": "issue:43931", + "left": "issue:44442", + "right": "issue:45072", "accept": false, - "reason": "Both are loading-related, but one is FineGrainedFP8 with Qwen3Moe and the other is a shape-mismatch on Qwen3-VL; not the same bug." + "reason": "Tokenizer loading failure vs dtype mismatch in bfloat16 inference; unrelated code paths." }, { - "left": "issue:44442", - "right": "issue:45072", + "left": "issue:42915", + "right": "issue:43931", "accept": false, - "reason": "Tokenizer loading failure vs bfloat16 dtype mismatch in CI; unrelated failures." + "reason": "FineGrainedFP8Config failure on Qwen3Moe vs shape-mismatch loading for Qwen3-VL-30B." }, { "left": "issue:43232", "right": "issue:43388", "accept": false, - "reason": "Generation kwargs update after sync_gpus is unrelated to gather_for_metrics label truncation." + "reason": "Generation kwargs/sync_gpus issue vs gather_for_metrics dropping tuple labels in the last batch." }, { "left": "issue:43526", "right": "issue:44857", "accept": false, - "reason": "BEiT image processor label reduction bug vs LwDetrImageLoss AMP crash; different components and symptoms." + "reason": "BeitImageProcessorFast label reduction bug vs LwDetrImageLoss AMP/CUDA crash." }, { "left": "issue:43526", "right": "issue:44610", "accept": false, - "reason": "ImageProcessor label handling vs OmDet-Turbo processor size mismatch; not the same issue." + "reason": "Label reduction returning one label vs OmDet-Turbo processor/model resolution mismatch." }, { "left": "issue:44479", "right": "issue:45290", "accept": false, - "reason": "Video input regression for Qwen VL models vs chat template crash on tool-call assistant messages." + "reason": "Video-input regression in Qwen VL variants vs chat-template crash on tool-call assistant messages." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Qwen3.5 recurrent state reset bug vs Whisper batch_decode skip_special_tokens handling." + "reason": "Cache/recurrent-state reset bug vs Whisper processor batch_decode skip_special_tokens handling." }, { "left": "issue:43723", "right": "issue:45479", "accept": false, - "reason": "Tokenizer loading issue vs sequence-classification zero-loss bug; unrelated." + "reason": "AutoTokenizer loading regression in v5 vs zero-loss classification bug for num_labels=1." }, { "left": "issue:45003", "right": "issue:45440", "accept": false, - "reason": "Unsafe sys.modules access in modeling_utils vs DeepseekV3MoE implementation divergence; different layers and failures." + "reason": "Unsafe sys.modules access in modeling_utils vs DeepseekV3MoE implementation divergence." }, { "left": "issue:43575", "right": "issue:43701", "accept": false, - "reason": "Tensor-parallel OOM when loading Qwen2-57B vs resume_from_checkpoint key mismatch; not the same underlying bug." + "reason": "TP loading OOM for a large Qwen model vs resume_from_checkpoint key mismatch." }, { "left": "issue:43931", "right": "issue:45216", "accept": false, - "reason": "Model load shape mismatch vs save_pretrained checkpoint regression; different directions of failure." + "reason": "Model weight-shape mismatch loading Qwen3-VL vs incorrect saved checkpoint in Qwen3.5 save_pretrained." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "Custom model initialization breakage vs patchtsmixer post_init API constraint; too different." + "reason": "Custom model initialization breakage vs patchtsmixer post_init API constraint." }, { "left": "issue:43761", "right": "issue:44188", "accept": false, - "reason": "CLIPVisionModel hidden_states regression vs attention-kernel divergence under torch.compile; unrelated." - }, - { - "left": "issue:44964", - "right": "issue:45440", - "accept": false, - "reason": "Phi-4 multimodal loading error vs DeepSeekV3MoE implementation mismatch; different models and problems." + "reason": "Hidden-states omission in CLIPVisionModel vs attention-kernel divergence caused by torch.compile branching." }, { "left": "issue:43994", "right": "issue:44206", "accept": false, - "reason": "SigLIP2 nonsensical outputs vs LasrFeatureExtractor unsupported center arg; different regressions." + "reason": "SigLIP2 nonsensical outputs vs unsupported center arg crash in LasrFeatureExtractor." }, { "left": "issue:43575", "right": "issue:44387", "accept": false, - "reason": "Qwen2 TP loading OOM vs increased reserved memory under int4 quantization; both memory-related but not the same concrete bug." + "reason": "Model-specific TP OOM vs broader int4 quantization reserved-memory regression." }, { - "left": "issue:43316", - "right": "issue:43525", + "left": "issue:44964", + "right": "issue:45440", "accept": false, - "reason": "Gemma3TextConfig API discrepancy vs Llama4Config missing pad_token_id; distinct API surface issues." + "reason": "Phi-4 multimodal loading failure vs DeepSeek remote/native implementation divergence." }, { "left": "issue:29942", "right": "issue:33666", "accept": false, - "reason": "Flash Attention 2 test failures vs Qwen2-VL multi-GPU training; separate concerns." + "reason": "Flash Attention 2 test failures vs Qwen2-VL multi-GPU training request." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy vs Llama4Config missing pad_token_id." }, { "left": "issue:39692", "right": "issue:45491", "accept": false, - "reason": "SigLIP2 docs example errors vs Gemma3 NaN embeddings on mixed-length batches; docs vs runtime model bug." + "reason": "SigLIP2 docs example errors vs Gemma3 mixed-length GPU NaN embeddings." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "FastSpeech2ConformerTokenizer loading failure vs Perceiver non-default resolution failure; unrelated model families." + "reason": "Tokenizer loading failure vs Perceiver non-default-resolution failure." }, { - "left": "issue:43673", - "right": "issue:44743", + "left": "issue:33290", + "right": "issue:34567", "accept": false, - "reason": "GenerationMixin cache missing in chunked_prefill vs recurrent state reset in modular_qwen3_5.py; different generation bugs." + "reason": "Adafactor/deepspeed OOM vs TrainerState num_input_tokens_seen not updating." }, { - "left": "issue:33290", - "right": "issue:34567", + "left": "issue:43673", + "right": "issue:44743", "accept": false, - "reason": "AdaFactor/deepspeed OOM vs TrainerState token counter not updating; not the same issue." + "reason": "Missing GenerationMixin cache in v5 chunked_prefill vs recurrent states resetting with cache." }, { "left": "issue:34689", "right": "issue:43611", "accept": false, - "reason": "Llama 3.2 Vision loading breakage vs base_model_prefix loading breakage in v5.0.0; both loading-related but different failure mechanisms." + "reason": "Llama 3.2 Vision loading regression vs base_model_prefix-related model loading break in v5." }, { - "left": "issue:43493", - "right": "issue:43827", + "left": "issue:43381", + "right": "issue:43873", "accept": false, - "reason": "SigLIP2 HF/JAX divergence vs docs still referencing removed pipeline(); different categories." + "reason": "Gradient checkpointing blocked in eval mode vs quantization offloading not working as expected." }, { - "left": "issue:43381", - "right": "issue:43873", + "left": "issue:43493", + "right": "issue:43827", "accept": false, - "reason": "Gradient checkpointing eval-mode restriction vs quantization/offloading behavior; unrelated." + "reason": "SigLIP2 HF-vs-JAX implementation mismatch vs docs still referencing removed pipeline()." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "AdaFactor/deepspeed OOM vs embedding reinitialization after resize; different bugs." + "reason": "OOM with Adafactor in deepspeed vs output embedding reinitialized after resizing token embeddings." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "patchtsmixer post_init policy vs Qwen VL video-input regression; unrelated." - }, - { - "left": "issue:33290", - "right": "issue:34689", - "accept": false, - "reason": "AdaFactor OOM vs Llama 3.2 Vision loading regression; different symptoms and code paths." + "reason": "Optional post_init policy for patchtsmixer vs video-input regression for Qwen VL variants." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "Accelerate loading/unpacking packed weights in BitNet vs tokenizer loading failure; unrelated." + "reason": "BitNet packed-weight loading failure in accelerate vs FastSpeech2ConformerTokenizer loading failure." } ] }, @@ -7846,8 +7888,8 @@ "review_unit_count": 41, "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-15354-364", "nodes": [ @@ -7911,8 +7953,8 @@ "issue:33290|issue:36331", "issue:44855|issue:45137", "issue:34689|issue:36010", - "issue:43316|issue:44877", "issue:43540|issue:44514", + "issue:43316|issue:44877", "issue:44162|issue:44792", "issue:43388|issue:43688", "issue:42175|issue:43316", @@ -7927,20 +7969,20 @@ "issue:43761|issue:44479", "issue:44077|issue:44534" ], - "prepared_review_unit_hash": "d6ac68ca46ff1185ac2d81b4753d875ff5fc85eb03244cdcc061d98a84563e6d", + "prepared_review_unit_hash": "b32a38b4f6dd8d6378d8b620f50fb05531abef9b816f957194331f96ed17b631", "component_budget": { "node_count": 364, "item_count": 364, "soft_pair_count": 1360, - "serialized_chars": 701642, - "estimated_input_tokens": 175411, - "estimated_eval_tokens": 351078 + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 25, - "serialized_chars": 35181, + "serialized_chars": 35183, "estimated_input_tokens": 8796, "estimated_eval_tokens": 17848 }, @@ -7949,162 +7991,162 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These soft pairs are mostly near-miss topic similarities, but they do not look like the same underlying bug or change. The cluster is heterogeneous across unrelated import, config, pipeline, model-loading, and training issues.", + "summary": "This cluster is a noisy collection of unrelated Transformers issues across imports, configs, training, multimodal processors, and docs/regressions. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", "confidence": 0.97, - "canonical_issue_reason": "No single issue clearly subsumes the others; the items describe distinct failures across different models, APIs, and subsystems.", + "canonical_issue_reason": "The set is heterogeneous; there is no single underlying bug or duplicate family to use as a canonical issue.", "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick a representative, issue 34689 is a clear regression report with a concrete model/version and reproducible loading failure, but it still does not match the rest of the set.", + "best_issue_reason": "No issue is globally suitable as a duplicate hub because the items span different subsystems, failure modes, and model families.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41628", "right": "issue:45372", "accept": false, - "reason": "Both are import/loading failures, but one is about AutoImageProcessor exports and the other about mistral_common ReasoningEffort missing during Gemma 4 processor loading." + "reason": "Both are import errors, but they involve different missing symbols, different components, and different failure causes." }, { "left": "issue:43749", "right": "issue:43931", "accept": false, - "reason": "Both concern loading, but one is broken FSDP CPU RAM efficient loading while the other is a Qwen3-VL shape-mismatch model load error." + "reason": "One is about FSDP CPU RAM efficient loading; the other is a Qwen3-VL weight-shape loading mismatch. Different bugs." }, { "left": "issue:43643", "right": "issue:44913", "accept": false, - "reason": "Both involve config behavior on reload, but they are different bugs in different configs: trust_remote_code missing fields vs GPTNeoX rotary_pct reverting." + "reason": "Both concern config behavior, but one is missing fields with trust_remote_code and the other is rotary_pct not persisting on reload." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization/offloading behavior and Gemma eos_token_id inconsistency are unrelated bugs." + "reason": "Quantization/offloading behavior and Gemma-3 eos_token_id inconsistency are unrelated issues." }, { "left": "issue:39692", "right": "issue:44206", "accept": false, - "reason": "One is a SigLIP2 documentation example with multiple errors; the other is a feature extractor API regression passing an unsupported center arg." + "reason": "Both mention docs/examples, but they describe different model-specific errors and different code paths." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "A local dataset loading failure in a training script is not the same as an unrecognized model/config.json model_type error." + "reason": "A local dataset loading problem is not the same as an unrecognized model/config.json model_type error." }, { "left": "issue:43381", "right": "issue:43856", "accept": false, - "reason": "Gradient checkpointing in eval mode and Qwen3 MoE memory inefficiency are different training-time issues." + "reason": "Gradient checkpointing in eval mode and Qwen3 MoE memory inefficiency are different training/runtime problems." }, { "left": "issue:33290", "right": "issue:36331", "accept": false, - "reason": "OOM with Adafactor in DeepSpeed is unrelated to a CustomTrainer compute_loss signature mismatch." + "reason": "An optimizer OOM in DeepSpeed and a custom trainer signature mismatch are unrelated bugs." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 Deberta import parsing error and DeepSpeed ZeRO3 deque underflow are different failure modes." + "reason": "Python 3.13 import parsing failure and DeepSpeed ZeRO3 deque underflow are different failure modes." }, { "left": "issue:34689", "right": "issue:36010", "accept": false, - "reason": "A Llama 3.2 Vision loading regression is not the same as missing GenerationMixin import from transformers.generation." + "reason": "A model-loading regression for Llama 3.2 vision is not the same as a GenerationMixin import error." }, { - "left": "issue:43316", - "right": "issue:44877", + "left": "issue:43540", + "right": "issue:44514", "accept": false, - "reason": "Gemma3TextConfig API mismatch and strict config blocking granite_speech loading are different configuration issues." + "reason": "Both involve Qwen multimodal input handling, but the failing code paths and symptoms differ (video processing vs batched chat template padding)." }, { - "left": "issue:43540", - "right": "issue:44514", + "left": "issue:43316", + "right": "issue:44877", "accept": false, - "reason": "Qwen3OmniMoe video processing ValueError and batched Qwen2_5_VL apply_chat_template crash are distinct processor bugs." + "reason": "Both are config-related, but one is an API inconsistency in Gemma3TextConfig and the other is strict loading for granite_speech." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 breaking scientific workflows and a janus test failure are unrelated." + "reason": "ESM2 breakage and a janus test failure are unrelated model-specific issues." }, { "left": "issue:43388", "right": "issue:43688", "accept": false, - "reason": "A metrics-gathering last-batch label truncation bug is not the same as auxiliary loss normalization in OLMoE/GPT Oss." + "reason": "A last-batch metric gathering bug is not the same as auxiliary loss normalization in MoE models." }, { "left": "issue:42175", "right": "issue:43316", "accept": false, - "reason": "Missing tensorflow in a torch extra install and a Gemma3TextConfig API discrepancy are unrelated." + "reason": "Backend packaging/install issues are unrelated to Gemma3TextConfig API discrepancies." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Weight tying in Mistral3ForConditionalGeneration and FlashAttention failure in Ministral-3 are different concrete code-path problems." + "reason": "Weight tying in Mistral3 and FlashAttention failures in Ministral-3 are different concrete bugs." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "Model_max_length questions for DeBERTa-V3 and a transformers.onnx import error have no shared underlying bug." + "reason": "Model max length behavior for DeBERTa-V3 is unrelated to a missing transformers.onnx module import." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline top_k output nesting and missing PyTorch for AutoModel are unrelated." + "reason": "Pipeline top_k output nesting and missing PyTorch for AutoModel are entirely different issues." }, { "left": "issue:43065", "right": "issue:44617", "accept": false, - "reason": "A dummy Conv2d in Sam3PixelDecoder and Sam3Video CUDA OOM are not the same bug." + "reason": "A dummy Conv2d implementation in Sam3PixelDecoder is not the same as Sam3Video CUDA OOM." }, { "left": "issue:43316", "right": "issue:43716", "accept": false, - "reason": "Gemma3TextConfig API differences and Mistral-3 image preprocessor dtype mismatch are different issues." + "reason": "Gemma3TextConfig API mismatch and Mistral-3 image preprocessor dtype mismatch are different bugs." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Video-classification selecting image processors and Sam3VisionEncoderOutput missing fpn_position_embeddings are unrelated." + "reason": "Video-classification processor lookup and missing fpn_position_embeddings in Sam3Video are unrelated." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "A processor.tokenizer regression is not the same as an incorrect v5 translation error message." + "reason": "Processor/tokenizer regression and a pipeline error-message wording bug are different code-path issues." }, { "left": "issue:45127", "right": "issue:45200", "accept": false, - "reason": "LoRA merge collapse with tied embeddings and Gemma 4 mm_token_type_ids defaults are different Gemma-related problems." + "reason": "LoRA merge collapse with extended vocab and mm_token_type_ids defaults for Gemma 4 are unrelated problems." }, { "left": "issue:43761", "right": "issue:44479", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and Qwen video input regression are distinct model-specific bugs." + "reason": "CLIPVisionModel hidden_states regression and Qwen video input regression are different model families and failure paths." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "patchtsmixer post_init policy and non-persistent buffer junk in v5 are unrelated framework issues." + "reason": "PatchTSMixer post_init allowance and non-persistent buffer junk filling are unrelated v5 behavior changes." } ] }, @@ -8180,8 +8222,8 @@ "soft_pairs": [ "issue:43550|issue:43701", "issue:43606|issue:43701", - "issue:44734|issue:45406", "issue:43295|issue:44871", + "issue:44734|issue:45406", "issue:43452|issue:44496", "issue:43646|issue:44913", "issue:43906|issue:45290", @@ -8193,209 +8235,209 @@ "issue:43575|issue:43873", "issue:44792|issue:44977", "issue:44479|issue:44734", - "issue:44464|issue:44871", "issue:32090|issue:35141", + "issue:44464|issue:44871", "issue:43525|issue:43531", "issue:44933|issue:45362", - "issue:43827|issue:43994", "issue:43065|issue:44610", + "issue:43827|issue:43994", "issue:44534|issue:44913", "issue:41720|issue:45245", "issue:44938|issue:45542", - "issue:43650|issue:44220", "issue:44190|issue:44964", - "issue:43388|issue:43582" + "issue:43388|issue:43582", + "issue:43650|issue:44220" ], - "prepared_review_unit_hash": "b57499e3d822e5cc5b15b445aae946abf9de088e793c0c62d9f2f49ee89640ce", + "prepared_review_unit_hash": "82c10297158f9c2c9aab27273d670dd9546443aec4a0e49c81a0a771e44c61fd", "component_budget": { "node_count": 364, "item_count": 364, "soft_pair_count": 1360, - "serialized_chars": 701642, - "estimated_input_tokens": 175411, - "estimated_eval_tokens": 351078 + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35606, - "estimated_input_tokens": 8902, - "estimated_eval_tokens": 18060 + "serialized_chars": 35601, + "estimated_input_tokens": 8901, + "estimated_eval_tokens": 18058 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a heterogeneous cluster of unrelated issues across many subsystems (model loading, training, chat templating, quantization, serving, docs, etc.). None of the soft pairs look like the same underlying bug, so all soft edges should be rejected and there is no clear duplicate canonical.", - "confidence": 0.96, - "canonical_issue_reason": "No single issue is a safe canonical representative: the items are thematically broad and do not share one underlying defect.", - "canonical_pr_reason": "No pull requests are present in this cluster.", - "best_issue_reason": "No issue is a strong global representative, because even the most generic titles describe different bugs in different code paths.", - "best_pr_reason": "No pull requests are present in this cluster.", + "summary": "This similarity cluster is noisy: the paired issues span unrelated bugs across training, loading, multimodal chat templates, device mapping, serving, docs, and model-specific regressions. I do not see any true duplicate pair among the soft edges, so all candidates should be rejected.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue fits this set; the items are thematically broad but describe different concrete failures in different code paths and models.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue is appropriate because the cluster is not a duplicate set; the closest thing to a representative item would still be arbitrary.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "Different bugs: Bamba torch.compile/SDPA failure vs a resume_from_checkpoint key mismatch." + "reason": "Different problems: torch.compile/SDPA failure in Bamba vs checkpoint key mismatch in resume_from_checkpoint." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "Different symptoms and code paths: CPU offload device mismatch vs checkpoint resume key mismatch." + "reason": "CPU offload device mismatch in bark-small is unrelated to checkpoint key mismatch on resume." }, { - "left": "issue:44734", - "right": "issue:45406", + "left": "issue:43295", + "right": "issue:44871", "accept": false, - "reason": "Different serving failures: KV-cache continuation indexing vs Gemma4Processor missing _tokenizer." + "reason": "Custom processor/tokenizer regression in v4.57.5 is unrelated to Gemma-3 eos_token_id config inconsistency." }, { - "left": "issue:43295", - "right": "issue:44871", + "left": "issue:44734", + "right": "issue:45406", "accept": false, - "reason": "Different model regressions: processor/tokenizer access vs Gemma-3 eos_token_id mismatch." + "reason": "Both involve serve, but one is KV-cache continuation indexing and the other is Gemma4Processor missing _tokenizer; different code paths." }, { "left": "issue:43452", "right": "issue:44496", "accept": false, - "reason": "Different loading failures: gguf_file handling vs unrecognized model/config missing model_type." + "reason": "gguf_file handling for tokenizer/model loading is not the same bug as an unrecognized model missing model_type." }, { "left": "issue:43646", "right": "issue:44913", "accept": false, - "reason": "Different bugs: custom model initialization regression vs GPTNeoX rotary_pct reload persistence." + "reason": "Transformers 5 custom model initialization breakage is broader and distinct from GPTNeoX rotary_pct not persisting on reload." }, { "left": "issue:43906", "right": "issue:45290", "accept": false, - "reason": "Different features and failures: isolated reproduction of an old issue vs chat template crashing on tool-call assistant messages." + "reason": "Isolated reproduction of another issue is not the same as apply_chat_template crashing on tool-call assistant messages." }, { "left": "issue:43761", "right": "issue:44242", "accept": false, - "reason": "Different issues: CLIPVisionModel hidden_states regression vs load balancing loss omission for MoE/router logits." + "reason": "CLIPVisionModel hidden_states regression is unrelated to load balancing loss omission when output_router_logits=False." }, { "left": "issue:43575", "right": "issue:43742", "accept": false, - "reason": "Different loading problems: tensor-parallel OOM for Qwen2-57B vs key error loading MobileLLM-125M." + "reason": "Qwen2 large-model OOM with tensor parallelism is unrelated to a key error when loading MobileLLM-125M." }, { "left": "issue:42617", "right": "issue:43575", "accept": false, - "reason": "Different failures: 3d_parallel.py runtime issue vs tensor-parallel OOM on model load." + "reason": "3d_parallel.py execution failure is a different runtime issue from tensor-parallel OOM on Qwen2-57B." }, { "left": "issue:43931", "right": "issue:44060", "accept": false, - "reason": "Different mismatch types: Qwen3-VL weight-shape loading error vs Qwen3-Next tied-weights warning bug." + "reason": "Weight-shape mismatch on Qwen3-VL loading is different from an incorrect tied-weights warning in Qwen3-Next." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "Both are multimodal-related, but the bugs differ: assistant_masks are zero vs wrong vision_position_ids for video input." + "reason": "All-zero assistant masks in multimodal chat templating is not the same as wrong vision_position_ids for qwen2.5-vl video input." }, { "left": "issue:43575", "right": "issue:43873", "accept": false, - "reason": "Different memory/offload topics: tp OOM on load vs quantization offloading not working as expected." + "reason": "Model OOM under tp is unrelated to offloading not working as expected with quantization." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Different problems: failed janus image-generation test vs Qwen3.5 flash-attention generation bug." + "reason": "A failed janus image-generation test is not the same bug as Qwen3.5 flash-attention generation issues." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "Different regressions: video-input vision regression vs transformers serve KV-cache continuation crash." + "reason": "Video-input regression across Qwen VL models is unrelated to serve KV-cache continuation tensor indexing." }, { - "left": "issue:44464", - "right": "issue:44871", + "left": "issue:32090", + "right": "issue:35141", "accept": false, - "reason": "Different issues: compiled-forward chunked generation inconsistency vs Gemma-3 eos_token_id config mismatch." + "reason": "Trainer _gpu_broadcast_one TypeError and output embedding reinitialization after resize are different bugs." }, { - "left": "issue:32090", - "right": "issue:35141", + "left": "issue:44464", + "right": "issue:44871", "accept": false, - "reason": "Different training/model-init bugs: GPU broadcast NoneType error vs output embedding reinitialized in post_init." + "reason": "Chunked generation inconsistency with compiled forward is unrelated to Gemma-3 eos_token_id config mismatch." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Different model config bugs: missing pad_token_id on Llama4Config vs Qwen3-MoE sliding_window behavior." + "reason": "Missing pad_token_id in Llama4Config and sliding_window behavior in Qwen3-MoE are separate model config issues." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "Different API issues: nonexistent import from image_utils vs Qwen3.5 chat crash." + "reason": "Missing import from image_utils is unrelated to Qwen3.5 chat crashes." }, { - "left": "issue:43827", - "right": "issue:43994", + "left": "issue:43065", + "right": "issue:44610", "accept": false, - "reason": "Different problems: docs still referencing removed pipeline() APIs vs incorrect SigLIP2 model outputs." + "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo processor size mismatch are different vision-model issues." }, { - "left": "issue:43065", - "right": "issue:44610", + "left": "issue:43827", + "right": "issue:43994", "accept": false, - "reason": "Different model/component bugs: dummy Conv2d in Sam3PixelDecoder vs OmDet-Turbo processor/model size mismatch." + "reason": "Documentation still referencing pipeline() is unrelated to Siglip2 producing nonsensical outputs with AutoModel/pipeline." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Different regressions: non-persistent buffers filled with junk vs GPTNeoX rotary_pct reload behavior." + "reason": "Non-persistent buffer junk in v5 is unrelated to GPTNeoX rotary_pct not round-tripping." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Different failures: Qwen3 auto device mapping cuda assert vs category-count runtime limit." + "reason": "Qwen3 auto device mapping cudaErrorAssert and category-count overflow are unrelated failures." }, { "left": "issue:44938", "right": "issue:45542", "accept": false, - "reason": "Different runtime problems: Python 3.14 import/load failure vs missing TensorFlow backend despite tensorboard install." - }, - { - "left": "issue:43650", - "right": "issue:44220", - "accept": false, - "reason": "Different topics: unrelated low-information issue vs audio feature extraction bug." + "reason": "Python 3.14 import/load failure is not the same as the undefined tf backend caused by only tensorboard being installed." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Different loading paths: local dataset script failure vs Phi-4 multimodal model loading error." + "reason": "Local dataset loading for a no-trainer script is unrelated to loading Phi-4-multimodal-instruct." }, { "left": "issue:43388", "right": "issue:43582", "accept": false, - "reason": "Different training/eval issues: gather_for_metrics last-batch label drop vs Apple Silicon warmup TypeError." + "reason": "gather_for_metrics dropping tuple labels and Apple Silicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "The placeholder issue 'ADD THE DATA' is clearly unrelated to _torch_extract_fbank_features()." } ] }, @@ -8414,8 +8456,8 @@ "review_unit_count": 41, "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-15354-364", "nodes": [ @@ -8469,255 +8511,252 @@ "issue:45446" ], "soft_pairs": [ - "issue:43761|issue:44743", "issue:45127|issue:45357", - "issue:44355|issue:44855", + "issue:43761|issue:44743", "issue:43644|issue:44913", + "issue:44355|issue:44855", "issue:44077|issue:44079", - "issue:43976|issue:44855", "issue:43540|issue:44734", + "issue:43976|issue:44855", "issue:44496|issue:45372", "issue:43295|issue:45276", "issue:43550|issue:44190", "issue:43335|issue:44855", "issue:43404|issue:45216", "issue:43116|issue:44190", - "issue:41950|issue:44016", "issue:39692|issue:44190", "issue:43644|issue:44871", + "issue:41950|issue:44016", "issue:43479|issue:45375", "issue:44186|issue:44734", "issue:36246|issue:41628", "issue:38175|issue:43065", "issue:44246|issue:45003", "issue:44466|issue:44913", - "issue:44016|issue:44220", "issue:36246|issue:38617", "issue:44683|issue:45446", + "issue:44016|issue:44220", "issue:42175|issue:44279", "issue:44112|issue:44792", "issue:43854|issue:44792", "issue:43295|issue:45335", "issue:43643|issue:44496" ], - "prepared_review_unit_hash": "c5ffc118e4f869b7684b05ce36363e9621882d615f2435809e88dd1beeac42d5", + "prepared_review_unit_hash": "2ce840829fb2977f4e5290789276d9cee27dadbc0ba4a57cfa60941aadd0437f", "component_budget": { "node_count": 364, "item_count": 364, "soft_pair_count": 1360, - "serialized_chars": 701642, - "estimated_input_tokens": 175411, - "estimated_eval_tokens": 351078 + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 37010, - "estimated_input_tokens": 9253, - "estimated_eval_tokens": 18762 + "serialized_chars": 37008, + "estimated_input_tokens": 9252, + "estimated_eval_tokens": 18760 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are unrelated one-off issues. Only 44683\u219445446 looks like a likely true duplicate; the Qwen3.5 save_pretrained pair is only a tentative related cluster and not strong enough to accept as a duplicate.", - "confidence": 0.82, - "canonical_issue_reason": "44683 is the best canonical anchor because it describes the broader flex_attention failure on torch>=2.9, while 45446 reads like a narrower version-check/root-cause report for the same code path.", + "summary": "The cluster is heterogeneous: it mixes unrelated import errors, config/serialization regressions, model-specific runtime bugs, and example/script failures. None of the soft pairs look like the same concrete underlying bug, so I would not merge any of them as duplicates.", + "confidence": 0.7, + "canonical_issue_reason": "Issue 41628 is the broadest, most user-facing core API break in the set: a plain `transformers` import failure with a clear reproduction path. It is a reasonable anchor for nearby import/export regressions, though the cluster overall is still too mixed for a true duplicate canonical.", "canonical_pr_reason": null, - "best_issue_reason": "44683 is the strongest representative issue overall because it cleanly captures the only accepted duplicate cluster and states the user-visible regression at the right level of generality.", + "best_issue_reason": "Issue 41628 is the most generally useful issue to keep as the cluster representative: concise, high-impact, and centered on public importability rather than a model-specific edge case.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43761", - "right": "issue:44743", - "accept": false, - "reason": "Different models and failure modes: CLIPVision hidden states vs Qwen recurrent-state reset." - }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "Related Qwen3.5 save_pretrained area, but the concrete bugs differ: LoRA/tied-weights collapse vs incorrect visual encoder keys." + "reason": "Both concern Qwen3.5 save/pretrained behavior, but one is LoRA merge plus extended-vocab collapse while the other is incorrect visual encoder keys; different concrete failure modes and code paths." }, { - "left": "issue:44355", - "right": "issue:44855", + "left": "issue:43761", + "right": "issue:44743", "accept": false, - "reason": "Both are import/runtime errors, but they come from unrelated causes and code paths." + "reason": "Both involve model internals, but CLIPVisionModel missing hidden states and Qwen recurrent state reset are distinct bugs in different models and execution paths." }, { "left": "issue:43644", "right": "issue:44913", "accept": false, - "reason": "Both involve persistence/reload, but one is junk non-persistent buffers and the other is a GPTNeoX config field reset." + "reason": "One is a v5 buffer serialization issue and the other is GPTNeoX config reload losing `rotary_pct`; different subsystems and symptoms." }, { - "left": "issue:44077", - "right": "issue:44079", + "left": "issue:44355", + "right": "issue:44855", "accept": false, - "reason": "Unrelated issues: patchtsmixer post_init handling vs ModelOutput key assignment." + "reason": "Both are Python/import-related, but one is about compiled Python files broadly and the other is a specific `@torch.jit.script` parsing failure on Python 3.13." }, { - "left": "issue:43976", - "right": "issue:44855", + "left": "issue:44077", + "right": "issue:44079", "accept": false, - "reason": "Both mention Python version, but the underlying bugs are unrelated." + "reason": "These are unrelated: a `patchtsmixer` post-init constraint versus `ModelOutput` key assignment semantics." }, { "left": "issue:43540", "right": "issue:44734", "accept": false, - "reason": "Different subsystems: Qwen3OmniMoe video input processing vs serving KV-cache continuation indexing." + "reason": "Different failures: Qwen3OmniMoe video input validation versus `transformers serve` KV-cache continuation tensor indexing." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Both reference Python-version breakage, but they are not the same bug: one is a 5.1.0 compatibility problem and the other is an import-time indentation/parsing error." }, { "left": "issue:44496", "right": "issue:45372", "accept": false, - "reason": "Both are model-loading/import problems, but the missing symbols and root causes differ." + "reason": "Distinct loading problems for different models: unrecognized model/config versus a missing `ReasoningEffort` import breaking Gemma 4 processor loading." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Both are regressions touching model APIs, but processor/tokenizer behavior and embedding resize behavior are different bugs." + "reason": "Both are regression-style API issues, but one is processor/tokenizer behavior and the other is token embedding resizing not propagating to tied outputs; not the same code-path problem." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "Completely different bugs: torch.compile SDPA on Bamba vs dataset loading in an example script." + "reason": "A torch.compile/SDPA model bug and a dataset-loading script issue are unrelated." }, { "left": "issue:43335", "right": "issue:44855", "accept": false, - "reason": "Different areas entirely: SwitchTransformers config bug vs DebertaV2 import parsing error." + "reason": "Different failures in different areas: SwitchTransformers sparse-layer initialization versus DebertaV2 import parsing on Python 3.13." }, { "left": "issue:43404", "right": "issue:45216", "accept": false, - "reason": "Both mention tied weights/checkpointing, but they affect different models and code paths." + "reason": "One is lm_head weight tying in Mistral3; the other is Qwen3.5 save_pretrained checkpoint corruption. Same broad theme, but not the same bug." }, { "left": "issue:43116", "right": "issue:44190", "accept": false, - "reason": "Different example scripts and different failures; not the same underlying issue." - }, - { - "left": "issue:41950", - "right": "issue:44016", - "accept": false, - "reason": "Unrelated: video-classification pipeline processor lookup vs notebook syntax error." + "reason": "Both are classification example-script problems, but multi-label empty results and local dataset loading failure are different issues." }, { "left": "issue:39692", "right": "issue:44190", "accept": false, - "reason": "Different example/documentation issues and different failure types." + "reason": "Different example/script bugs: SigLIP2 doc/model mismatch and quantization errors versus local dataset loading in image classification." }, { "left": "issue:43644", "right": "issue:44871", "accept": false, - "reason": "Serialization/reload bug vs Gemma eos_token_id mismatch; not the same defect." + "reason": "Unrelated config/serialization bug versus Gemma-3 EOS token inconsistency." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline processor lookup and a notebook syntax error are unrelated." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Both are multimodal config issues, but the affected models and actual config problems differ." + "reason": "Both are multimodal config issues, but they concern different models and different missing/defaulted fields." }, { "left": "issue:44186", "right": "issue:44734", "accept": false, - "reason": "Tokenizer padding/truncation crash is unrelated to serving KV-cache continuation indexing." + "reason": "Tokenizer padding/truncation crashes for LayoutLMv2 versus serve-time KV cache indexing are different bugs." }, { "left": "issue:36246", "right": "issue:41628", "accept": false, - "reason": "Both are ImportError reports, but for different missing names in different modules." + "reason": "Both are import errors, but one is a missing submodule export for Qwen2_5_VLImageProcessor and the other is a root `AutoImageProcessor` import failure; not the same symbol or path." }, { "left": "issue:38175", "right": "issue:43065", "accept": false, - "reason": "Different model-specific functional bugs with no shared code path." + "reason": "SigLIP2 zero-probabilities and a dummy Conv2d in Sam3PixelDecoder are unrelated model behavior issues." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Import performance issue vs unsafe sys.modules access; at most indirectly related." + "reason": "Import slowness and unsafe `sys.modules` access are different concerns; no shared concrete bug." }, { "left": "issue:44466", "right": "issue:44913", "accept": false, - "reason": "Both concern config/state persistence, but one is lm_head serialization and the other is a GPTNeoX config reload default." - }, - { - "left": "issue:44016", - "right": "issue:44220", - "accept": false, - "reason": "Notebook syntax error and audio feature extraction issue are unrelated." + "reason": "Inconsistent `lm_head.weight` serialization and GPTNeoX `rotary_pct` reload loss are separate serialization/config regressions." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Both are ImportError reports, but they involve different missing names in different modules." + "reason": "Both are ImportErrors from different symbols and modules; they do not point to one shared failing code path." }, { "left": "issue:44683", "right": "issue:45446", - "accept": true, - "reason": "Same flex_attention code path and same torch-version-guard problem; 45446 appears to isolate the root cause behind the broader torch>=2.9 failure." + "accept": false, + "reason": "Both touch flex_attention, but one is a torch>=2.9 compiled runtime failure and the other is a version-check/import bug; too different to merge." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "A notebook syntax error and `_torch_extract_fbank_features()` behavior are unrelated." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "Dependency/back-end installation complaints, but not the same specific bug." + "reason": "One is missing TensorFlow from the torch extra install, the other is a generic dependency issue; not the same defect." }, { "left": "issue:44112", "right": "issue:44792", "accept": false, - "reason": "Both are failing tests, but they cover unrelated models and failures." + "reason": "Different failing tests in different models/subsystems, with no shared code path." }, { "left": "issue:43854", "right": "issue:44792", "accept": false, - "reason": "Different model test failures with no shared concrete bug." + "reason": "Unit-test model loading for GLM-4.7-Flash and Janus image generation failures are unrelated." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Both are regressions around embeddings/tokenizers, but the affected behaviors and models are different." + "reason": "Different embedding-resize regressions in different model families; not the same underlying bug." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Different config-loading failures: missing fields with trust_remote_code vs unrecognized model_type." + "reason": "AutoConfig missing fields under `trust_remote_code` and an unrecognized model/config.json error are different loading issues." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "The write-up is a bit too strong for the packet. It claims \u2018only two soft pairs look like true duplicates,\u2019 but the provided soft-edge verdicts accept only one pair (44683\u219445446). The Qwen3.5 save_pretrained relationship (45216\u219445357) may be plausible, but it is not an accepted soft pair in the packet and should be phrased more conservatively. I\u2019d accept a summary that says most pairs are unrelated and one soft pair is a likely duplicate, with Qwen3.5 noted as a tentative related cluster rather than a settled duplicate." - }, - "evaluator_used": true, - "retried": true, - "accepted_nontrivial_soft_edge": true, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -8786,8 +8825,8 @@ "soft_pairs": [ "issue:43299|issue:45216", "issue:42907|issue:43441", - "issue:44016|issue:44062", "issue:44112|issue:44964", + "issue:44016|issue:44062", "issue:44871|issue:45245", "issue:43673|issue:44336", "issue:43976|issue:44987", @@ -8805,9 +8844,9 @@ "issue:44464|issue:45245", "issue:44683|issue:45542", "issue:43976|issue:45405", - "issue:41950|issue:43650", - "issue:43479|issue:43525", "issue:44351|issue:45278", + "issue:43479|issue:43525", + "issue:41950|issue:43650", "issue:44496|issue:44877", "issue:41950|issue:45020", "issue:44462|issue:45081", @@ -8817,20 +8856,20 @@ "issue:43299|issue:43854", "issue:38175|issue:44617" ], - "prepared_review_unit_hash": "9744c24db524f7c91d72a64f8bbeda17d5852967d475e063ac4fb51e976079f3", + "prepared_review_unit_hash": "7e6bc0c48c242057aa6a79801ded70c588c5647447ead5627399b7467d87fe40", "component_budget": { "node_count": 364, "item_count": 364, "soft_pair_count": 1360, - "serialized_chars": 701642, - "estimated_input_tokens": 175411, - "estimated_eval_tokens": 351078 + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37204, + "serialized_chars": 37202, "estimated_input_tokens": 9301, "estimated_eval_tokens": 18858 }, @@ -8839,204 +8878,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of distinct Transformers bug reports rather than true duplicates. The semantic similarity is often just shared model families or shared loading/config themes, but the concrete bugs differ, so I would keep the issues separate. The broadest representative issue is the general recent-versions/remote_code regression report.", - "confidence": 0.76, - "canonical_issue_reason": "issue:45020 is the broadest and most umbrella-like report in the set, covering recent-version breakage across model loading paths and remote_code cases.", + "summary": "Most items in this cluster are unrelated Transformers bugs touching different models, APIs, or subsystems. The only plausible duplicate is the Qwen3.5 `save_pretrained` regression pair, where the later report looks like the same checkpoint-serialization bug resurfacing.", + "confidence": 0.68, + "canonical_issue_reason": "issue:45216 is the clearest canonical target for the Qwen3.5 `save_pretrained` regression, and issue:45357 reads like a follow-up on the same broken serialization path.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 best represents the cluster because it is the most general user-facing regression report and can anchor related compatibility discussions.", + "best_issue_reason": "issue:45216 is the best duplicate anchor in this cluster because it is concrete, reproducible, and directly matches the only strong soft-edge pair.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Same broad model family, but one is a Qwen3VL MoE loading regression and the other is a Qwen3.5 save_pretrained serialization bug; different code paths and symptoms." + "reason": "Different model families and failure modes: Qwen3VL MoE loading vs Qwen3.5 checkpoint saving." }, { "left": "issue:42907", "right": "issue:43441", "accept": false, - "reason": "Both mention Ministral, but one is about saving dequantized models and the other is a FlashAttention loading/runtime failure; not the same bug." + "reason": "Different bugs: dequantized Ministral save failure vs FlashAttention loading failure." }, { - "left": "issue:44016", - "right": "issue:44062", + "left": "issue:44112", + "right": "issue:44964", "accept": false, - "reason": "Notebook syntax error vs tokenizer AddedToken keyword collision; unrelated failures." + "reason": "CI test/device override issue is unrelated to Phi-4 multimodal model loading." }, { - "left": "issue:44112", - "right": "issue:44964", + "left": "issue:44016", + "right": "issue:44062", "accept": false, - "reason": "CI test flake in GraniteSpeech vs Phi-4 multimodal model loading; different subsystems and causes." + "reason": "Notebook syntax error and AddedToken argument handling are unrelated problems." }, { "left": "issue:44871", "right": "issue:45245", "accept": false, - "reason": "Gemma eos_token_id mismatch vs category cardinality runtime error; no concrete overlap." + "reason": "Different topics: eos_token_id config mismatch vs category-count runtime limit." }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Generation cache issue during chunked prefill vs ANSI escape output in loading_report; unrelated." + "reason": "Generation cache bug and ANSI coloring in loading_report are unrelated." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Shared version context, but one is a Python-version support problem and the other is a specific model loading failure; not the same underlying bug." + "reason": "Both mention version compatibility, but the affected code paths and failures are different." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug vs docs mentioning return_all_scores; unrelated." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to a documentation mismatch." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Unrecognized model/config registration issue vs PIL backend requiring torchvision; different code paths." + "reason": "Unrecognized-model loading error is not the same as the torchvision backend requirement regression." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Different import failures from different modules/symbols; too generic to treat as duplicates." + "reason": "Both are import errors, but they concern different symbols and modules." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "One is a Python compatibility issue, the other is a general dependency complaint; not the same concrete bug." + "reason": "Generic dependency/version complaint does not match the Python-version-specific issue." }, { "left": "issue:43299", "right": "issue:45357", "accept": false, - "reason": "Both involve Qwen3 variants, but one is loading MoE models and the other is incorrect save_pretrained visual-encoder keys; different failures." + "reason": "Same broad area, but this is not the same bug: loading regression vs saved visual-encoder key regression." }, { "left": "issue:43577", "right": "issue:45216", "accept": false, - "reason": "BLIP2 dtype loading bug vs Qwen3.5 save_pretrained regression; unrelated." + "reason": "BLIP2 dtype propagation and Qwen3.5 checkpoint saving are different code paths." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Documentation mismatch vs model loading/config error; not duplicates." + "reason": "Documentation mismatch is unrelated to model loading failure." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "SGD optimizer args ignored vs tie_word_embeddings warning during LoRA fine-tuning; unrelated." + "reason": "Optimizer argument handling and tie_word_embeddings warning are different issues." }, { "left": "issue:44521", "right": "issue:45325", "accept": false, - "reason": "Multimodal chat-template assistant mask bug vs Qwen2.5-VL rope/position-id scaling bug; distinct model-processing paths." + "reason": "Multimodal assistant mask bug is unrelated to Qwen2.5-VL RoPE indexing." }, { "left": "issue:43854", "right": "issue:44964", "accept": false, - "reason": "Both are model load failures, but for different models and likely different root causes; too broad to merge." + "reason": "Different models and failure points, so not the same underlying bug." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "MoE router loss accounting vs mm_token_type_ids defaulting for text-only fine-tuning; different training bugs." + "reason": "Load-balancing loss logic and Gemma 4 multimodal token defaults are unrelated." }, { "left": "issue:44464", "right": "issue:45245", "accept": false, - "reason": "Compiled-forward chunked generation inconsistency vs category count runtime limit; unrelated." + "reason": "Chunked-generation correctness and category-limit runtime error are unrelated." }, { "left": "issue:44683", "right": "issue:45542", "accept": false, - "reason": "Flex attention compilation on torch>=2.9 vs TensorFlow backend installation mismatch; unrelated." + "reason": "Compiled flex_attention regression has nothing to do with tensorboard/TF backend setup." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python version compatibility vs unreleased minimum peft version; different dependency issues." + "reason": "Python support issue is unrelated to the PEFT minimum-version bump." }, { - "left": "issue:41950", - "right": "issue:43650", + "left": "issue:44351", + "right": "issue:45278", "accept": false, - "reason": "Video-classification processor lookup bug vs an unrelated low-information issue title; no duplicate evidence." + "reason": "A specific missing import is not the same as a broad upgrade-time import breakage report." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Both are config-related, but one is default multimodal config initialization and the other is a missing pad_token_id attribute; different bugs." + "reason": "Different configs and attributes: Phi4Multimodal default init vs Llama4 pad_token_id." }, { - "left": "issue:44351", - "right": "issue:45278", + "left": "issue:41950", + "right": "issue:43650", "accept": false, - "reason": "A specific HybridCache import error vs a broad report of many import errors after upgrading; not enough to say same underlying bug." + "reason": "Video pipeline processor lookup bug is unrelated to the placeholder issue title." }, { "left": "issue:44496", "right": "issue:44877", "accept": false, - "reason": "Both are model/config loading failures, but for different models and different mechanisms (model_type missing vs strict granite_speech config validation)." + "reason": "Unrecognized model loading and strict granite_speech config validation are different failures." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Pipeline processor lookup bug vs broad remote_code regression; unrelated." + "reason": "Different symptoms and scopes; one is pipeline processor lookup, the other is remote_code compatibility." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "Tokenizer save/load metadata issue vs Mistral regex patch crash on tokenizer internals; different code paths." + "reason": "Tokenizer JSON selection and Mistral regex patching are unrelated tokenizer bugs." }, { "left": "issue:43550", "right": "issue:44964", "accept": false, - "reason": "torch.compile with SDPA on Bamba vs Phi-4 multimodal loading; unrelated." + "reason": "torch.compile/SDPA failure is unrelated to Phi-4 multimodal loading." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "Generic dependency issue vs unreleased PEFT minimum version bump; not the same bug." + "reason": "Generic dependency issue does not match the PEFT version bump problem." }, { "left": "issue:44297", "right": "issue:44462", "accept": false, - "reason": "Tokenizer save_pretrained class-name mismatch vs AutoTokenizer ignoring tokenizer.json; related area but different concrete failures." + "reason": "Tokenizer class serialization mismatch is different from AutoTokenizer ignoring repository tokenizer.json." }, { "left": "issue:43299", "right": "issue:43854", "accept": false, - "reason": "Different model families and different loading failures; no duplicate evidence." + "reason": "Different models and different loading failures." }, { "left": "issue:38175", "right": "issue:44617", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP vs CUDA OOM in Sam3Video; unrelated." + "reason": "Zero-probability output bug and CUDA OOM are unrelated." } ] }, @@ -9110,16 +9149,16 @@ ], "soft_pairs": [ "issue:43295|issue:44779", - "issue:39692|issue:43901", "issue:44462|issue:44779", + "issue:39692|issue:43901", "issue:43650|issue:45290", "issue:44016|issue:44291", "issue:44466|issue:45276", - "issue:43441|issue:44683", "issue:43450|issue:44279", + "issue:43065|issue:44898", + "issue:43441|issue:44683", "issue:43262|issue:44521", "issue:43723|issue:44162", - "issue:43065|issue:44898", "issue:42994|issue:43317", "issue:44261|issue:44263", "issue:44623|issue:45397", @@ -9128,225 +9167,226 @@ "issue:43784|issue:45542", "issue:44671|issue:44779", "issue:43673|issue:43761", - "issue:43901|issue:43994", "issue:44987|issue:45542", + "issue:43901|issue:43994", "issue:44297|issue:45397", "issue:42175|issue:43976", + "issue:43901|issue:44246", "issue:43475|issue:44016", "issue:43824|issue:43976", - "issue:43901|issue:44246", "issue:43352|issue:45250", "issue:43295|issue:44617", + "issue:43450|issue:44617", "issue:44589|issue:45362" ], - "prepared_review_unit_hash": "1fa2abf4213e595c03adf0c53721c2c6519c72a37a6b03cf422591f3171cff66", + "prepared_review_unit_hash": "15432a2b69e664e2d31f2fb355c88b21d64699c3652235b785012c46a9fdb971", "component_budget": { "node_count": 364, "item_count": 364, "soft_pair_count": 1360, - "serialized_chars": 701642, - "estimated_input_tokens": 175411, - "estimated_eval_tokens": 351078 + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 35550, - "estimated_input_tokens": 8888, - "estimated_eval_tokens": 18032 + "soft_pair_count": 30, + "serialized_chars": 35851, + "estimated_input_tokens": 8963, + "estimated_eval_tokens": 18182 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is a loose mixed cluster of Transformers issues, not a true duplicate set. The overlap is mostly superficial around v5 regressions, tokenizers/processors, and model loading, but the concrete bugs differ enough that none of the soft pairs should be merged.", - "confidence": 0.67, - "canonical_issue_reason": "Issue 43295 is the closest representative of the shared v5 tokenization/processor regression theme, but the cluster is too heterogeneous for a strong true-canonical choice.", + "summary": "This cluster is mostly a set of unrelated transformer regressions, docs issues, tokenizer/model bugs, and a few model-specific failures. None of the soft pairs look like the same underlying bug/change, so I would not merge any of them. The best representative issue is the SigLIP2 correctness report because it is concrete and model/pipeline-focused.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43994 is the clearest, most concrete bug report in the set: it names a specific model, reproduces incorrect behavior through AutoModel/pipeline, and is broad enough to represent the SigLIP2-related failure class.", "canonical_pr_reason": null, - "best_issue_reason": "43295 is the most broadly representative and actionable issue in the set because it describes a concrete API regression; the others are narrower, unrelated, or just superficially similar.", + "best_issue_reason": "issue:43994 is the best overall representative because it describes a user-visible correctness failure rather than a narrow docs typo or an unrelated subsystem regression.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43295", "right": "issue:44779", "accept": false, - "reason": "Both involve tokenization regressions, but one is processor.tokenizer/image handoff and the other is Deepseek tokenizer output; different code paths." + "reason": "Both are v5 regression reports around tokenization, but they describe different failure modes and likely different code paths (processor.tokenizer access vs Deepseek tokenization output)." }, { - "left": "issue:39692", - "right": "issue:43901", + "left": "issue:44462", + "right": "issue:44779", "accept": false, - "reason": "One is a SigLIP2 example bug, the other is a pipeline docs mismatch; different models and different issues." + "reason": "One is about AutoTokenizer ignoring tokenizer.json from the repo; the other is model-specific Deepseek tokenization drift. Same broad area, not the same bug." }, { - "left": "issue:44462", - "right": "issue:44779", + "left": "issue:39692", + "right": "issue:43901", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json is a loader-selection bug, not the same as Deepseek tokenization producing wrong results." + "reason": "Both mention docs, but one is a SigLIP2 example/model mismatch and quantization failure while the other is a pipeline docs wording mismatch. Different issues." }, { "left": "issue:43650", "right": "issue:45290", "accept": false, - "reason": "Completely unrelated: a vague data request versus a chat-template crash on empty assistant tool-call messages." + "reason": "Unrelated topics: a placeholder 'ADD THE DATA' issue versus a chat-template crash with tool calls." }, { "left": "issue:44016", "right": "issue:44291", "accept": false, - "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated failure modes." + "reason": "A notebook syntax error is unrelated to the init_empty_weights/_is_hf_initialized loading bug." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Serialization of tied weights depends on device, while gemma4 resize_token_embeddings affects embedding/output sizing; different bugs." + "reason": "One concerns inconsistent lm_head.weight serialization; the other is gemma4 resize_token_embeddings behavior. Different model mechanics." }, { - "left": "issue:43441", - "right": "issue:44683", + "left": "issue:43450", + "right": "issue:44279", "accept": false, - "reason": "Both mention attention, but one is model support for FlashAttention and the other is a compiled flex_attention torch-version failure." + "reason": "Video processor batch-shape handling is unrelated to a dependency issue with transformers." }, { - "left": "issue:43450", - "right": "issue:44279", + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and Perceiver image classification failure are different model bugs." + }, + { + "left": "issue:43441", + "right": "issue:44683", "accept": false, - "reason": "Video processor batched-shape bug is unrelated to a generic dependency issue." + "reason": "Both mention FlashAttention, but they target different failures: unsupported FA2 for one model versus compiled flex_attention breakage on torch>=2.9." }, { "left": "issue:43262", "right": "issue:44521", "accept": false, - "reason": "Both touch chat templates, but one is audio sampling-rate defaulting and the other is multimodal assistant mask generation." + "reason": "Both touch apply_chat_template, but one is a sampling-rate default problem for audio and the other is all-zero assistant masks for multimodal inputs." }, { "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "Tokenizer loading regression and ESM2 model breakage are different bugs with different scopes." - }, - { - "left": "issue:43065", - "right": "issue:44898", - "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and Perceiver image-classification failure are unrelated model-specific issues." + "reason": "Tokenizer loading failure and ESM2 being broken are unrelated." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Both involve quantization, but one is save failure and the other is dequantized model loading/offload behavior." + "reason": "Quantized model saving and dequantized model loading with device_map=auto are distinct quantization/offload problems." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "MLA layernorm precision/config issue is unrelated to torch.split return-value handling." + "reason": "Completely different bugs: MLA q_a_layernorm precision/config issue versus torch.split return values in GlmMoeDsaIndexer." }, { "left": "issue:44623", "right": "issue:45397", "accept": false, - "reason": "Processor save_pretrained missing files and gemma-4 zero3 from_pretrained are different serialization/loading problems." + "reason": "processor.save_pretrained missing files and gemma-4 zero3 from_pretrained are separate save/load issues." }, { "left": "issue:43122", "right": "issue:43650", "accept": false, - "reason": "Tokenizer behavior regression and a vague data request are unrelated." + "reason": "Tokenizer behavior regression and a placeholder issue are unrelated." }, { "left": "issue:44623", "right": "issue:44749", "accept": false, - "reason": "Processor save_pretrained missing files and data filtering slowdown are unrelated." + "reason": "A save_pretrained file-missing bug and a performance/regression report about filtering data are not the same bug." }, { "left": "issue:43784", "right": "issue:45542", "accept": false, - "reason": "Both are import/backend problems, but they affect different packages and different missing-dependency paths." + "reason": "Import-time NameError in sentence-transformers and a TensorFlow backend packaging issue are unrelated." }, { "left": "issue:44671", "right": "issue:44779", "accept": false, - "reason": "CamemBERT masked-LM predictions and Deepseek tokenizer outputs are different model-specific regressions." + "reason": "CamemBERT masked-LM prediction drift and Deepseek tokenizer errors affect different model paths and outputs." }, { "left": "issue:43673", "right": "issue:43761", "accept": false, - "reason": "Generation cache missing during chunked prefill is unrelated to CLIPVisionModel hidden_states being None." + "reason": "Generation cache missing during chunked_prefill is unrelated to CLIPVisionModel.hidden_states handling." }, { - "left": "issue:43901", - "right": "issue:43994", + "left": "issue:44987", + "right": "issue:45542", "accept": false, - "reason": "Docs mentioning return_all_scores is unrelated to SigLIP2 producing nonsensical outputs." + "reason": "Model load failure for physical-intelligence/fast and missing TensorFlow backend from pip extras are different package/model issues." }, { - "left": "issue:44987", - "right": "issue:45542", + "left": "issue:43901", + "right": "issue:43994", "accept": false, - "reason": "Model load failure for physical-intelligence/fast and TensorBoard/TensorFlow backend installation are unrelated." + "reason": "Both involve user-facing behavior, but one is a text-classification docs mismatch and the other is a SigLIP2 correctness bug. Not the same underlying problem." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer class serialization mismatch is not the same as gemma-4 zero3 from_pretrained loading." + "reason": "Tokenizer save_pretrained metadata mismatch and gemma-4 zero3 from_pretrained are separate serialization/loading bugs." }, { "left": "issue:42175", "right": "issue:43976", "accept": false, - "reason": "Missing TensorFlow in a torch install and Python-version incompatibility are different dependency issues." + "reason": "TensorFlow backend packaging and Python version compatibility are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs behavior mismatch and slow import are unrelated." }, { "left": "issue:43475", "right": "issue:44016", "accept": false, - "reason": "SAM3VisionEncoderOutput missing attribute and notebook syntax error are unrelated." + "reason": "Sam3Video encoder output attribute error and a notebook syntax error do not share a bug root cause." }, { "left": "issue:43824", "right": "issue:43976", "accept": false, - "reason": "Qwen2.5-VL import error and Python-version incompatibility are different release issues." - }, - { - "left": "issue:43901", - "right": "issue:44246", - "accept": false, - "reason": "Pipeline docs mismatch and slow import are unrelated." + "reason": "Missing Qwen2.5-VL export and Python version support regression are different issues." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "Nemotron FlashAttention support error and a generic Flash Attention 2.0 issue title are too vague to treat as the same bug." + "reason": "One is a specific model not supporting Flash Attention 2.0 yet; the other is just a generic Flash Attention 2.0 issue title, with no evidence they are the same bug." }, { "left": "issue:43295", "right": "issue:44617", "accept": false, - "reason": "Processor/tokenizer regression and SAM3Video CUDA OOM are unrelated." + "reason": "Processor.tokenizer regression and Sam3Video CUDA OOM are unrelated." }, { - "left": "issue:44589", - "right": "issue:45362", + "left": "issue:43450", + "right": "issue:44617", "accept": false, - "reason": "Float8 storage lookup failure and Qwen3.5 chat crash are different runtime errors." + "reason": "Video processor shape bug and Sam3Video CUDA OOM are different failure modes." }, { - "left": "issue:44261", - "right": "issue:44263", + "left": "issue:44589", + "right": "issue:45362", "accept": false, - "reason": "Same as above: unrelated bugs despite both being code-level regressions." + "reason": "Float8 storage import/type error and Qwen3.5 chat crash are unrelated." } ] }, @@ -9378,7 +9418,6 @@ "issue:43066", "issue:43299", "issue:43441", - "issue:43450", "issue:43525", "issue:43526", "issue:43531", @@ -9386,6 +9425,7 @@ "issue:43596", "issue:43673", "issue:43881", + "issue:43901", "issue:43976", "issue:43994", "issue:44162", @@ -9401,13 +9441,13 @@ "issue:44485", "issue:44496", "issue:44561", - "issue:44617", "issue:44661", "issue:44749", "issue:44779", "issue:44857", "issue:44871", "issue:44877", + "issue:44987", "issue:45003", "issue:45200", "issue:45276", @@ -9416,18 +9456,18 @@ "issue:45362", "issue:45375", "issue:45397", + "issue:45459", "issue:45542" ], "soft_pairs": [ "issue:43525|issue:43881", - "issue:43450|issue:44617", "issue:44188|issue:44336", "issue:41628|issue:43976", "issue:44295|issue:45397", "issue:42491|issue:43299", "issue:41950|issue:44220", - "issue:44336|issue:44373", "issue:44246|issue:44496", + "issue:44336|issue:44373", "issue:44462|issue:45356", "issue:44661|issue:45542", "issue:43526|issue:45003", @@ -9444,199 +9484,207 @@ "issue:44295|issue:44749", "issue:44877|issue:45375", "issue:43441|issue:43540", + "issue:36246|issue:43596", "issue:43066|issue:44779", - "issue:36246|issue:43596" + "issue:44987|issue:45459", + "issue:43901|issue:45003" ], - "prepared_review_unit_hash": "4d773eb908dacfc8d52386a40f3b12645d0bba311ccefeddb3cad6a41ac00329", + "prepared_review_unit_hash": "6ae017b0a452d92b7054ca6fe19a0339a81d63160526e76e1c8b7fb58b7d3e41", "component_budget": { "node_count": 364, "item_count": 364, "soft_pair_count": 1360, - "serialized_chars": 701642, - "estimated_input_tokens": 175411, - "estimated_eval_tokens": 351078 + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 27, - "serialized_chars": 34940, - "estimated_input_tokens": 8735, - "estimated_eval_tokens": 17726 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35892, + "estimated_input_tokens": 8973, + "estimated_eval_tokens": 18202 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated regressions across imports, tokenizer/config handling, vision/video/audio pipelines, and a few performance issues. I do not see a true duplicate cluster; all soft-edge pairs should be rejected. If one issue must be used as the representative canonical issue, 44561 is the broadest cross-cutting v5 regression in the set.", - "confidence": 0.82, - "canonical_issue_reason": "issue:44561 is the broadest systemic regression here: a v5 API removal breaking trust_remote_code models across multiple downstream paths, making it the closest thing to a representative issue in this otherwise heterogeneous set.", + "summary": "The cluster is highly heterogeneous: most items are unrelated regressions, import/export failures, tokenizer/model-loading bugs, or docs issues touching different code paths. I do not see any soft pair that is clearly the same underlying bug or change, so no duplicate merges are warranted.", + "confidence": 0.95, + "canonical_issue_reason": "issue:41628 is the most broadly scoped, user-facing import/export regression in core Transformers APIs, making it the best anchor for a heterogeneous cluster of similar-looking but distinct failures.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44561 has the widest apparent blast radius and best represents a global v5 compatibility break, though it does not duplicate the rest of the listed issues.", + "best_issue_reason": "issue:41628 is the most generally representative issue in this set because it concerns a top-level import failure affecting core library usability, unlike the more model-specific or incidental reports.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Both are loading failures, but one is a missing Llama4 config attribute and the other is a GLM-4V model load failure; different model families and different code paths." - }, - { - "left": "issue:43450", - "right": "issue:44617", - "accept": false, - "reason": "Video shape bug vs CUDA OOM; same broad area, but not the same underlying defect." + "reason": "Different models and different failure points; both are loading errors, but not the same bug." }, { "left": "issue:44188", "right": "issue:44336", "accept": false, - "reason": "torch.compile attention-kernel divergence is unrelated to ANSI output in loading_report." + "reason": "Attention-kernel compile divergence is unrelated to ANSI output in loading_report." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "Missing AutoImageProcessor import is not the same as a Python-version compatibility issue." + "reason": "One is an import error, the other is a Python-version compatibility issue." }, { "left": "issue:44295", "right": "issue:45397", "accept": false, - "reason": "Register-buffer position_ids access and gemma-4 zero3 from_pretrained are different failures." + "reason": "Different symptoms and code paths: position_ids buffer access vs gemma4 ZeRO3 loading." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both involve Qwen MoE models, but one is hf4.x/v5 compatibility for LoRA and the other is Qwen3VL loading regression; not one concrete bug." + "reason": "Both involve Qwen MoE, but they describe different breakages in different releases and loading paths." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video-classification processor lookup and _torch_extract_fbank_features are different pipeline bugs." + "reason": "Video-classification image-processor lookup is unrelated to fbank feature extraction." }, { - "left": "issue:44336", - "right": "issue:44373", + "left": "issue:44246", + "right": "issue:44496", "accept": false, - "reason": "Terminal ANSI formatting and a wrong docstring are unrelated." + "reason": "Import performance regression is unrelated to unrecognized model/config loading." }, { - "left": "issue:44246", - "right": "issue:44496", + "left": "issue:44336", + "right": "issue:44373", "accept": false, - "reason": "Import latency is unrelated to an unrecognized-model/config.model_type loading error." + "reason": "Terminal ANSI handling and a docstring typo are not the same issue." }, { "left": "issue:44462", "right": "issue:45356", "accept": false, - "reason": "Tokenizer.json being ignored and Kimi-K2.5 codec handling are different tokenizer regressions." + "reason": "Tokenizer file precedence and a Kimi tokenizer codec regression are distinct tokenizer bugs." }, { "left": "issue:44661", "right": "issue:45542", "accept": false, - "reason": "Tokenizer-mapping model registration failure is unrelated to the TensorFlow backend error from missing TF installation." + "reason": "Tokenizer mapping logic is unrelated to tensorboard/TensorFlow backend detection." }, { "left": "issue:43526", "right": "issue:45003", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug is unrelated to unsafe sys.modules access in modeling_utils." + "reason": "BeitImageProcessorFast label reduction is unrelated to unsafe sys.modules access." }, { "left": "issue:43994", "right": "issue:45276", "accept": false, - "reason": "Siglip2 incorrect outputs and gemma4 resize_token_embeddings behavior are different model-specific issues." + "reason": "SigLIP2 incorrect outputs and resize_token_embeddings propagation are different model behaviors." }, { "left": "issue:43531", "right": "issue:45362", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and Qwen3.5-35B chat crashes are not the same failure mode." + "reason": "Qwen3-MoE sliding-window logic and Qwen3.5-35B chat crashes are separate problems." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Missing Qwen2_5_VLImageProcessor export is unrelated to missing is_offline_mode from huggingface_hub." + "reason": "Different missing symbols from different packages; both are import errors but not the same bug." }, { "left": "issue:43673", "right": "issue:44561", "accept": false, - "reason": "Chunked-prefill cache handling and trust_remote_code breakage from is_torch_fx_available removal are different regressions." + "reason": "Cache handling during chunked_prefill and removal of is_torch_fx_available are unrelated regressions." }, { "left": "issue:36246", "right": "issue:44351", "accept": false, - "reason": "Different missing symbols from different packages; not the same import/export bug." + "reason": "Both are import failures, but they concern different symbols and modules." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "ANSI codes in loading_report and GLM-5 RoPE implementation are unrelated." + "reason": "ANSI output in loading_report and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:44162", "right": "issue:45200", "accept": false, - "reason": "ESM2 workflow breakage and Gemma-4 mm_token_type_ids defaults are unrelated model bugs." + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaults are different model-specific issues." }, { "left": "issue:44242", "right": "issue:44857", "accept": false, - "reason": "MoE load-balancing loss logic and LwDetrImageLoss AMP crash are different loss-path problems." + "reason": "Load-balancing loss logic and an AMP/CUDA crash in LwDetrImageLoss are unrelated." }, { "left": "issue:44246", "right": "issue:44871", "accept": false, - "reason": "Import slowness does not match a Gemma-3 eos_token_id config inconsistency." + "reason": "Import slowness is unrelated to Gemma-3 eos_token_id inconsistency." }, { "left": "issue:44779", "right": "issue:45292", "accept": false, - "reason": "Deepseek tokenizer regression and resize_token_embeddings not updating output embeddings are different bugs." + "reason": "Deepseek tokenizer regression and output_embeddings resize propagation are different code paths." }, { "left": "issue:44295", "right": "issue:44749", "accept": false, - "reason": "Register-buffer position_ids access is unrelated to the Chinese-language performance regression report." + "reason": "A position_ids buffer error is not the same as a broad performance regression after upgrading Transformers." }, { "left": "issue:44877", "right": "issue:45375", "accept": false, - "reason": "Both involve strict config handling, but one blocks granite_speech loading while the other silently drops a Qwen3_5MoeVisionConfig field; not the same concrete issue." + "reason": "Both mention strict config, but they involve different models and different missing fields." }, { "left": "issue:43441", "right": "issue:43540", "accept": false, - "reason": "FlashAttention failure in Ministral-3 and video-input ValueError in Qwen3OmniMoe are unrelated." + "reason": "FlashAttention failure for Ministral-3 and Qwen3OmniMoe video input processing are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Different model-loading errors with no shared code-path evidence." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Wrong tokenizer decoder type and Deepseek tokenizer output regression are different tokenizer issues." + "reason": "Tokenizer decoder type mismatch and Deepseek codec regression are distinct tokenizer issues." }, { - "left": "issue:36246", - "right": "issue:43596", + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model loading failure and protobuf error masking are unrelated causes." + }, + { + "left": "issue:43901", + "right": "issue:45003", "accept": false, - "reason": "Missing Qwen2_5_VLImageProcessor import and Deepspeed ZeRO3/BertModel index error are unrelated failures." + "reason": "Docs mismatch for return_all_scores and unsafe sys.modules access are unrelated." } ] }, @@ -9655,8 +9703,8 @@ "review_unit_count": 41, "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-15354-364", "nodes": [ @@ -9681,7 +9729,6 @@ "issue:43653", "issue:43673", "issue:43704", - "issue:43901", "issue:43931", "issue:44060", "issue:44077", @@ -9689,15 +9736,16 @@ "issue:44246", "issue:44297", "issue:44336", + "issue:44361", "issue:44368", "issue:44466", "issue:44496", "issue:44623", "issue:44734", + "issue:44749", "issue:44869", "issue:44933", "issue:44977", - "issue:44987", "issue:44995", "issue:45003", "issue:45137", @@ -9710,15 +9758,13 @@ "issue:45459" ], "soft_pairs": [ - "issue:44987|issue:45459", - "issue:43901|issue:45003", "issue:42886|issue:45229", "issue:44995|issue:45200", "issue:41628|issue:41950", "issue:43257|issue:45137", "issue:43065|issue:43408", - "issue:43232|issue:44336", "issue:44496|issue:45003", + "issue:43232|issue:44336", "issue:43262|issue:44246", "issue:43295|issue:45292", "issue:44060|issue:44077", @@ -9737,209 +9783,220 @@ "issue:43646|issue:44162", "issue:43381|issue:45292", "issue:43381|issue:45335", + "issue:28282|issue:30990", + "issue:44361|issue:44749", "issue:42673|issue:43704", - "issue:28282|issue:30990" + "issue:44077|issue:45003" ], - "prepared_review_unit_hash": "6d27097b48b3df46830f9265dca57dc522e091369ddd903124e72e6910c4197b", + "prepared_review_unit_hash": "7b3875622749e34cc602835f5fb648637318212191ac07e65ecdbd8888cc3442", "component_budget": { "node_count": 364, "item_count": 364, "soft_pair_count": 1360, - "serialized_chars": 701642, - "estimated_input_tokens": 175411, - "estimated_eval_tokens": 351078 + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36342, - "estimated_input_tokens": 9086, - "estimated_eval_tokens": 18428 + "serialized_chars": 36373, + "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 mostly a set of unrelated issue reports with a few loose topical overlaps. The only clear duplicate is the Qwen3ForCausalLM VRAM leak report, which appears in two identical-titled issues.", - "confidence": 0.96, - "canonical_issue_reason": "issue:42673 is the older, fuller report and the exact duplicate anchor for issue:43704.", + "summary": "This cluster is highly heterogeneous: the items mostly cover unrelated Transformers bugs across import/load, generation, tokenizers, multimodal processors, and model-specific regressions. I don\u2019t see any true duplicate pairs among the soft candidates.", + "confidence": 0.36, + "canonical_issue_reason": "No single issue is a clear canonical duplicate for the cluster. If forced to pick the broadest representative, issue 45278 is the closest because it describes wide-ranging import failures after upgrade, but it does not actually subsume the rest.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42673 is the strongest representative issue here: it is specific, well-scoped, and has an exact duplicate counterpart.", + "best_issue_reason": "Issue 45278 is the most generic user-facing regression in the set and is the closest thing to an umbrella report, though the cluster overall is too mixed to justify a strong canonical choice.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44987", - "right": "issue:45459", - "accept": false, - "reason": "Different failures: model loading/version compatibility vs tokenizer protobuf error masking." - }, - { - "left": "issue:43901", - "right": "issue:45003", - "accept": false, - "reason": "Docs mismatch for a pipeline option is unrelated to unsafe sys.modules access." - }, { "left": "issue:42886", "right": "issue:45229", "accept": false, - "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU OOM are unrelated." + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are unrelated failure modes." }, { "left": "issue:44995", "right": "issue:45200", "accept": false, - "reason": "A forward-pass crash in GlmMoeDsa is not the same as Gemma4 token-id defaults." + "reason": "A stale indexer cache crash in GLM-MoE is not the same as Gemma 4 requiring default mm_token_type_ids." }, { "left": "issue:41628", "right": "issue:41950", "accept": false, - "reason": "Both mention image processors, but one is an import error and the other is a pipeline selection bug." + "reason": "Missing AutoImageProcessor import and a video-classification pipeline misusing image processors are different bugs." }, { "left": "issue:43257", "right": "issue:45137", "accept": false, - "reason": "Different DeepSpeed problems: weight conversion under accelerate+deepspeed vs a ZeRO3 deque error." + "reason": "Qwen3 MOE weight conversion with accelerate/deepspeed is not the same as a ZeRO3 deque underflow." }, { "left": "issue:43065", "right": "issue:43408", "accept": false, - "reason": "SAM3 config/type warning and a dummy Conv2d implementation are separate bugs." + "reason": "Dummy Conv2d in Sam3PixelDecoder and a model-type warning for sam3_video vs sam3_tracker are separate SAM3 issues." }, { - "left": "issue:43232", - "right": "issue:44336", + "left": "issue:44496", + "right": "issue:45003", "accept": false, - "reason": "Generation kwargs handling after sync_gpus is unrelated to ANSI code output in loading_report." + "reason": "Unrecognized model/config loading and unsafe sys.modules access in modeling_utils are not the same code-path problem." }, { - "left": "issue:44496", - "right": "issue:45003", + "left": "issue:43232", + "right": "issue:44336", "accept": false, - "reason": "Model config recognition failure is unrelated to unsafe sys.modules access." + "reason": "Generation kwargs after sync_gpus and ANSI codes in loading_report are unrelated." }, { "left": "issue:43262", "right": "issue:44246", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting is unrelated to import slowdowns." + "reason": "Audio chat-template sampling rate defaults and slow import times are different issues." }, { "left": "issue:43295", "right": "issue:45292", "accept": false, - "reason": "Processor.tokenizer regression and resize_token_embeddings behavior affect different code paths." + "reason": "A processor/tokenizer regression with images is not the same as resize_token_embeddings not updating output embeddings." }, { "left": "issue:44060", "right": "issue:44077", "accept": false, - "reason": "Tied-weights warning in Qwen3-Next is not the same as patchtsmixer post_init policy." + "reason": "Incorrect tied-weights warning in Qwen3-Next and patchtsmixer post_init policy are unrelated." }, { "left": "issue:43475", "right": "issue:43540", "accept": false, - "reason": "SAM3 vision encoder output attribute loss and Qwen3OmniMoe video processing are different bugs." + "reason": "Missing fpn_position_embeddings in SAM 3 Video and Qwen3OmniMoe video-input ValueError are different failures." }, { "left": "issue:44466", "right": "issue:45335", "accept": false, - "reason": "Both involve weight handling, but they are different symptoms on different model families." + "reason": "Inconsistent lm_head serialization and t5gemma decoder.embed_tokens not updating are related to embedding resizing, but they are distinct bugs and not mergeable as one fix." }, { "left": "issue:43653", "right": "issue:44162", "accept": false, - "reason": "BigBirdTokenizer special-token registration and ESM2 breakage are unrelated." + "reason": "BigBirdTokenizer special-token registration and broad ESM2 breakage are not the same underlying defect." }, { "left": "issue:44368", "right": "issue:44977", "accept": false, - "reason": "A tied-embeddings warning is not the same as a flash-attention generation failure." + "reason": "A tie_word_embeddings warning during Qwen3.5 LoRA fine-tuning is not the same as flash-attention generation misbehavior." }, { "left": "issue:44933", "right": "issue:45459", "accept": false, - "reason": "Missing image_utils import and protobuf decode-error handling are unrelated tokenizer/import issues." + "reason": "Missing import from image_utils and protobuf decode-error handling hiding tokenizer errors are unrelated." }, { "left": "issue:43441", "right": "issue:43606", "accept": false, - "reason": "FlashAttention failure in Ministral-3 is unrelated to a CPU offload device mismatch in bark-small." + "reason": "FlashAttention failure for Ministral-3 and CPU offload device mismatch for bark-small are different model-specific bugs." }, { "left": "issue:43673", "right": "issue:44734", "accept": false, - "reason": "Both involve generation/cache behavior, but they hit different paths and failure modes." + "reason": "Missing GenerationMixin cache during chunked prefill and a serve API KV-cache indexing crash are not the same code-path." }, { "left": "issue:44869", "right": "issue:45356", "accept": false, - "reason": "Whisper timestamp decoding crash and Kimi tokenizer codec regression are not the same bug." + "reason": "Whisper word-timestamp decoding crash and Kimi-K2.5 tokenizer regression are unrelated." }, { "left": "issue:43232", "right": "issue:43673", "accept": false, - "reason": "Generation kwargs syncing and chunked-prefill cache missing are distinct generation issues." + "reason": "Both concern generation internals, but one is sync_gpus kwargs handling and the other is missing cache in chunked prefill; not the same bug." }, { "left": "issue:43931", "right": "issue:44368", "accept": false, - "reason": "Weight-shape mismatch on model load is unrelated to tie_word_embeddings warnings." + "reason": "Qwen3-VL weight shape mismatch and Qwen3.5 tied-embedding warning are different model-loading vs config-warning issues." }, { "left": "issue:44297", "right": "issue:44623", "accept": false, - "reason": "Tokenizer save_pretrained metadata mismatch and processor save_pretrained missing files are different serialization bugs." + "reason": "Tokenizer save_pretrained metadata mismatch and processor.save_pretrained missing files are distinct serialization bugs." + }, + { + "left": "issue:43673", + "right": "issue:45278", + "accept": false, + "reason": "A generation cache regression is not the same as broad import errors after upgrading." }, { "left": "issue:43646", "right": "issue:44162", "accept": false, - "reason": "Generic v5 custom model initialization breakage is not the same as the ESM2-specific failure." + "reason": "Transformers 5 breaking custom model init and ESM2 being broken are different reports, even if both are high-level regressions." }, { "left": "issue:43381", "right": "issue:45292", "accept": false, - "reason": "Gradient checkpointing in eval mode and resize_token_embeddings behavior do not share a concrete bug." + "reason": "Gradient checkpointing in eval mode and resize_token_embeddings behavior are unrelated." }, { - "left": "issue:42673", - "right": "issue:43704", - "accept": true, - "reason": "Exact same title and same VRAM leak description; clear duplicate pair." + "left": "issue:43381", + "right": "issue:45335", + "accept": false, + "reason": "Gradient checkpointing eval-mode support and t5gemma embedding resize propagation are different issues." }, { "left": "issue:28282", "right": "issue:30990", "accept": false, - "reason": "PyTorch import absence and Sentence Transformers loading hangs are unrelated." + "reason": "PyTorch missing ImportError and Sentence Transformers loading hang are not the same underlying problem." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer task AttributeError and the Chinese performance regression after upgrade are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": false, + "reason": "These are duplicate titles, but the paired items are separate reports of the same Qwen3ForCausalLM VRAM leak; as a soft-duplicate they could be the same bug, but the evidence here is only title-level and one is much shorter. Rejecting conservatively because there is no body/diff confirmation." + }, + { + "left": "issue:44077", + "right": "issue:45003", + "accept": false, + "reason": "patchtsmixer post_init policy and sys.modules access in modeling_utils are unrelated." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: the only clearly duplicated pair is issue:42673 / issue:43704, which match on title and are consistent with the older/fuller canonical choice. The remaining soft-edge verdicts are conservative false calls and the explanations stay within what the packet supports." - }, - "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 }, @@ -9951,8 +10008,8 @@ "review_unit_count": 41, "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-15354-364", "nodes": [ @@ -9975,15 +10032,14 @@ "issue:43673", "issue:43701", "issue:43873", + "issue:43976", "issue:44038", - "issue:44077", "issue:44079", "issue:44164", "issue:44188", "issue:44222", "issue:44242", "issue:44351", - "issue:44361", "issue:44568", "issue:44623", "issue:44661", @@ -9992,10 +10048,11 @@ "issue:44869", "issue:44933", "issue:44945", - "issue:45003", + "issue:44964", "issue:45081", "issue:45092", "issue:45103", + "issue:45137", "issue:45200", "issue:45230", "issue:45310", @@ -10006,14 +10063,12 @@ "issue:45478" ], "soft_pairs": [ - "issue:44361|issue:44749", - "issue:44077|issue:45003", "issue:44749|issue:45310", "issue:45230|issue:45397", "issue:44038|issue:44623", "issue:43475|issue:45381", - "issue:42994|issue:43482", "issue:43475|issue:43643", + "issue:42994|issue:43482", "issue:43701|issue:44749", "issue:42371|issue:45092", "issue:45081|issue:45103", @@ -10035,244 +10090,246 @@ "issue:44038|issue:45310", "issue:30990|issue:35141", "issue:43377|issue:44242", - "issue:43479|issue:44079", "issue:43673|issue:44188", + "issue:43479|issue:44079", "issue:36010|issue:41628", + "issue:42898|issue:44568", "issue:43479|issue:44869", - "issue:42898|issue:44568" + "issue:44964|issue:45137", + "issue:43976|issue:44933" ], - "prepared_review_unit_hash": "7062516464194a64f2c5045aee5daadba05a2c3200154981c54d730907c23753", + "prepared_review_unit_hash": "646d62ac58760121446704a8bccf7a7decaefe268b10983d03d02b353b4c09f6", "component_budget": { "node_count": 364, "item_count": 364, "soft_pair_count": 1360, - "serialized_chars": 701642, - "estimated_input_tokens": 175411, - "estimated_eval_tokens": 351078 + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37493, - "estimated_input_tokens": 9374, - "estimated_eval_tokens": 19004 + "serialized_chars": 37532, + "estimated_input_tokens": 9383, + "estimated_eval_tokens": 19022 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: unrelated model-loading, tokenizer, generation, quantization, and multimodal bugs are mixed together. There is one clear near-duplicate theme around Qwen3.5 MoE from_pretrained failures, but the provided soft pairs do not include the strongest duplicate edge.", - "confidence": 0.68, - "canonical_issue_reason": "Best canonical issue is the most concrete and representative bug report in the only clear duplicate theme: the Qwen3.5 MoE from_pretrained failure.", + "summary": "This cluster is highly heterogeneous: most items are unrelated model-specific regressions, import errors, or configuration bugs. I did not find any soft pair that clearly describes the same underlying bug/change. The strongest candidate issue is the duplicated Qwen3.5-Moe from_pretrained report (#45310, exact twin of #45478).", + "confidence": 0.36, + "canonical_issue_reason": "Issue #45310 is the cleanest canonical choice because it has an exact title duplicate in #45478 and describes a concrete, self-contained regression.", "canonical_pr_reason": null, - "best_issue_reason": "Strongest overall issue to keep as the cluster representative because it is specific, reproducible, and closest to the only apparent duplicate family in this set.", + "best_issue_reason": "Best representative of the cluster, if one must be chosen, because it is a clear bug report with an exact duplicate and the most obvious dedupe target.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44361", - "right": "issue:44749", - "accept": false, - "reason": "Different failures: MLukeTokenizer task AttributeError vs a Chinese-language performance slowdown report; no shared code-path bug." - }, - { - "left": "issue:44077", - "right": "issue:45003", - "accept": false, - "reason": "One is a patchtsmixer post_init policy issue, the other is a sys.modules access bug; unrelated symptoms and fixes." - }, { "left": "issue:44749", "right": "issue:45310", "accept": false, - "reason": "Performance regression in data filtering vs Qwen3.5 MoE from_pretrained error; not the same bug." + "reason": "Different problems: performance regression in data filtering after upgrade vs a Qwen3.5-Moe from_pretrained failure." }, { "left": "issue:45230", "right": "issue:45397", "accept": false, - "reason": "Generic bug report vs Gemma-4 zero3 from_pretrained failure; insufficiently related." + "reason": "Generic bug report vs a Gemma-4 ZeRO3 from_pretrained issue; no shared concrete code path." }, { "left": "issue:44038", "right": "issue:44623", "accept": false, - "reason": "Qwen3-VL-Moe loading bug vs processor.save_pretrained missing files; different code paths." + "reason": "Qwen3-VL-Moe bug vs processor.save_pretrained missing files; unrelated symptoms and code paths." }, { "left": "issue:43475", "right": "issue:45381", "accept": false, - "reason": "Both are video/VL issues, but for different models and different attributes/position-id logic." + "reason": "Different models and failures: SAM 3 Vision missing attribute vs Qwen2.5-VL video position-id bug." }, { - "left": "issue:42994", - "right": "issue:43482", + "left": "issue:43475", + "right": "issue:43643", "accept": false, - "reason": "Quantized saving failure vs GGUF loading failure; opposite directions and different model formats." + "reason": "SAM 3 Vision attribute error vs AutoConfig trust_remote_code missing fields; unrelated issues." }, { - "left": "issue:43475", - "right": "issue:43643", + "left": "issue:42994", + "right": "issue:43482", "accept": false, - "reason": "SAM 3 Video attribute error vs AutoConfig missing fields with trust_remote_code; unrelated root causes." + "reason": "Quantized model saving failure vs Qwen2.5-GGUF loading failure; one is save-path, the other load-path." }, { "left": "issue:43701", "right": "issue:44749", "accept": false, - "reason": "Checkpoint key mismatch vs data filtering slowdown; no overlap in bug mechanism." + "reason": "Checkpoint resume key mismatch is unrelated to the slow filtering regression." }, { "left": "issue:42371", "right": "issue:45092", "accept": false, - "reason": "TF32 settings warning vs InternVL2 meta-init incompatibility; different subsystems." + "reason": "TF32 API settings change vs remote-code checkpoint/meta-init incompatibility; different subsystems and bugs." }, { "left": "issue:45081", "right": "issue:45103", "accept": false, - "reason": "Tokenizer regex patch crash vs auto_docstring annotations crash; different failures and files." + "reason": "Tokenizer regex patch crash vs auto_docstring annotations crash; no shared underlying code path." }, { "left": "issue:45375", "right": "issue:45478", "accept": false, - "reason": "Missing vision-config field vs generic Qwen3.5 MoE from_pretrained error; related model family but not the same concrete bug." + "reason": "Both mention Qwen3.5-Moe, but one is a missing config field while the other is a generic from_pretrained error; not enough to treat as the same bug." }, { "left": "issue:41628", "right": "issue:44933", "accept": false, - "reason": "Both are import problems, but they concern different symbols and likely different export mistakes." + "reason": "Both are import-related, but they reference different missing symbols and likely different fixes." }, { "left": "issue:45310", "right": "issue:45375", "accept": false, - "reason": "Qwen3.5 MoE from_pretrained error and a missing vision-config field are related only by model family, not the same bug." + "reason": "Related model family, but one is a generic from_pretrained error and the other is a specific missing config field; too weak to merge." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Quantization offloading issue vs pipeline parallelism output correctness; different runtime paths." + "reason": "Quantization offloading behavior vs pipeline-parallel generation output correctness; distinct bugs." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "Vitpose model breakage vs Gemma 4 token-type-id behavior; unrelated models and features." + "reason": "VitPose breakage vs Gemma 4 token-type-id defaulting; unrelated model families and code paths." }, { "left": "issue:43475", "right": "issue:44661", "accept": false, - "reason": "SAM 3 Video attribute error vs tokenizer mapping registration failure; unrelated." + "reason": "Model output attribute missing vs tokenizer mapping registration failure; unrelated." }, { "left": "issue:42994", "right": "issue:43525", "accept": false, - "reason": "Quantized save failure vs Llama4Config missing pad_token_id; different objects and symptoms." + "reason": "Quantized model saving failure vs missing pad_token_id on Llama4Config; different issue classes." }, { "left": "issue:42831", "right": "issue:44222", "accept": false, - "reason": "FP8 accuracy issue vs FP8 save_pretrained/moe issue; both mention FP8 but not the same concrete bug." + "reason": "FP8 accuracy regression vs FP8 moe save_pretrained bug; both FP8-related but not the same bug." }, { "left": "issue:45362", "right": "issue:45375", "accept": false, - "reason": "Qwen3.5 chat crash vs missing deepstack_visual_indexes field; different failure modes." + "reason": "Both are Qwen3.5-related, but one is a chat crash and the other is a config-field omission; not the same underlying defect." }, { "left": "issue:45310", "right": "issue:45397", "accept": false, - "reason": "Both mention from_pretrained, but for different models and different incompatibilities." + "reason": "Same method name in the title, but different model families and failure modes; not a duplicate." }, { "left": "issue:43232", "right": "issue:44188", "accept": false, - "reason": "Generation kwargs update bug vs attention kernel divergence under torch.compile; unrelated." + "reason": "Generation kwargs update after sync_gpus vs attention kernel divergence under torch.compile; unrelated." }, { "left": "issue:44222", "right": "issue:45310", "accept": false, - "reason": "FP8 save_pretrained moe issue vs Qwen3.5 MoE from_pretrained error; same broad family, different concrete path." + "reason": "FP8 moe save_pretrained issue vs Qwen3.5-Moe from_pretrained error; different operations and failures." }, { "left": "issue:41628", "right": "issue:44351", "accept": false, - "reason": "Both are missing-import reports, but for different classes and different API surfaces." + "reason": "Different import errors for different objects; no evidence they stem from the same bug." }, { "left": "issue:42994", "right": "issue:44164", "accept": false, - "reason": "Quantized model saving failure vs extra_state serialization/deserialization failure; not the same bug." + "reason": "Both involve saving/loading, but one is quantized model saving and the other is extra_state handling; too broad to merge." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Generation kwargs handling vs a failed janus image-generation test; no shared underlying issue." + "reason": "Generation bookkeeping bug vs a Janus model test failure; not the same code path." }, { "left": "issue:44038", "right": "issue:45310", "accept": false, - "reason": "Both are Qwen MoE-related, but one is a Qwen3-VL-Moe bug and the other is a Qwen3.5 MoE from_pretrained failure; too different to merge." + "reason": "Qwen3-VL-Moe bug vs Qwen3.5-Moe loading error; different models and bugs." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "Sentence Transformers loading hang vs embedding resize/post_init reinitialization; unrelated." + "reason": "Sentence Transformers loading hang vs token-embedding resize reinitialization; unrelated." }, { "left": "issue:43377", "right": "issue:44242", "accept": false, - "reason": "MIMI padding-mask mismatch vs MoE load-balancing loss omission; different model components and symptoms." + "reason": "MIMI padding-mask discrepancy vs missing load-balancing loss when router logits are off; unrelated." }, { - "left": "issue:43479", - "right": "issue:44079", + "left": "issue:43673", + "right": "issue:44188", "accept": false, - "reason": "Config initialization with None vs ModelOutput key assignment bug; different object layers." + "reason": "Generation cache missing in v5 chunked prefill vs torch.compile branching divergence; different problems." }, { - "left": "issue:43673", - "right": "issue:44188", + "left": "issue:43479", + "right": "issue:44079", "accept": false, - "reason": "Missing GenerationMixin cache in v5 chunked prefill vs attention-kernel divergence under compile; unrelated." + "reason": "Multimodal config default initialization bug vs ModelOutput None-key assignment bug; unrelated." }, { "left": "issue:36010", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they involve different removed/missing symbols and different fixes." + "reason": "Import errors for different names from different modules; not the same issue." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer behavior changes in v5, but they affect different features and code paths." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Multimodal config defaulting bug vs Whisper timestamp decode crash; unrelated." + "reason": "Multimodal config initialization vs Whisper timestamp decode crash; unrelated." }, { - "left": "issue:42898", - "right": "issue:44568", + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal loading regression vs DeepSpeed ZeRO3 deque error; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44933", "accept": false, - "reason": "Both are tokenizer behavior changes in v5, but they are different regressions affecting different APIs and models." + "reason": "Python version compatibility issue vs missing import from image_utils; unrelated." } ] }, @@ -10291,8 +10348,8 @@ "review_unit_count": 41, "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-15354-364", "nodes": [ @@ -10311,7 +10368,6 @@ "issue:43784", "issue:43824", "issue:43874", - "issue:43976", "issue:44060", "issue:44077", "issue:44188", @@ -10327,13 +10383,14 @@ "issue:44448", "issue:44483", "issue:44484", + "issue:44485", "issue:44514", "issue:44568", "issue:44623", "issue:44734", "issue:44779", + "issue:44913", "issue:44933", - "issue:44964", "issue:44977", "issue:45092", "issue:45103", @@ -10346,8 +10403,6 @@ "issue:45459" ], "soft_pairs": [ - "issue:44964|issue:45137", - "issue:43976|issue:44933", "issue:42175|issue:44933", "issue:43784|issue:43824", "issue:43278|issue:45137", @@ -10365,8 +10420,8 @@ "issue:41628|issue:45459", "issue:44222|issue:44297", "issue:42898|issue:43295", - "issue:43479|issue:43644", "issue:44442|issue:45459", + "issue:43479|issue:43644", "issue:44222|issue:44623", "issue:42831|issue:44623", "issue:44206|issue:45103", @@ -10379,246 +10434,242 @@ "issue:43723|issue:44977", "issue:44263|issue:45092", "issue:44295|issue:44623", - "issue:44514|issue:45103" + "issue:44514|issue:45103", + "issue:43479|issue:44913", + "issue:44373|issue:44485" ], - "prepared_review_unit_hash": "69ad125856676450611c28f1a50bf050cd8281176920b04d5710d56f19de4c2b", + "prepared_review_unit_hash": "9d83b6a203fbdbcf2af92fdfa8eb4259690c6be1eaa7a34d2cbfaec6865643af", "component_budget": { "node_count": 364, "item_count": 364, "soft_pair_count": 1360, - "serialized_chars": 701642, - "estimated_input_tokens": 175411, - "estimated_eval_tokens": 351078 + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 34, - "serialized_chars": 37842, - "estimated_input_tokens": 9461, - "estimated_eval_tokens": 19178 + "serialized_chars": 37801, + "estimated_input_tokens": 9451, + "estimated_eval_tokens": 19158 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is largely heterogeneous: mostly unrelated Transformers import, tokenizer, processor, and model-regression issues. None of the soft pairs look like the same concrete bug/change, so I would not merge any of them as duplicates.", - "confidence": 0.94, - "canonical_issue_reason": null, + "summary": "The set is heterogeneous: mostly distinct Transformers v5 regressions, import errors, and model-specific API bugs. I don\u2019t see any soft pair that clearly describes the same underlying change or bug, so I\u2019d anchor the cluster on the broadest tokenizer-regression issue rather than treating these as true duplicates.", + "confidence": 0.41, + "canonical_issue_reason": "issue:42898 is the broadest user-facing regression in the set, centered on a v5 tokenizer behavior change, and it sits closest to several tokenizer-related similarity links.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42898 is the strongest representative of the cluster\u2019s recurring theme of Transformers v5 tokenizer behavior regressions, but it is still not a true duplicate anchor for the whole set.", + "best_issue_reason": "issue:42898 is the best representative issue: broad, clearly described, and more general than the model-specific or one-off API/import failures around it.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44964", - "right": "issue:45137", - "accept": false, - "reason": "Different failures: Phi-4 multimodal model loading vs DeepSpeed ZeRO3 deque underflow." - }, - { - "left": "issue:43976", - "right": "issue:44933", - "accept": false, - "reason": "Python-version incompatibility is unrelated to the missing image_utils import." - }, { "left": "issue:42175", "right": "issue:44933", "accept": false, - "reason": "Backend packaging for torch/tensorflow is unrelated to an import from image_utils." + "reason": "Different problems: pip backend/install packaging vs an image_utils import/export issue." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Sentence-transformers import NameError and missing Qwen2.5-VL export are different code paths." + "reason": "Both are import errors, but they target different symbols and different failure paths." }, { "left": "issue:43278", "right": "issue:45137", "accept": false, - "reason": "BF16->FP32 eval dtype drift is unrelated to ZeRO3 deque errors." + "reason": "One is dtype drift between train/eval, the other is a ZeRO3 deque/indexing crash." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Processor save_pretrained missing files is not the same as Qwen3.5-MoE from_pretrained failure." + "reason": "Processor save_pretrained missing files is unrelated to a Qwen3.5 MoE from_pretrained failure." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "torch.compile branching bug and a docstring issue are unrelated." + "reason": "Attention kernel divergence under torch.compile is unrelated to a docstring issue." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Wrong tied-weights warning is not the same as a missing _tp_plan attribute." + "reason": "Different Qwen3 issues: a tied-weights warning vs missing tensor-parallel plan support." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "KV-cache indexing crash and auto_docstring AttributeError are unrelated." + "reason": "Serving KV-cache indexing crash is unrelated to auto_docstring annotation handling." }, { "left": "issue:42898", "right": "issue:45356", "accept": false, - "reason": "Both are tokenizer regressions, but they are different bugs with different symptoms and fixes." + "reason": "Both are tokenizer regressions, but they involve different code paths and different model families." }, { "left": "issue:45137", "right": "issue:45276", "accept": false, - "reason": "ZeRO3 deque underflow is unrelated to gemma4 resize_token_embeddings propagation." + "reason": "ZeRO3 deque crash is unrelated to resize_token_embeddings not propagating changes." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Tokenizer loading failure and BOS/EOS add_special_tokens behavior are distinct issues." + "reason": "Tokenizer loading failure and BOS/EOS special-token behavior are different bugs." }, { "left": "issue:42898", "right": "issue:44779", "accept": false, - "reason": "clean_up_tokenization_spaces behavior change is not the same as Deepseek tokenizer output corruption." + "reason": "Both are v5 tokenizer regressions, but the reported symptoms and affected models differ." }, { "left": "issue:43874", "right": "issue:45092", "accept": false, - "reason": "Missing image patch count method is unrelated to remote-code checkpoint meta-init compatibility." + "reason": "Missing image-patch method is unrelated to remote-code meta-init incompatibility." }, { "left": "issue:44077", "right": "issue:44242", "accept": false, - "reason": "Optional post_init policy and missing MoE load-balancing loss are different implementation bugs." + "reason": "PatchTSMixer post_init policy and MoE load-balancing loss are unrelated." }, { "left": "issue:42898", "right": "issue:44448", "accept": false, - "reason": "Token cleanup regression and Pegasus output drift are not the same concrete bug." + "reason": "Tokenizer spacing behavior changes are not the same as Pegasus output differences." }, { "left": "issue:41628", "right": "issue:45459", "accept": false, - "reason": "Missing AutoImageProcessor import and protobuf error masking are unrelated." + "reason": "Missing AutoImageProcessor import is unrelated to tokenizer error masking without protobuf." }, { "left": "issue:44222", "right": "issue:44297", "accept": false, - "reason": "FP8 save_pretrained/moe issues do not match tokenizer_class metadata mismatch on save_pretrained." + "reason": "Both involve save_pretrained, but one is FP8 MoE saving and the other is tokenizer config metadata." }, { "left": "issue:42898", "right": "issue:43295", "accept": false, - "reason": "Tokenizer cleanup change is unrelated to processor.tokenizer regression in v4.57.5." + "reason": "Tokenizer cleanup behavior and processor.tokenizer regressions are different API breaks." }, { - "left": "issue:43479", - "right": "issue:43644", + "left": "issue:44442", + "right": "issue:45459", "accept": false, - "reason": "Default multimodal config initialization and junk non-persistent buffers are different bugs." + "reason": "FastSpeech2 tokenizer loading and protobuf error handling are unrelated." }, { - "left": "issue:44442", - "right": "issue:45459", + "left": "issue:43479", + "right": "issue:43644", "accept": false, - "reason": "FastSpeech2ConformerTokenizer loading and protobuf error handling are different failure modes." + "reason": "Phi4Multimodal config defaults and non-persistent buffer junk are different initialization bugs." }, { "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "MoE FP8 save_pretrained and processor.save_pretrained missing files are not the same bug." + "reason": "FP8 MoE save_pretrained and processor save_pretrained missing files are different components and failures." }, { "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FP8 accuracy regression is unrelated to processor.save_pretrained file omission." + "reason": "FineGrainedFP8 accuracy loss is unrelated to processor save_pretrained file omission." }, { "left": "issue:44206", "right": "issue:45103", "accept": false, - "reason": "FeatureExtractor center-arg crash and auto_docstring annotation handling are unrelated." + "reason": "Feature extractor center-arg crash is unrelated to auto_docstring annotation handling." }, { "left": "issue:22355", "right": "issue:28282", "accept": false, - "reason": "onnx module import failure is unrelated to missing PyTorch backend detection." + "reason": "No module named transformers.onnx is not the same as missing PyTorch for AutoModel." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer config mismatch on save and Qwen3.5-MoE from_pretrained failure are different issues." + "reason": "Tokenizer_class metadata mismatch is unrelated to Qwen3.5 MoE loading failure." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "Chat/completions request rejection and Gemma4Processor _tokenizer crash are different server/processor bugs." + "reason": "Both involve serving, but one is chat/completions request handling and the other is a Gemma4Processor attribute crash." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "Transformer export import error and huggingface_hub offline_mode import error are unrelated." + "reason": "Missing AutoImageProcessor import and missing is_offline_mode import are different symbols and causes." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8 save_pretrained bug and a max_shard_size question are not the same change." + "reason": "MoE FP8 save_pretrained is unrelated to the max_shard_size question." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "These are both DSA-indexer-related, but one is about torch.split outputs and the other about a missing ReLU; not the same bug." - }, - { - "left": "issue:44295", - "right": "issue:45310", - "accept": false, - "reason": "position_ids buffer access error is unrelated to Qwen3.5-MoE from_pretrained failure." + "reason": "Both mention the DSA indexer, but they describe different missing operations and bugs." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Tokenizer loading issue is unrelated to flash-attention generation regressions." + "reason": "AutoTokenizer loading failure is unrelated to Qwen3.5 flash-attention generation drift." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "GlmMoeDsaIndexer split handling and InternVL2 meta-init incompatibility are unrelated." + "reason": "DSA indexing return values are unrelated to meta-initialization compatibility." }, { "left": "issue:44295", "right": "issue:44623", "accept": false, - "reason": "position_ids buffer error is unrelated to processor.save_pretrained missing files." + "reason": "Position_ids buffer access error is unrelated to processor save_pretrained file output." }, { "left": "issue:44514", "right": "issue:45103", "accept": false, - "reason": "Qwen2_5_VLProcessor batched apply_chat_template crash and auto_docstring AttributeError are unrelated." + "reason": "Batch chat-template crash and auto_docstring attribute crash are unrelated code paths." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Multimodal config defaulting and GPTNeoX rotary_pct reload behavior are different configuration bugs." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "A wrong docstring and GLM-5 RoPE implementation are not the same underlying issue." } ] }, @@ -10637,11 +10688,12 @@ "review_unit_count": 41, "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-15354-364", "nodes": [ + "issue:29127", "issue:30990", "issue:33357", "issue:38175", @@ -10658,7 +10710,6 @@ "issue:43232", "issue:43408", "issue:43475", - "issue:43479", "issue:43576", "issue:43723", "issue:43784", @@ -10673,14 +10724,14 @@ "issue:44297", "issue:44373", "issue:44442", - "issue:44485", "issue:44488", "issue:44514", "issue:44521", + "issue:44625", "issue:44704", "issue:44743", + "issue:44829", "issue:44871", - "issue:44913", "issue:44945", "issue:44991", "issue:45092", @@ -10691,14 +10742,12 @@ "issue:45357" ], "soft_pairs": [ - "issue:43479|issue:44913", - "issue:44373|issue:44485", - "issue:43723|issue:44871", "issue:44261|issue:45092", + "issue:43723|issue:44871", "issue:30990|issue:38175", "issue:43723|issue:44991", - "issue:43723|issue:44442", "issue:45092|issue:45357", + "issue:43723|issue:44442", "issue:42886|issue:42994", "issue:42831|issue:45310", "issue:41628|issue:43824", @@ -10713,217 +10762,232 @@ "issue:30990|issue:33357", "issue:44704|issue:45290", "issue:43232|issue:45245", - "issue:43232|issue:44743", "issue:42371|issue:44263", - "issue:42907|issue:44945", "issue:44295|issue:44297", + "issue:42907|issue:44945", + "issue:43232|issue:44743", "issue:43976|issue:44945", "issue:39401|issue:44488", "issue:42907|issue:43937", - "issue:43408|issue:43475" + "issue:43408|issue:43475", + "issue:44625|issue:44829", + "issue:29127|issue:30990", + "issue:41628|issue:45278" ], - "prepared_review_unit_hash": "3a9cc870cdf2e8bd41d9efcc058a302167f345f6a8ddfd1b97df4264991d11b5", + "prepared_review_unit_hash": "3458d1d92146aa682107f5786c686155787816a6f66d83c5db5d944fb6461d91", "component_budget": { "node_count": 364, "item_count": 364, "soft_pair_count": 1360, - "serialized_chars": 701642, - "estimated_input_tokens": 175411, - "estimated_eval_tokens": 351078 + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 35656, - "estimated_input_tokens": 8914, - "estimated_eval_tokens": 18084 + "soft_pair_count": 31, + "serialized_chars": 36063, + "estimated_input_tokens": 9016, + "estimated_eval_tokens": 18288 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are mostly unrelated single-issue reports across tokenizer loading, model config regressions, quantization/saving, import errors, and a few model-specific bugs. No soft pair is a clear same-bug duplicate; most share only a broad subsystem or symptom family.", - "confidence": 0.82, - "canonical_issue_reason": "issue:43723 is the best general anchor: it is a concrete, version-scoped tokenizer-loading regression with a broad symptom that matches the cluster\u2019s repeated loading/import complaints more than the other, narrower reports.", + "summary": "This cluster is mostly over-similar rather than truly duplicate: it mixes tokenizer-loading regressions, import-symbol breakages, quantization/save issues, multimodal chat-template bugs, and unrelated model-specific failures. I would not merge any of the soft pairs.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43723 is the clearest representative of the tokenizer-loading/import regression subset and is the most concrete anchor among the similarly worded v5-related items.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43723 is the strongest standalone issue to represent this set because it is specific, reproducible, and broadly relevant to the tokenizer-loading regressions seen here.", + "best_issue_reason": "issue:45278 is the broadest umbrella for the cluster's v5 upgrade/import-breakage theme, though it is still too vague to serve as a precise duplicate anchor.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43479", - "right": "issue:44913", - "accept": false, - "reason": "Different bugs: one is wrong default vision/audio config initialization in Phi4MultimodalConfig, the other is GPTNeoX rotary_pct not persisting on reload." - }, - { - "left": "issue:44373", - "right": "issue:44485", + "left": "issue:44261", + "right": "issue:45092", "accept": false, - "reason": "Docstring typo versus RoPE implementation behavior; no shared concrete failure." + "reason": "Different bugs: MLA rms_norm_eps precision/config mismatch vs old InternVL2 remote-code/meta-init incompatibility." }, { "left": "issue:43723", "right": "issue:44871", "accept": false, - "reason": "Both concern tokenizer/model config behavior, but one is a tokenizer loading failure and the other is an eos_token_id mismatch." - }, - { - "left": "issue:44261", - "right": "issue:45092", - "accept": false, - "reason": "Different code paths and symptoms: MLA rms_norm_eps precision issue versus remote-code/meta-init incompatibility." + "reason": "Tokenizer loading regression vs Gemma eos_token_id configuration inconsistency." }, { "left": "issue:30990", "right": "issue:38175", "accept": false, - "reason": "Both are model-related user-facing failures, but one is a loading hang and the other is unexpected zero probabilities on a specific model." + "reason": "Unrelated loading hang vs zero-probability inference issue." }, { "left": "issue:43723", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer-loading regressions, but they appear model-specific and not the same concrete bug." + "reason": "Both are tokenizer load failures, but they involve different models and different failure modes." }, { - "left": "issue:43723", - "right": "issue:44442", + "left": "issue:45092", + "right": "issue:45357", "accept": false, - "reason": "AutoTokenizer loading regression versus a specific FastSpeech2ConformerTokenizer load failure; too little evidence they are the same defect." + "reason": "Both involve Qwen3.5, but remote-code/meta-init incompatibility is not the same as save_pretrained key corruption." }, { - "left": "issue:45092", - "right": "issue:45357", + "left": "issue:43723", + "right": "issue:44442", "accept": false, - "reason": "Both involve model compatibility/regression, but one is meta initialization for old InternVL2 checkpoints and the other is incorrect save_pretrained key handling in Qwen3.5." + "reason": "Generic AutoTokenizer v5 loading failure is not the same as FastSpeech2ConformerTokenizer-specific loading failure." }, { "left": "issue:42886", "right": "issue:42994", "accept": false, - "reason": "Offline tokenizer cache loading failure is not the same as quantized model saving failure." + "reason": "Offline cache tokenizer loading bug vs quantized model saving failure." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "FineGrainedFP8 accuracy degradation and Qwen3.5 from_pretrained errors are different problems." + "reason": "FP8 accuracy regression vs Qwen3.5 Moe from_pretrained error." }, { "left": "issue:41628", "right": "issue:43824", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and different model/component paths." + "reason": "Different missing-symbol import errors for different classes/models." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "Shared Qwen context is too broad; one is FP8 accuracy and the other is a model-specific from_pretrained bug." + "reason": "FineGrainedFP8 accuracy issue vs Qwen3-VL-Moe bug." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "transformers env command breakage and sentence-transformers import NameError are distinct failures." + "reason": "CLI/env command bug vs sentence-transformers import NameError." }, { "left": "issue:43122", "right": "issue:44521", "accept": false, - "reason": "Different tokenizer/template issues: changed tokenization behavior versus all-zero assistant masks for multimodal inputs." + "reason": "Tokenization output differences vs multimodal assistant_mask generation bug." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "Tensor split/indexing bug versus a docstring problem; not the same issue." + "reason": "torch.split return handling vs docstring typo." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "Specific missing import from huggingface_hub versus a broad set of import errors after upgrade." + "reason": "Offline-mode import error is a different root cause than broad post-upgrade import failures." }, { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "Tokenizer mapping returning None and AutoProcessor kwargs passthrough are different code paths." + "reason": "TOKENIZER_MAPPING_NAMES None handling vs AutoProcessor cached_file kwargs propagation." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Offline cache loading failure and wrong tokenizer decoder type are unrelated tokenizer issues." + "reason": "Offline tokenizer cache failure vs wrong decoder type in v5." }, { "left": "issue:43122", "right": "issue:44514", "accept": false, - "reason": "Tokenization differences across versions versus apply_chat_template crashing on batched padded=False input." + "reason": "General tokenization differences vs batched apply_chat_template crash." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Different runtime/loading failures with no shared concrete code path." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "AutoProcessor cached_file kwargs bug and assistant/tool-call chat-template crash are different concrete failures." + "reason": "cached_file kwargs propagation vs chat-template crash on assistant tool-call messages." }, { "left": "issue:43232", "right": "issue:45245", "accept": false, - "reason": "Generation kwargs/sync_gpus bug versus a categories-limit runtime error." + "reason": "Generation kwargs update bug vs category-cardinality runtime error." }, { - "left": "issue:43232", - "right": "issue:44743", + "left": "issue:42371", + "right": "issue:44263", "accept": false, - "reason": "Both are generation/model-runtime bugs, but they affect different code paths and symptoms." + "reason": "TF32 settings warning vs torch.split return-value handling." }, { - "left": "issue:42371", - "right": "issue:44263", + "left": "issue:44295", + "right": "issue:44297", "accept": false, - "reason": "TF32 configuration warning and torch.split return-value issue are unrelated." + "reason": "position_ids buffer access error vs tokenizer save_pretrained config mismatch." }, { "left": "issue:42907", "right": "issue:44945", "accept": false, - "reason": "Saving dequantized models and incorrect output under pipeline parallelism are not the same bug." + "reason": "Quantized model save failure vs pipeline-parallelism output bug." }, { - "left": "issue:44295", - "right": "issue:44297", + "left": "issue:43232", + "right": "issue:44743", "accept": false, - "reason": "Reading a registered position_ids buffer and tokenizer_class mismatch in tokenizer_config.json are separate issues." + "reason": "Different generation/cache bugs in separate code paths." }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python version compatibility and pipeline-parallel output corruption are unrelated." + "reason": "Python version compatibility issue vs pipeline-parallel output corruption." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Tokenizer offset_mapping bug and failure to load a specific model are different problems." + "reason": "Qwen3 tokenizer offset_mapping bug vs unrelated tokenizer load failure." }, { "left": "issue:42907", "right": "issue:43937", "accept": false, - "reason": "Model saving failure and invalid GenerationConfig are unrelated." + "reason": "Model saving failure vs invalid GenerationConfig." }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "Model-type warning during instantiation and missing fpn_position_embeddings attribute are different SAM3 video bugs." + "reason": "Type-mismatch warning vs missing-attribute crash in the SAM3 video path." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation bug vs flash_attention_3 training degeneration." + }, + { + "left": "issue:29127", + "right": "issue:30990", + "accept": false, + "reason": "LayoutLMv3 error-message clarity issue vs sentence-transformers loading hang." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Missing AutoImageProcessor import and broad import failures are different root causes and symbols." } ] }, @@ -10942,18 +11006,16 @@ "review_unit_count": 41, "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-15354-364", "nodes": [ "issue:22355", "issue:29127", - "issue:30990", "issue:36296", "issue:38617", "issue:39401", - "issue:41628", "issue:42222", "issue:42371", "issue:42673", @@ -10966,13 +11028,16 @@ "issue:43278", "issue:43441", "issue:43452", + "issue:43493", "issue:43550", "issue:43673", "issue:43784", "issue:43824", + "issue:43874", "issue:43937", "issue:43992", "issue:44038", + "issue:44075", "issue:44222", "issue:44261", "issue:44295", @@ -10982,12 +11047,11 @@ "issue:44373", "issue:44485", "issue:44521", - "issue:44625", "issue:44704", "issue:44779", - "issue:44829", - "issue:44912", + "issue:44936", "issue:44945", + "issue:44964", "issue:44977", "issue:45072", "issue:45200", @@ -10997,227 +11061,252 @@ "issue:45478" ], "soft_pairs": [ - "issue:44625|issue:44829", - "issue:29127|issue:30990", "issue:44360|issue:44485", - "issue:41628|issue:45278", "issue:43116|issue:45200", "issue:39401|issue:44521", - "issue:44038|issue:44297", "issue:44261|issue:44373", + "issue:44038|issue:44297", "issue:43122|issue:44779", "issue:42371|issue:42831", "issue:44038|issue:44295", "issue:36296|issue:43116", "issue:42907|issue:43452", - "issue:43992|issue:44704", "issue:44038|issue:44222", - "issue:43278|issue:44945", + "issue:43992|issue:44704", "issue:43122|issue:44977", + "issue:43278|issue:44945", "issue:45216|issue:45478", "issue:43824|issue:44351", "issue:42907|issue:44222", "issue:42757|issue:44351", "issue:42222|issue:43441", - "issue:42907|issue:44912", "issue:42673|issue:45072", + "issue:42907|issue:44964", "issue:43784|issue:45446", "issue:43064|issue:43673", - "issue:22355|issue:29127", "issue:43550|issue:43784", + "issue:22355|issue:29127", "issue:38617|issue:45278", - "issue:43937|issue:44485" + "issue:43937|issue:44485", + "issue:43116|issue:43493", + "issue:42371|issue:43874", + "issue:44075|issue:44936", + "issue:44222|issue:45478" ], - "prepared_review_unit_hash": "5a78981a98a71c85d5e70a9665cf595b20e3d0275e045b5b4fc7f7814d5d4199", + "prepared_review_unit_hash": "2cc98af0dc2389b505f1f844e95fc7122d99c398c5e5d06f281a64cc9aa93f9b", "component_budget": { "node_count": 364, "item_count": 364, "soft_pair_count": 1360, - "serialized_chars": 701642, - "estimated_input_tokens": 175411, - "estimated_eval_tokens": 351078 + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36231, - "estimated_input_tokens": 9058, - "estimated_eval_tokens": 18372 + "soft_pair_count": 31, + "serialized_chars": 36505, + "estimated_input_tokens": 9127, + "estimated_eval_tokens": 18510 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is very heterogeneous: most items are unrelated model-specific bugs, import regressions, or API/documentation issues. None of the soft pairs look like true duplicates; they mostly share only a broad theme (imports, tokenizers, quantization, or training) rather than the same concrete failure mode.", - "confidence": 0.89, - "canonical_issue_reason": "issue:45278 is the broadest regression report in the set and the most plausible umbrella representative, but it still does not actually unify the other issues.", + "summary": "No soft-edge pair looks like the same underlying bug or change; the set is mostly distinct import regressions, tokenizer issues, model-specific failures, and training/inference bugs. I would not merge any of the proposed pairs.", + "confidence": 0.91, + "canonical_issue_reason": "No exact duplicate stands out; issue 45278 is the broadest umbrella report (many import errors after upgrading to 5.5.0) and is the best single issue to anchor this set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the strongest cluster representative because it describes a wide import-regression symptom after upgrade, which is more general than the other narrowly scoped reports.", + "best_issue_reason": "45278 is the most general and reusable issue in the group, with clear upgrade context and enough breadth to subsume related import-failure reports if needed.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44625", - "right": "issue:44829", - "accept": false, - "reason": "Different bugs: Qwen3.5 config propagation vs flash-attention-3 training degeneration." - }, - { - "left": "issue:29127", - "right": "issue:30990", - "accept": false, - "reason": "Unrelated: layoutlmv3 error-message clarity vs Sentence Transformers loading hang." - }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "Different code paths: DSA indexer/ReLU concern vs GLM-5 RoPE implementation." - }, - { - "left": "issue:41628", - "right": "issue:45278", - "accept": false, - "reason": "One is a specific missing import, the other is a broad upgrade-time import regression; not the same underlying failure." + "reason": "Different topics: DSA indexer/ReLU vs GLM-5 RoPE implementation." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "Different symptoms and subsystems: example-script multi-label output vs Gemma 4 multimodal token IDs." + "reason": "Both involve training/examples, but one is multi-label classification output and the other is Gemma 4 mm_token_type_ids handling." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Tokenizer offset mapping bug vs chat-template assistant mask bug." + "reason": "Both are multimodal/tokenization-related, but the concrete bugs differ: offset_mapping vs assistant_masks." }, { - "left": "issue:44038", - "right": "issue:44297", + "left": "issue:44261", + "right": "issue:44373", "accept": false, - "reason": "Qwen3-VL-Moe runtime/import behavior vs tokenizer save metadata mismatch." + "reason": "MLA q_a_layernorm precision/config bug is unrelated to a position_ids docstring issue." }, { - "left": "issue:44261", - "right": "issue:44373", + "left": "issue:44038", + "right": "issue:44297", "accept": false, - "reason": "MLA RMS-norm precision/config bug vs a docstring issue for position_ids." + "reason": "Qwen3-VL-Moe from_pretrained bug is unrelated to tokenizer.save_pretrained writing the wrong tokenizer_class." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer-related, but one is a general version regression and the other is DeepSeek-specific incorrect tokenization." + "reason": "Both are tokenizer regressions, but they cite different models and no shared concrete code-path is evident." }, { "left": "issue:42371", "right": "issue:42831", "accept": false, - "reason": "TF32 API/deprecation issue is unrelated to FineGrainedFP8 accuracy." + "reason": "TF32 API warning/behavior is unrelated to FineGrainedFP8 accuracy." }, { "left": "issue:44038", "right": "issue:44295", "accept": false, - "reason": "Qwen3-VL-Moe bug is not the same as reading position_ids after buffer registration." + "reason": "Qwen3-VL-Moe loading issue is unrelated to position_ids buffer access." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor-parallel training bug and classification-example output bug are unrelated." + "reason": "Tensor-parallel training bug and multi-label classification empty results are different failure modes." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Saving dequantized models is a different path from gguf_file loading failures." - }, - { - "left": "issue:43992", - "right": "issue:44704", - "accept": false, - "reason": "Missing embed_tokens.weight on load is unrelated to AutoProcessor kwargs forwarding." + "reason": "Dequantized save failure and gguf_file loading breakage are different code paths." }, { "left": "issue:44038", "right": "issue:44222", "accept": false, - "reason": "Both mention MoE, but one is a Qwen3-VL-Moe failure and the other is FP8 save_pretrained behavior." + "reason": "Qwen3-VL-Moe load error and FP8 save_pretrained moe issue are separate model/runtime problems." }, { - "left": "issue:43278", - "right": "issue:44945", + "left": "issue:43992", + "right": "issue:44704", "accept": false, - "reason": "Embedding dtype drift in eval is not the same as pipeline-parallel incorrect output." + "reason": "UMT5Encoder missing weights and AutoProcessor kwargs forwarding are unrelated loader bugs." }, { "left": "issue:43122", "right": "issue:44977", "accept": false, - "reason": "Tokenizer regression and flash-attention generation failure are different bugs." + "reason": "Different tokenizer regressions affecting different model families; not the same bug." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Embedding dtype mismatch in evaluate is unrelated to pipeline-parallel wrong LLM output." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "One concerns save_pretrained checkpoint correctness; the other is a from_pretrained import error." + "reason": "Both mention Qwen3.5 and save/load, but one is save_pretrained checkpoint corruption while the other is from_pretrained loading failure." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Both are import failures, but they are different missing symbols from different modules." + "reason": "Different missing symbols: Qwen2_5_VLForConditionalGeneration vs HybridCache." }, { "left": "issue:42907", "right": "issue:44222", "accept": false, - "reason": "Different model/formats and different save paths: dequantized Ministral/Devstral vs FP8 MoE save_pretrained." + "reason": "Saving dequantized Ministral/Devstral weights and FP8 MoE saving are related only at a high level, not the same bug." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "External huggingface_hub import failure is not the same bug as missing HybridCache in transformers." + "reason": "Different import errors from different symbols and likely different dependency breakages." }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "VitPose model breakage and Ministral flash-attention failure are unrelated." + "reason": "VitPose model breakage is unrelated to Ministral-3 FlashAttention failure." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM and dtype mismatch in bfloat16 inference are distinct issues." }, { "left": "issue:42907", - "right": "issue:44912", + "right": "issue:44964", "accept": false, - "reason": "Saving dequantized models and MXFP4 quantization fallback are different problems." + "reason": "Dequantized save failure and Phi-4 multimodal load failure are different model-loading/saving paths." }, { - "left": "issue:22355", - "right": "issue:29127", + "left": "issue:43784", + "right": "issue:45446", "accept": false, - "reason": "ONNX module import error is unrelated to layoutlmv3 box-content error messaging." + "reason": "sentence-transformers import NameError and flex_attention PyTorch version check are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Wrong optimizer states under FSDP2/PEFT and missing GenerationMixin cache are separate training vs generation bugs." }, { "left": "issue:43550", "right": "issue:43784", "accept": false, - "reason": "torch.compile/SDPA training bug vs sentence-transformers import error; different code paths." + "reason": "torch.compile + SDPA model failure is unrelated to a missing nn import on package load." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "No module transformers.onnx is unrelated to a LayoutLMv3 error-message clarity issue." }, { "left": "issue:38617", "right": "issue:45278", "accept": false, - "reason": "Specific missing layer_type_validation import is not the same as a broad multi-import regression after upgrade." + "reason": "A specific missing symbol import is not the same as a broad bundle of import errors after upgrade." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "GLM-5 generation-config validation and GLM-5 RoPE implementation are different defects." + "reason": "GLM-5 GenerationConfig validation and GLM-5 RoPE implementation are different aspects of the model." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Multi-label classification example failure and SigLIP2 implementation discrepancy are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 configuration warning and GLM46V image-patch API missing method are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "SGD args ignored and trainer.evaluate() failing after train() are different training pipeline bugs." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both mention MoE/save/load, but one is FP8 save_pretrained and the other is a Qwen3.5 from_pretrained regression." } ] }, @@ -11245,29 +11334,28 @@ "issue:38617", "issue:39401", "issue:41628", + "issue:42175", "issue:42222", "issue:42371", + "issue:42617", "issue:42673", "issue:43116", "issue:43408", "issue:43421", "issue:43450", - "issue:43493", "issue:43577", "issue:43582", "issue:43742", "issue:43825", "issue:43827", - "issue:43874", "issue:43906", "issue:43931", "issue:43937", "issue:43976", "issue:43986", "issue:44038", - "issue:44075", "issue:44117", - "issue:44222", + "issue:44220", "issue:44261", "issue:44291", "issue:44410", @@ -11276,7 +11364,6 @@ "issue:44496", "issue:44779", "issue:44829", - "issue:44936", "issue:44945", "issue:44977", "issue:45071", @@ -11284,6 +11371,7 @@ "issue:45083", "issue:45216", "issue:45310", + "issue:45341", "issue:45405", "issue:45446", "issue:45464", @@ -11291,10 +11379,6 @@ "issue:45542" ], "soft_pairs": [ - "issue:43116|issue:43493", - "issue:42371|issue:43874", - "issue:44075|issue:44936", - "issue:44222|issue:45478", "issue:43116|issue:43825", "issue:44038|issue:45478", "issue:43976|issue:45446", @@ -11320,216 +11404,213 @@ "issue:42222|issue:45542", "issue:42371|issue:44261", "issue:43937|issue:44496", - "issue:44483|issue:45464" + "issue:44483|issue:45464", + "issue:38617|issue:44220", + "issue:42617|issue:45341", + "issue:42175|issue:42222" ], - "prepared_review_unit_hash": "6db8993e761c688356efbe1558bc708eb1e69e13c4e3328c8f937b967a9b5ac4", + "prepared_review_unit_hash": "1ed81e8be86640d4d6d216b4d90b40bc753d13bc7ffc1353fc074f10c02239c3", "component_budget": { "node_count": 364, "item_count": 364, "soft_pair_count": 1360, - "serialized_chars": 701642, - "estimated_input_tokens": 175411, - "estimated_eval_tokens": 351078 + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36622, - "estimated_input_tokens": 9156, - "estimated_eval_tokens": 18568 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35697, + "estimated_input_tokens": 8925, + "estimated_eval_tokens": 18106 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a grab bag of unrelated Transformers issues. I only see one plausible near-duplicate subgroup around the Qwen3.5 MoE save/load regression, but the rest are distinct bugs, import errors, docs, or API regressions.", - "confidence": 0.91, - "canonical_issue_reason": "issue:45310 is the best anchor for the only tight subgroup here: it matches the Qwen3.5 MoE from_pretrained/save_pretrained regression and is closely echoed by issue:45216 and issue:45478.", + "summary": "This cluster does not look like a duplicate set: the issues span unrelated tokenizer, model-loading, backend/version-check, docs, and API regressions. I rejected every soft pair.", + "confidence": 0.93, + "canonical_issue_reason": "No canonical issue: these reports cover unrelated bugs and no single item is a clear duplicate hub.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the clearest, most specific representative of a real underlying bug in this cluster; the title directly names the affected model and failure mode.", + "best_issue_reason": "No global best issue: the cluster is heterogeneous, so any representative issue would be arbitrary.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43116", - "right": "issue:43493", - "accept": false, - "reason": "Different bugs: example-script multi-label empty outputs vs a Qwen3.5 tokenization/offset_mapping issue." - }, - { - "left": "issue:42371", - "right": "issue:43874", - "accept": false, - "reason": "Unrelated domains: TF32 configuration messaging vs GLM46V image processor AttributeError." - }, - { - "left": "issue:44075", - "right": "issue:44936", - "accept": false, - "reason": "Optimizer argument handling and trainer lifecycle failure are separate code paths." - }, - { - "left": "issue:44222", - "right": "issue:45478", - "accept": false, - "reason": "Both mention MoE/Qwen-ish loading, but one is FP8 save_pretrained and the other is a from_pretrained load error; not the same concrete bug." - }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Classification example output bug vs pipeline() error-message mismatch; no shared failure mode." + "reason": "Different problems: example script multi-label output vs v5 pipeline error messaging." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Different Qwen-family regressions with different symptoms and likely different loader paths." + "reason": "Different Qwen model families and different failure modes; not the same bug." }, { "left": "issue:43976", "right": "issue:45446", "accept": false, - "reason": "Python version compatibility issue vs a flex_attention version-check bug." + "reason": "Python version compatibility bug vs PyTorch import/version check." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer problems, but they affect different models and different tokenizer behaviors." + "reason": "Both tokenizer regressions, but for different models and symptoms (offset mapping vs incorrect outputs)." }, { "left": "issue:43931", "right": "issue:44945", "accept": false, - "reason": "Weight-shape mismatch on a specific model is unrelated to pipeline-parallelism output corruption." + "reason": "Model weight-shape loading error vs pipeline-parallelism output corruption." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "A qwen3_omni_moe helper bug and a PyTorch import/version check bug are unrelated." + "reason": "qwen3_omni_moe feature-length helper issue vs flex_attention import version check." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Generic tokenizer loading regression vs Qwen3 offset_mapping correctness; too broad and not the same bug." + "reason": "Generic tokenizer loading regression vs specific Qwen3 offset-mapping bug." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "GenerationConfig validation and flash-attention generation failures are different issues." + "reason": "Different model-specific generation failures; no shared code-path evidence." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs still referencing pipeline() is unrelated to flex_attention import/version logic." + "reason": "Docs mentioning removed pipeline API vs flex_attention import gating." }, { "left": "issue:42673", "right": "issue:43906", "accept": false, - "reason": "VRAM leak in dataloader threads vs an isolated reproduction of another issue; no evidence they are the same bug." + "reason": "VRAM leak in multithreaded dataloader use vs an isolated reproduction of another issue." }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized argument handling is not the same as PretrainedConfig type-checking fallout." + "reason": "Unexpected init_empty_weights argument vs PretrainedConfig type-checking breakage." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Batched video processor shape bug vs AutoProcessor crash without torchvision; distinct failure points." + "reason": "Video processor batch-shape bug vs missing-torchvision crash path." }, { "left": "issue:45405", "right": "issue:45446", "accept": false, - "reason": "Dependency version bump problem vs unrelated flex_attention import check." + "reason": "Dependency version bump issue vs PyTorch version check bug." }, { "left": "issue:44829", "right": "issue:45216", "accept": false, - "reason": "Degenerate training with flash_attention_3 is not the same as incorrect checkpoint saving for Qwen3.5." + "reason": "Flash-attention training degeneration vs save_pretrained checkpoint regression." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "A save_pretrained shard-size question is unrelated to the Qwen3.5 MoE load regression." + "reason": "Question about shard size default vs Qwen3.5 from_pretrained failure." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Different tokenizer internals: offset mapping bug vs runtime special-token/post-processor update bug." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols and likely different export regressions." + "reason": "Different missing imports; same broad area but not the same underlying defect." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "Tokenizer mapping None handling and Mistral regex patching are different tokenizer-loading bugs." + "reason": "Tokenizer mapping None handling vs Mistral regex patch crash." }, { "left": "issue:42673", "right": "issue:43582", "accept": false, - "reason": "VRAM leak under threading vs Apple Silicon TypeError in warmup are unrelated." + "reason": "VRAM leak vs Apple Silicon TypeError; unrelated failures." }, { "left": "issue:44410", "right": "issue:45310", "accept": false, - "reason": "Missing qwen3next projections and Qwen3.5 MoE from_pretrained failure are different model issues." + "reason": "qwen3next missing projections vs Qwen3.5 from_pretrained error." }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "SAM3 tracker warning and MobileLLM key error have no substantive overlap." + "reason": "Model-type mismatch warning vs unrelated MobileLLM key error." + }, + { + "left": "issue:42673", + "right": "issue:43577", + "accept": false, + "reason": "VRAM leak in threaded loading vs dtype mismatch on Blip2 load." }, { "left": "issue:42222", "right": "issue:45542", "accept": false, - "reason": "Broken vitpose models vs TensorFlow-backend detection error are unrelated." + "reason": "Vitpose model breakage vs TensorFlow backend detection issue." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 behavior settings and MLA q_a_layernorm epsilon mismatch are different bugs." + "reason": "TF32 API guidance bug vs MLA rms_norm_eps precision issue." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "Invalid GenerationConfig and unrecognized model/config loading are separate issues." + "reason": "Invalid generation config vs unrecognized model config; different load/generation paths." }, { "left": "issue:44483", "right": "issue:45464", "accept": false, - "reason": "Both hit chat/completions, but one is a general request rejection and the other is a Qwen3.5 streaming-specific failure; not enough to call them the same bug." + "reason": "Both hit chat/completions, but one is a general v5 API rejection and the other is a model-specific streaming inference failure." }, { - "left": "issue:39401", - "right": "issue:43421", + "left": "issue:38617", + "right": "issue:44220", "accept": false, - "reason": "Qwen3 tokenizer offset_mapping bug and runtime special-token/post-processor update behavior are different tokenizer subsystems." + "reason": "ImportError for configuration_utils symbol vs audio feature-extraction helper issue." }, { - "left": "issue:44977", - "right": "issue:45216", + "left": "issue:42617", + "right": "issue:45341", "accept": false, - "reason": "Flash-attention generation failure and checkpoint save corruption are different failure modes." + "reason": "3d_parallel.py execution failure vs testing_utils bug; no shared root cause." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "TensorFlow backend packaging issue vs vitpose model breakage." } ] }, @@ -11555,9 +11636,7 @@ "nodes": [ "issue:38617", "issue:41628", - "issue:42175", "issue:42222", - "issue:42617", "issue:42757", "issue:43012", "issue:43064", @@ -11576,11 +11655,12 @@ "issue:43976", "issue:43986", "issue:44038", + "issue:44062", "issue:44117", - "issue:44220", "issue:44261", "issue:44263", "issue:44315", + "issue:44351", "issue:44368", "issue:44410", "issue:44484", @@ -11603,9 +11683,6 @@ "issue:45542" ], "soft_pairs": [ - "issue:38617|issue:44220", - "issue:42617|issue:45341", - "issue:42175|issue:42222", "issue:44933|issue:45278", "issue:44484|issue:45478", "issue:43066|issue:43122", @@ -11622,15 +11699,15 @@ "issue:45071|issue:45542", "issue:45003|issue:45341", "issue:43931|issue:44410", - "issue:43986|issue:45341", "issue:43097|issue:43452", + "issue:43986|issue:45341", "issue:44117|issue:44987", "issue:43335|issue:45071", "issue:43408|issue:44368", "issue:43931|issue:44038", "issue:43874|issue:44263", - "issue:43986|issue:45372", "issue:44829|issue:45245", + "issue:43986|issue:45372", "issue:43976|issue:45071", "issue:43531|issue:45341", "issue:43064|issue:44315", @@ -11638,259 +11715,262 @@ "issue:44261|issue:44485", "issue:44410|issue:45375", "issue:44704|issue:45103", + "issue:43582|issue:45341", + "issue:44038|issue:44410", + "issue:44062|issue:44117", "issue:43986|issue:44117", - "issue:43582|issue:45341" + "issue:38617|issue:44351" ], - "prepared_review_unit_hash": "517bbcc48b7a14bed764ea38ef4bb51204328e54850ec241c15bf573236ada0f", + "prepared_review_unit_hash": "8263c209cb20b9c64aa70fbac49ea47fa4391208bb69fd32ce9904a01bb3870d", "component_budget": { "node_count": 364, "item_count": 364, "soft_pair_count": 1360, - "serialized_chars": 701642, - "estimated_input_tokens": 175411, - "estimated_eval_tokens": 351078 + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 37, - "serialized_chars": 38627, - "estimated_input_tokens": 9657, - "estimated_eval_tokens": 19570 + "serialized_chars": 38097, + "estimated_input_tokens": 9525, + "estimated_eval_tokens": 19306 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly a loose grab-bag of Transformers regressions: import/API breakages, tokenizer/config changes, model-specific loading failures, and a few training/runtime bugs. There is no strong evidence that any pair is the same concrete issue, so I would not merge any soft-edge candidates.", - "confidence": 0.89, - "canonical_issue_reason": "No single issue clearly dominates as a duplicate hub; the closest to a broad cluster topic is issue 45278 because it summarizes the wide import-regression symptom affecting multiple users, but the set is still heterogeneous.", + "summary": "This cluster is dominated by Transformers v5 regression reports, but they span many unrelated subsystems (imports, tokenizer mappings, model config, generation, FSDP, vision/video processors). The broadest umbrella issue is the open report about many import errors after upgrading to 5.5.0, but the soft pairs are mostly adjacent symptoms rather than the same concrete bug, so none should be merged as duplicates.", + "confidence": 0.63, + "canonical_issue_reason": "issue:45278 is the broadest umbrella report in the set: it explicitly covers many import failures after upgrading Transformers, which matches the dominant theme of the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue 45278 is the best representative issue because it captures the broad user-facing symptom ('many import errors after update') that most closely matches the import/API regression theme seen in several nearby reports.", + "best_issue_reason": "issue:45278 best represents the cluster because it is the most general, user-facing summary of the repeated v5 import regressions; the other issues are narrower, model-specific, or unrelated follow-on bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:38617", - "right": "issue:44220", - "accept": false, - "reason": "Different failures: one is an import error from configuration_utils, the other is an audio feature helper issue. No shared code path or concrete bug." - }, - { - "left": "issue:42617", - "right": "issue:45341", - "accept": false, - "reason": "A failing script entrypoint and a testing_utils bug are unrelated; no evidence they stem from the same defect." - }, - { - "left": "issue:42175", - "right": "issue:42222", - "accept": false, - "reason": "One is a packaging/backend dependency complaint, the other is a model-specific vitpose breakage. Different problems." - }, { "left": "issue:44933", "right": "issue:45278", "accept": false, - "reason": "Both mention import issues, but 45278 is a broad umbrella report while 44933 is one specific missing export; not the same concrete bug." + "reason": "Related import-regression theme, but 45278 is an umbrella report while 44933 is a specific image_utils import failure; not clearly the same bug." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "Unrelated: shard-size behavior in save_pretrained versus a Qwen3.5 MoE from_pretrained loading error." + "reason": "Completely different symptoms: shard-size behavior vs Qwen3.5 MoE from_pretrained loading failure." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Both involve tokenizer behavior in v5, but one is decoder-type selection and the other is tokenization output drift; too different to treat as the same bug." + "reason": "Both tokenizer-related, but one is a decoder-type bug and the other is a tokenization behavior change; different concrete failures." }, { "left": "issue:43673", "right": "issue:45341", "accept": false, - "reason": "Generation cache handling and a testing_utils bug do not share a concrete code path." + "reason": "Chunked-prefill cache issue vs a testing_utils bug; unrelated code paths." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "Removed tie_embeddings API and unexpected position-id keys are different regressions in different areas." + "reason": "Embeddings tying removal warning vs unexpected key/position-id issue; different regression classes." }, { "left": "issue:42222", "right": "issue:45459", "accept": false, - "reason": "Vitpose model breakage and tokenizer protobuf error masking are unrelated model-loading/tokenizer issues." + "reason": "Vitpose model breakage vs tokenizer protobuf error masking; unrelated." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Different Qwen model families and different failure modes; no clear shared defect." + "reason": "Different Qwen-family model failures with different missing pieces and loading paths." }, { "left": "issue:43874", "right": "issue:44261", "accept": false, - "reason": "Separate multimodal/image-processor method omission versus MLA layernorm config precision issue." + "reason": "Missing image-patch API vs missing rms_norm_eps in config; different model-family bugs." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "Both mention flash attention, but one is a Ministral-3 compatibility failure and the other is degenerate training with FlashAttention 3; not mergeable as one bug." + "reason": "Both mention FlashAttention, but one is an inference failure for a specific model and the other is degenerate training with FA3; not the same code-path problem." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "AutoProcessor + torchvision dependency handling is unrelated to save_pretrained shard sizing." + "reason": "AutoProcessor/torchvision loading crash vs save_pretrained shard sizing; unrelated." }, { "left": "issue:43012", "right": "issue:43408", "accept": false, - "reason": "A PyTorch precision warning during bfloat16 compilation is unrelated to a sam3_video/sam3_tracker config warning." + "reason": "A precision warning during bfloat16 compilation vs a model-type mismatch warning; not the same underlying bug." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "Different GLM issues: tensor split semantics versus RoPE implementation." + "reason": "Both GLM-related, but one is a torch.split bug and the other is a RoPE implementation issue; different fixes." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "AutoImageProcessor import failure and PreTrainedConfig type-checking breakage are different API regressions." + "reason": "AutoImageProcessor import error vs PretrainedConfig type-checking regression; different problems." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "Type-checking regression in Transformers v5.4.0 is unrelated to the tensorboard-without-TensorFlow backend error." + "reason": "Type-checking regression in v5.4 vs TensorBoard-only backend detection error; unrelated." }, { "left": "issue:45003", "right": "issue:45341", "accept": false, - "reason": "Unsafe sys.modules access and a testing_utils bug do not look like the same underlying defect." + "reason": "Unsafe sys.modules access vs a testing_utils bug; different subsystems and behaviors." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Model weight-shape mismatch in Qwen3-VL is not the same as missing projections in qwen3next." + "reason": "Qwen3-VL weight-shape mismatch vs Qwen3next missing projections; both model-specific but not the same defect." }, { - "left": "issue:43986", - "right": "issue:45341", + "left": "issue:43097", + "right": "issue:43452", "accept": false, - "reason": "Video model loading without torchvision and testing_utils are unrelated." + "reason": "Both are loading/API regressions, but one is an embeddings-tie API removal issue and the other is gguf_file breaking tokenizer/model loading." }, { - "left": "issue:43097", - "right": "issue:43452", + "left": "issue:43986", + "right": "issue:45341", "accept": false, - "reason": "Tie-embeddings API removal and gguf_file loading failures are distinct regressions." + "reason": "AutoProcessor torchvision crash vs testing_utils bug; unrelated." }, { "left": "issue:44117", "right": "issue:44987", "accept": false, - "reason": "Tokenizer mapping None-handling and a loading failure for physical-intelligence/fast are too underspecified to confidently treat as the same bug." + "reason": "TOKENIZER_MAPPING_NAMES returning None is a generic mapping bug, but 44987 is a specific model loading failure; not clearly the same root cause." }, { "left": "issue:43335", "right": "issue:45071", "accept": false, - "reason": "SwitchTransformers sparse-layer configuration bug and v5.4.0 type-checking regression are unrelated." + "reason": "SwitchTransformers config construction bug vs PretrainedConfig type checking regression; different code paths." }, { "left": "issue:43408", "right": "issue:44368", "accept": false, - "reason": "Different warnings in different model families; no shared code path." + "reason": "Model-type mismatch warning vs tie_word_embeddings warning; both warnings only, but not the same underlying issue." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Both are Qwen-related loading problems, but the concrete failures and model variants differ." + "reason": "Different Qwen/VL loading failures with different causes." }, { "left": "issue:43874", "right": "issue:44263", "accept": false, - "reason": "Image-processor token counting and GlmMoeDsaIndexer torch.split behavior are unrelated." + "reason": "Different GLM family bugs: missing image-patch method vs torch.split return handling." }, { - "left": "issue:43986", - "right": "issue:45372", + "left": "issue:44829", + "right": "issue:45245", "accept": false, - "reason": "AutoProcessor torchvision dependency issue is unrelated to mistral_common ReasoningEffort import failure." + "reason": "FlashAttention training degeneration vs a categorical-cardinality runtime limit; unrelated." }, { - "left": "issue:44829", - "right": "issue:45245", + "left": "issue:43986", + "right": "issue:45372", "accept": false, - "reason": "FlashAttention training degeneration and category-cardinality RuntimeError are unrelated." + "reason": "Processor loading without torchvision vs missing ReasoningEffort import from mistral_common; different dependency failures." }, { "left": "issue:43976", "right": "issue:45071", "accept": false, - "reason": "Python-version support failure and PretrainedConfig type checking are different release issues." + "reason": "Python version compatibility issue vs PretrainedConfig type-checking regression; different scope." }, { "left": "issue:43531", "right": "issue:45341", "accept": false, - "reason": "Qwen3-MoE sliding_window bug and testing_utils bug are unrelated." + "reason": "Qwen3-MoE sliding_window bug vs testing_utils bug; unrelated." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption and Liger Kernel not applied are separate training-stack problems." + "reason": "Optimizer-state corruption with FSDP2/PEFT/cpu_ram_efficient_loading vs Liger Kernel not applied in model_init; different training mechanics." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Different missing symbols from different modules; both are import errors but not the same bug." + "reason": "Both are import errors, but they target different symbols from different packages and likely different dependency/version causes." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "MLA q_a_layernorm epsilon handling and GLM-5 RoPE implementation are distinct model-specific issues." + "reason": "Missing config.rms_norm_eps precision issue vs GLM-5 RoPE implementation bug; not the same defect." }, { "left": "issue:44410", "right": "issue:45375", "accept": false, - "reason": "Missing qwen3next projections and a missing deepstack_visual_indexes config field are unrelated." + "reason": "Different Qwen-family config/model issues; one is missing projections, the other a missing vision config field." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "AutoProcessor kwargs forwarding and auto_docstring annotation parsing are different subsystems." + "reason": "AutoProcessor kwargs propagation bug vs auto_docstring crash under future annotations; unrelated." + }, + { + "left": "issue:43582", + "right": "issue:45341", + "accept": false, + "reason": "Apple Silicon allocator TypeError vs testing_utils bug; no overlap in code path." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Both Qwen-family, but one is a general v5/Qwen3-VL-Moe issue and the other is a missing projection layer in qwen3next; not the same bug." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken argument collision vs tokenizer mapping None handling; different tokenizer layers." }, { "left": "issue:43986", "right": "issue:44117", "accept": false, - "reason": "Video-model processor dependency handling and tokenizer mapping None-handling are unrelated." + "reason": "AutoProcessor crash without torchvision vs tokenizer mapping assumption; unrelated." }, { - "left": "issue:43582", - "right": "issue:45341", + "left": "issue:38617", + "right": "issue:44351", "accept": false, - "reason": "AppleSilicon allocator warmup TypeError and a testing_utils bug are unrelated." + "reason": "Both are cannot-import-name failures, but the missing symbols are different and there is no evidence of a shared root cause." } ] }, @@ -11909,8 +11989,8 @@ "review_unit_count": 41, "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-15354-364", "nodes": [ @@ -11919,6 +11999,7 @@ "issue:42757", "issue:42886", "issue:42907", + "issue:42994", "issue:43012", "issue:43064", "issue:43066", @@ -11927,12 +12008,14 @@ "issue:43299", "issue:43352", "issue:43381", + "issue:43475", "issue:43502", "issue:43525", "issue:43526", "issue:43550", "issue:43582", "issue:43618", + "issue:43756", "issue:43761", "issue:43824", "issue:43825", @@ -11945,15 +12028,13 @@ "issue:43986", "issue:43992", "issue:44038", - "issue:44062", "issue:44117", "issue:44230", - "issue:44351", "issue:44368", "issue:44380", - "issue:44410", "issue:44483", "issue:44484", + "issue:44485", "issue:44514", "issue:44655", "issue:44683", @@ -11963,13 +12044,10 @@ "issue:45538" ], "soft_pairs": [ - "issue:44062|issue:44117", - "issue:44038|issue:44410", - "issue:38617|issue:44351", "issue:43502|issue:43992", "issue:43097|issue:43873", - "issue:43992|issue:44484", "issue:43937|issue:45538", + "issue:43992|issue:44484", "issue:43824|issue:43986", "issue:43066|issue:43906", "issue:43825|issue:44655", @@ -11980,8 +12058,8 @@ "issue:43012|issue:44368", "issue:42886|issue:43381", "issue:43208|issue:43550", - "issue:44380|issue:45479", "issue:42907|issue:44655", + "issue:44380|issue:45479", "issue:43525|issue:44117", "issue:43352|issue:43976", "issue:43064|issue:44380", @@ -11996,257 +12074,257 @@ "issue:44038|issue:44230", "issue:44483|issue:45381", "issue:43299|issue:43867", + "issue:38617|issue:43502", "issue:43901|issue:44655", - "issue:38617|issue:43502" + "issue:43756|issue:44485", + "issue:42994|issue:44655", + "issue:36683|issue:43475" ], - "prepared_review_unit_hash": "297c0a5e8300c1f479a15760830bc74bff526109d0f9c9a2c51bb9b7d9d55b5d", + "prepared_review_unit_hash": "8826a6feeec8aceb5d35a5135e50cf402733cb3df2ee08cfe7a77ed87dda00e7", "component_budget": { "node_count": 364, "item_count": 364, "soft_pair_count": 1360, - "serialized_chars": 701642, - "estimated_input_tokens": 175411, - "estimated_eval_tokens": 351078 + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 37404, - "estimated_input_tokens": 9351, - "estimated_eval_tokens": 18958 + "serialized_chars": 37965, + "estimated_input_tokens": 9492, + "estimated_eval_tokens": 19240 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous issue set with many v5 regressions and model-specific breakages; almost all soft pairs are non-duplicates. One CLIP output regression pair looks like the same underlying bug, but there are no pull requests in this cluster.", - "confidence": 0.67, - "canonical_issue_reason": "issue:43097 is the broadest, most central v5-breaking-change report in the set (API removal with downstream impact) and is a reasonable anchor for the otherwise heterogeneous cluster.", + "summary": "This cluster is a loose mix of Transformers v5 regressions, model-specific loading/config bugs, and a few quantization/attention issues. The items do not collapse into a single duplicate, so I rejected all soft edges and picked the most broadly representative v5 regression issue as the canonical anchor.", + "confidence": 0.56, + "canonical_issue_reason": "Issue 43097 is the clearest broad v5 regression / API-breakage report in the set and is more representative of the cluster than the highly model-specific or narrowly scoped bugs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43097 is the strongest representative issue: concrete regression, wider blast radius, and more likely to subsume related downstream breakages than the more model-specific reports.", + "best_issue_reason": "43097 is the best global issue candidate because it captures a user-facing v5 compatibility break with clear downstream impact and sits closest to the general regression theme seen across the cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44062", - "right": "issue:44117", - "accept": false, - "reason": "Both are tokenizer-related, but one is an AddedToken TypeError and the other is a mapping-name/import assumption bug; different failure modes and fixes." - }, - { - "left": "issue:44038", - "right": "issue:44410", - "accept": false, - "reason": "Same broad Qwen family, but one is a model-loading regression and the other is missing layer projections; not the same bug." - }, - { - "left": "issue:38617", - "right": "issue:44351", - "accept": false, - "reason": "Both are import errors, but for unrelated symbols from different modules; no evidence of one shared underlying breakage." - }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "One is offline/network behavior, the other is missing weights during model load; these are distinct issues." + "reason": "Different failures: offline/network requests during load vs missing embed_tokens.weight when loading UMT5; not the same bug." }, { "left": "issue:43097", "right": "issue:43873", "accept": false, - "reason": "API removal versus quantization/offloading behavior; unrelated code paths and fixes." + "reason": "One is a removed API symbol, the other is a quantization offloading problem; different code paths." }, { - "left": "issue:43992", - "right": "issue:44484", + "left": "issue:43937", + "right": "issue:45538", "accept": false, - "reason": "Missing checkpoint weights and shard-size default behavior are different save/load concerns." + "reason": "GenerationConfig validation for GLM-5 is unrelated to CLIPTokenizer model_max_length behavior." }, { - "left": "issue:43937", - "right": "issue:45538", + "left": "issue:43992", + "right": "issue:44484", "accept": false, - "reason": "GenerationConfig validation for GLM-5 is unrelated to CLIP tokenizer max-length handling." + "reason": "Checkpoint/shard loading issue vs save_pretrained shard-size question; not duplicate." }, { "left": "issue:43824", "right": "issue:43986", "accept": false, - "reason": "Both mention model loading, but one is a missing top-level class export and the other is an AutoProcessor/torchvision crash." + "reason": "Import error for a specific Qwen2.5-VL class is unrelated to torchvision-missing AutoProcessor crash." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "The titles suggest tokenizer behavior, but there is not enough evidence they are the same concrete bug." + "reason": "No evidence they target the same tokenizer-decoder bug; 43906 is only an isolated reproduction reference." }, { "left": "issue:43825", "right": "issue:44655", "accept": false, - "reason": "Error messaging in pipeline versus pipeline serialization are separate concerns." + "reason": "Pipeline task messaging vs saving Pipeline objects are different behaviors." }, { "left": "issue:43352", "right": "issue:44380", "accept": false, - "reason": "Different attention-backend problems on different models; not mergeable as one fix." + "reason": "Both involve attention backends, but they affect different models and different concrete failures." }, { "left": "issue:38617", "right": "issue:43097", "accept": false, - "reason": "Importing a removed utility and removing a config helper are different API breakages." + "reason": "Both are v5 API breakages, but they concern different missing symbols and different fixes." }, { "left": "issue:43097", "right": "issue:43901", "accept": false, - "reason": "A v5 API removal versus a docs/behavior mismatch in text classification pipeline." + "reason": "Removed config flag vs stale docs for return_all_scores; not the same underlying issue." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "A precision warning during compile and a compile failure under SDPA are distinct symptoms and likely distinct fixes." + "reason": "PyTorch precision warning in compilation is not the same as a Bamba SDPA compile failure." }, { "left": "issue:43012", "right": "issue:44368", "accept": false, - "reason": "Float32 warning on bf16 compile is unrelated to a tie_word_embeddings warning." + "reason": "Warning about bfloat16 compile precision is unrelated to the tie_word_embeddings warning during fine-tuning." }, { "left": "issue:42886", "right": "issue:43381", "accept": false, - "reason": "Offline cache loading and gradient checkpointing in eval mode are unrelated." + "reason": "Offline cache loading and gradient-checkpointing eval-mode behavior are unrelated." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "xLSTM training bugs and Bamba torch.compile+SDPA failure are different model-specific issues." + "reason": "xLSTM training bugs are model-specific and distinct from Bamba torch.compile/SDPA failure." }, { - "left": "issue:44380", - "right": "issue:45479", + "left": "issue:42907", + "right": "issue:44655", "accept": false, - "reason": "Attention-scaling backend behavior is unrelated to sequence-classification loss degeneracy." + "reason": "Quantized/dequantized model saving is not the same as saving Pipeline objects." }, { - "left": "issue:42907", - "right": "issue:44655", + "left": "issue:44380", + "right": "issue:45479", "accept": false, - "reason": "Saving dequantized model weights is not the same as saving Pipeline objects." + "reason": "Attention backend scaling bug and degenerate single-label classification loss are unrelated." }, { "left": "issue:43525", "right": "issue:44117", "accept": false, - "reason": "Missing config attribute for Llama4 and tokenizer mapping returning None are unrelated loader bugs." + "reason": "Missing pad_token_id on Llama4Config and tokenizer mapping returning None are different load-time issues." }, { "left": "issue:43352", "right": "issue:43976", "accept": false, - "reason": "Flash Attention support for a model and Python-version compatibility are different problems." + "reason": "A model-specific Flash Attention limitation is unrelated to Python version compatibility." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "Distributed optimizer-state corruption is unrelated to attention-scaling behavior." + "reason": "Distributed optimizer-state bug and GPT2 attention scaling bug are unrelated." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "Training-model-size bugs in xLSTM versus a BEiT image-processor label bug are not the same issue." + "reason": "xLSTM training blockers do not match a BeitImageProcessorFast label-reduction bug." }, { "left": "issue:44483", "right": "issue:44514", "accept": false, - "reason": "OpenAI-compatible chat API rejection and Qwen2_5_VL chat-template batching are separate request-handling bugs." + "reason": "Chat/completions request handling and chat template batching crash are separate code paths." }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "CLIP output-field regression and GPT2 attention scaling under SDPA are unrelated." + "reason": "CLIP output assignment and GPT2 attention scaling are different model bugs." }, { "left": "issue:43618", "right": "issue:43761", - "accept": true, - "reason": "Both describe the same CLIP v5 regression family: expected vision-model outputs are not populated correctly (attentions/hidden_states)." + "accept": false, + "reason": "Both are CLIP regressions, but one is attentions missing and the other is hidden_states missing; not enough evidence they are the same bug." }, { "left": "issue:36683", "right": "issue:43582", "accept": false, - "reason": "Gemma3 config missing vocab_size and Apple Silicon allocator TypeError are unrelated." + "reason": "Gemma3Config missing vocab_size is unrelated to Apple Silicon caching_allocator_warmup TypeError." }, { "left": "issue:43012", "right": "issue:44683", "accept": false, - "reason": "A compile warning about bf16 precision is not the same as a flex_attention compile failure on newer torch." + "reason": "bfloat16 precision warning is unrelated to compiled flex_attention failure on newer torch." }, { "left": "issue:44483", "right": "issue:45290", "accept": false, - "reason": "Chat-completions API acceptance and tool-call chat-template crashes are different layers of functionality." + "reason": "Server request acceptance and assistant-tool-call chat templating are different failures." }, { "left": "issue:42757", "right": "issue:43824", "accept": false, - "reason": "Different missing imports from different packages/symbols; no shared root cause shown." + "reason": "Different import errors from different modules/classes; not a duplicate." }, { "left": "issue:44038", "right": "issue:44230", "accept": false, - "reason": "One is a loading bug for Qwen3-VL-Moe, the other is an fp8 inference support request; not duplicates." + "reason": "Qwen3-VL-Moe loading regression is not the same as fp8 support request." }, { "left": "issue:44483", "right": "issue:45381", "accept": false, - "reason": "API request rejection and Qwen2.5-VL video position-id issues are different bugs." + "reason": "Chat completions acceptance failure is unrelated to Qwen2.5-VL video vision_position_ids correctness." }, { "left": "issue:43299", "right": "issue:43867", "accept": false, - "reason": "Qwen3-VL-Moe loading regression and sorted-state_dict load error are different failure modes." + "reason": "Qwen3VL-Moe loading breakage is not the same as sorted state_dict load error." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Different failures: missing import vs unwanted network calls during local-only load." }, { "left": "issue:43901", "right": "issue:44655", "accept": false, - "reason": "TextClassificationPipeline docs mismatch and pipeline save_pretrained failure are unrelated." + "reason": "Docs mismatch for return_all_scores is unrelated to saving Pipeline objects." }, { - "left": "issue:38617", - "right": "issue:43502", + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Different RoPE-related model discussions with no evidence of the same underlying bug." + }, + { + "left": "issue:42994", + "right": "issue:44655", "accept": false, - "reason": "Removed import from configuration_utils versus local_files_only network requests are different breakages." + "reason": "Quantized model saving failure is not the same as Pipeline.save_pretrained support." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Missing vocab_size on Gemma3Config and missing fpn_position_embeddings on Sam3VisionEncoderOutput are unrelated attribute errors." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays appropriately conservative overall. The lone accepted soft pair (issue:43618 / issue:43761) is plausibly the same CLIP output-regression family, while the rest of the rejects are cautious and well-justified. No PR-pair concerns since this cluster contains no PRs." - }, - "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 }, @@ -12258,8 +12336,8 @@ "review_unit_count": 41, "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-15354-364", "nodes": [ @@ -12271,22 +12349,21 @@ "issue:41669", "issue:42757", "issue:42890", - "issue:42994", "issue:43010", "issue:43064", "issue:43066", "issue:43352", - "issue:43475", "issue:43525", "issue:43575", "issue:43618", - "issue:43756", "issue:43867", "issue:43931", "issue:43937", "issue:43976", "issue:43992", + "issue:44075", "issue:44077", + "issue:44112", "issue:44188", "issue:44220", "issue:44242", @@ -12295,7 +12372,6 @@ "issue:44360", "issue:44380", "issue:44484", - "issue:44485", "issue:44492", "issue:44655", "issue:44857", @@ -12306,6 +12382,7 @@ "issue:45216", "issue:45278", "issue:45310", + "issue:45341", "issue:45357", "issue:45375", "issue:45381", @@ -12313,21 +12390,18 @@ "issue:45478" ], "soft_pairs": [ - "issue:43756|issue:44485", - "issue:42994|issue:44655", - "issue:36683|issue:43475", "issue:43867|issue:45216", "issue:44220|issue:44655", "issue:43352|issue:43937", "issue:43066|issue:45381", "issue:44077|issue:44380", - "issue:36683|issue:44077", "issue:44263|issue:45440", + "issue:36683|issue:44077", "issue:43064|issue:44492", "issue:43976|issue:44938", "issue:36683|issue:43525", - "issue:44188|issue:44380", "issue:36010|issue:42757", + "issue:44188|issue:44380", "issue:43618|issue:45216", "issue:36683|issue:44242", "issue:43992|issue:45310", @@ -12349,258 +12423,261 @@ "issue:43618|issue:44857", "issue:42890|issue:44964", "issue:28282|issue:33453", - "issue:43618|issue:44977" + "issue:42890|issue:44112", + "issue:43618|issue:44977", + "issue:43010|issue:44075", + "issue:42890|issue:45341" ], - "prepared_review_unit_hash": "7366a3976dabe88e16375bf56c3932e21e5389af29e61045facfed56fbbb95da", + "prepared_review_unit_hash": "bf07f41649672b7aaee1cb440e065e4560eff65ebbae789250f80aa9fffdf3e7", "component_budget": { "node_count": 364, "item_count": 364, "soft_pair_count": 1360, - "serialized_chars": 701642, - "estimated_input_tokens": 175411, - "estimated_eval_tokens": 351078 + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 37, - "serialized_chars": 38181, - "estimated_input_tokens": 9546, - "estimated_eval_tokens": 19348 + "serialized_chars": 37568, + "estimated_input_tokens": 9392, + "estimated_eval_tokens": 19040 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly distinct issue reports across different models and subsystems. The soft-similarity pairs are generally topic-alikes rather than true duplicates; I would reject them all. The clearest representative issue in the set is the Qwen3.5 MoE from_pretrained regression (45310), which also appears to have a later near-identical follow-up report.", - "confidence": 0.86, - "canonical_issue_reason": "issue:45310 is the clearest self-contained regression report in the set and appears to represent the Qwen3.5 MoE from_pretrained failure family better than the later follow-up report.", + "summary": "This cluster is highly heterogeneous: the candidate pairs span unrelated import, tokenizer, model-loading, training, and config bugs. I found no convincing duplicate/mergeable pairs, so no canonical issue or PR stands out.", + "confidence": 0.94, + "canonical_issue_reason": "No single issue is a clear canonical representative because the set does not share one underlying bug; the pairs are mostly unrelated across different code paths and model families.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the best representative issue because it has a concrete, reproducible model-loading failure and is the most likely anchor for the related Qwen3.5 MoE reports.", + "best_issue_reason": "No issue is a strong global best fit for the cluster because the items are not variations of one problem; selecting any one would misrepresent the rest.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43756", - "right": "issue:44485", - "accept": false, - "reason": "Both mention RoPE, but one is a model-specific layer-count bug and the other is a general GLM-5 RoPE implementation discussion; not the same defect." - }, - { - "left": "issue:42994", - "right": "issue:44655", - "accept": false, - "reason": "Both are save-related, but one is quantized-model saving failure and the other is Pipeline.save_pretrained() support; different code paths and failure modes." - }, - { - "left": "issue:36683", - "right": "issue:43475", - "accept": false, - "reason": "Both are missing-attribute errors, but on different model classes and different missing fields; not a duplicate bug." - }, { "left": "issue:43867", "right": "issue:45216", "accept": false, - "reason": "Both concern loading/saving correctness, but one is a state_dict ordering load error and the other is a Qwen3.5 save_pretrained regression; different underlying problems." + "reason": "Different failure modes: generic state_dict loading error vs Qwen3.5 save_pretrained regression." }, { "left": "issue:44220", "right": "issue:44655", "accept": false, - "reason": "Audio feature extraction helper bug vs Pipeline serialization bug; unrelated functionality." + "reason": "Audio feature extraction bug vs pipeline save_pretrained limitation; unrelated code paths." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "FlashAttention support error for a model vs invalid GenerationConfig for GLM-5; different failures." + "reason": "Flash Attention unsupported for Nemotron vs invalid GenerationConfig for GLM-5." }, { "left": "issue:43066", "right": "issue:45381", "accept": false, - "reason": "Tokenizer decoder type mismatch in v5 vs qwen2.5-vl video position-id bug; different components and symptoms." + "reason": "Tokenizer decoder type mismatch vs qwen2.5-vl video vision_position_ids issue." }, { "left": "issue:44077", "right": "issue:44380", "accept": false, - "reason": "One is a model-class post_init policy issue, the other is GPT2 attention scaling being ignored in SDPA/FlashAttention; not the same bug." + "reason": "Different issues: patchtsmixer post_init policy vs GPT2 attention scaling ignored in SDPA/FA." }, { - "left": "issue:36683", - "right": "issue:44077", + "left": "issue:44263", + "right": "issue:45440", "accept": false, - "reason": "Gemma3Config missing vocab_size and patchtsmixer post_init policy are unrelated model/config issues." + "reason": "torch.split return handling in one indexer vs DeepseekV3MoE implementation divergence." }, { - "left": "issue:44263", - "right": "issue:45440", + "left": "issue:36683", + "right": "issue:44077", "accept": false, - "reason": "torch.split return values in an indexer versus DeepseekV3 MoE implementation divergence; different subsystems." + "reason": "Gemma3 missing vocab_size and patchtsmixer post_init are unrelated model/config bugs." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "FSDP/PEFT optimizer-state corruption versus a cache-strategy typo; clearly unrelated." + "reason": "FSDP2/PEFT optimizer-state bug vs a cache strategy typo." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Python version compatibility in 5.1.0 versus Python 3.14 load failure; related only at a very broad packaging level, not the same bug." + "reason": "Python version compatibility regression vs Python 3.14 import failure; related broadly to versioning, not same bug." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Different missing-attribute regressions on different configs (vocab_size vs pad_token_id); separate issues." + "reason": "Gemma3Config missing vocab_size vs Llama4Config missing pad_token_id; different model configs." }, { - "left": "issue:44188", - "right": "issue:44380", + "left": "issue:36010", + "right": "issue:42757", "accept": false, - "reason": "torch.compile branching divergence in attention kernels is not the same as GPT2 scaling being ignored in SDPA/FlashAttention." + "reason": "Missing GenerationMixin import vs missing is_offline_mode import; different symbols and upstream breakages." }, { - "left": "issue:36010", - "right": "issue:42757", + "left": "issue:44188", + "right": "issue:44380", "accept": false, - "reason": "Different import errors from different dependencies: GenerationMixin import vs huggingface_hub offline helper import." + "reason": "torch.compile attention-kernel branching bug vs GPT2 attention scaling config being ignored." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "CLIPOutput attentions assignment regression versus Qwen3.5 save_pretrained regression; unrelated model areas." + "reason": "CLIPOutput attentions assignment regression vs Qwen3.5 save_pretrained regression." }, { "left": "issue:36683", "right": "issue:44242", "accept": false, - "reason": "Gemma3Config attribute bug versus MoE load-balancing loss omission; different model families and mechanisms." + "reason": "Gemma3 config attribute missing vs load balancing loss omission; unrelated subsystems." }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "UMT5Encoder missing embed_tokens.weight and Qwen3.5 MoE from_pretrained error are different loading bugs." + "reason": "UMT5Encoder missing embed_tokens.weight vs Qwen3.5 MoE from_pretrained error." }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "Cache update no_grad decoration proposal versus a broad import-error report after upgrade; not the same change." + "reason": "Cache/layer update no_grad decoration request vs broad import errors after upgrading transformers." }, { "left": "issue:36683", "right": "issue:43352", "accept": false, - "reason": "Missing config attribute in Gemma3 versus FlashAttention support limitation for NemotronH; different problems." + "reason": "Gemma3 config attribute error vs Nemotron Flash Attention support check; different model families." }, { "left": "issue:43352", "right": "issue:43931", "accept": false, - "reason": "FlashAttention support error for one model versus weight-shape mismatch when loading Qwen3-VL; not duplicates." + "reason": "Flash Attention support gating vs Qwen3-VL weight shape mismatch; not the same bug." }, { "left": "issue:41669", "right": "issue:44246", "accept": false, - "reason": "Import-star performance cleanup versus import latency sometimes being slow; the latter is a symptom report, not the same code change." + "reason": "Reducing import * usage for import performance vs intermittent slow import complaint; related theme, but not the same concrete fix." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "Both are configuration/loading issues, but one is state_dict ordering and the other is a missing field silently dropped by strict config handling." + "reason": "Generic state_dict loading error vs missing Qwen3_5MoeVisionConfig field; different root cause." }, { "left": "issue:36683", "right": "issue:43064", "accept": false, - "reason": "Unrelated: config missing vocab_size versus distributed training optimizer-state corruption." + "reason": "Gemma3 config attribute missing vs optimizer-state corruption under FSDP2+PEFT." }, { "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "UMT5Encoder missing weight and Qwen3.5 MoE from_pretrained error are separate model-loading failures." + "reason": "UMT5Encoder missing embed_tokens.weight vs same Qwen3.5 MoE from_pretrained family, but a different reported failure path; not enough evidence to merge." }, { "left": "issue:44938", "right": "issue:45071", "accept": false, - "reason": "Python 3.14 load failure versus type-checking breakage in v5.4.0; different regression classes." + "reason": "Python 3.14 import failure vs PretrainedConfig type checking breakage in v5.4.0; unrelated symptoms." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "State_dict ordering load bug versus incorrect visual encoder keys in save_pretrained; related only at a high level." + "reason": "Generic load error when state_dict is sorted vs Qwen3.5 visual encoder key regression in save_pretrained." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "Cache no_grad decoration change is unrelated to Python-version compatibility." + "reason": "Missing no_grad decoration on cache/layer updates vs Python 3.9/3.10 compatibility issue." }, { "left": "issue:44938", "right": "issue:45381", "accept": false, - "reason": "Python 3.14 import/load failure versus qwen2.5-vl video position-id bug; different failure modes." + "reason": "Interpreter-version import failure vs qwen2.5-vl video position-id bug; different areas." }, { "left": "issue:44360", "right": "issue:45440", "accept": false, - "reason": "DSA indexer missing ReLU versus DeepseekV3 MoE implementation divergence; unrelated code paths." + "reason": "DSA indexer ReLU discussion vs DeepseekV3MoE implementation divergence; not the same code-path problem." }, { "left": "issue:43618", "right": "issue:44077", "accept": false, - "reason": "CLIP attentions regression versus patchtsmixer post_init policy; not the same bug." + "reason": "CLIPOutput attentions assignment vs patchtsmixer post_init policy; unrelated." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Tensor-parallel training bug versus OOM when loading a specific Qwen2-57B model with tp; different symptoms and likely different root causes." + "reason": "Tensor-parallel training bug vs Qwen2-57B-A14B-Instruct loading OOM; both TP-related but distinct problems." }, { "left": "issue:43867", "right": "issue:44484", "accept": false, - "reason": "State_dict load ordering bug versus a question about max_shard_size default; not duplicates." + "reason": "Model load error with sorted state_dict vs save_pretrained shard-size question; unrelated." }, { "left": "issue:43618", "right": "issue:44857", "accept": false, - "reason": "CLIPOutput attentions assignment issue versus LwDetrImageLoss AMP/CUDA crash; different areas." + "reason": "CLIPOutput attentions regression vs float16 AMP crash in LwDetrImageLoss." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "Test flakiness from missing set_seed versus model load failure for Phi-4 multimodal; unrelated." + "reason": "Missing set_seed in a test vs a model load failure for Phi-4 multimodal; unrelated." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "ImportError for missing PyTorch dependency versus tokenizer loading regression; only a superficial import-related similarity." + "reason": "PyTorch dependency ImportError vs tokenizer-loading regression; different causes." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Flaky test missing set_seed vs stale device override CI failure in GraniteSpeech." }, { "left": "issue:43618", "right": "issue:44977", "accept": false, - "reason": "CLIP output attentions regression versus Qwen3.5 flash-attention generation bug; different models and code paths." + "reason": "CLIPOutput attentions assignment regression vs Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:43010", + "right": "issue:44075", + "accept": false, + "reason": "Missing no_grad decoration request vs SGD arguments not being used; different optimizer/cache issues." + }, + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "Flaky integration test setup vs a bug in testing_utils.py; not the same underlying issue." } ] }, @@ -12619,8 +12696,8 @@ "review_unit_count": 41, "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-15354-364", "nodes": [ @@ -12632,6 +12709,7 @@ "issue:36296", "issue:38175", "issue:38617", + "issue:41628", "issue:42548", "issue:42757", "issue:42831", @@ -12649,7 +12727,6 @@ "issue:43874", "issue:44062", "issue:44075", - "issue:44112", "issue:44222", "issue:44230", "issue:44315", @@ -12665,18 +12742,15 @@ "issue:44655", "issue:44749", "issue:44871", + "issue:44908", "issue:44961", "issue:45071", "issue:45125", - "issue:45341", "issue:45375", "issue:45468", "issue:45478" ], "soft_pairs": [ - "issue:42890|issue:44112", - "issue:43010|issue:44075", - "issue:42890|issue:45341", "issue:43723|issue:44556", "issue:43502|issue:44062", "issue:44387|issue:44556", @@ -12684,14 +12758,14 @@ "issue:43010|issue:43065", "issue:43010|issue:43232", "issue:45125|issue:45478", - "issue:45125|issue:45375", "issue:42548|issue:44351", + "issue:45125|issue:45375", "issue:44355|issue:44749", "issue:30990|issue:31795", "issue:43502|issue:44485", "issue:44075|issue:44871", - "issue:43010|issue:44368", "issue:44315|issue:44360", + "issue:43010|issue:44368", "issue:42890|issue:44373", "issue:38175|issue:43502", "issue:43299|issue:44556", @@ -12712,210 +12786,194 @@ "issue:33357|issue:33453", "issue:44961|issue:45468", "issue:31795|issue:38617", - "issue:43576|issue:44351" + "issue:43576|issue:44351", + "issue:44908|issue:44961", + "issue:41628|issue:42548" ], - "prepared_review_unit_hash": "5f49b31a26a7e2462be7fe077a1ce91815482ceb94dc648b1a1880d9cd3b4729", + "prepared_review_unit_hash": "b88019d05782831aa310221b6ba2ffb539eb544dd0a1446cc1cb9daf2cd03950", "component_budget": { "node_count": 364, "item_count": 364, "soft_pair_count": 1360, - "serialized_chars": 701642, - "estimated_input_tokens": 175411, - "estimated_eval_tokens": 351078 + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 39, - "serialized_chars": 38798, - "estimated_input_tokens": 9700, - "estimated_eval_tokens": 19656 + "soft_pair_count": 38, + "serialized_chars": 38525, + "estimated_input_tokens": 9632, + "estimated_eval_tokens": 19520 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are mostly unrelated issue reports; I did not find any soft pair that clearly describes the same underlying bug/change. The strongest single issue is the concrete Qwen3.5 MoE v5.4.0 loading regression, but there is no PR in the set.", - "confidence": 0.81, - "canonical_issue_reason": "issue:45478 is the most concrete and actionable report: it names the affected version, model family, and failure mode (`from_pretrained` error), making it a good anchor issue.", + "summary": "These items are mostly separate issues with a loose common theme of v5 regressions, loading failures, and import problems. None of the soft pairs look like the same underlying bug/change with enough specificity to merge as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "issue:44556 is a clear, actionable regression report tied to a version upgrade and model reload failure, with a concrete failure mode and environment context.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45478 has a specific regression description and a narrow code path, so it is the best standalone issue candidate here.", + "best_issue_reason": "issue:44556 is the strongest representative issue in this set because it describes a specific upgrade regression affecting checkpoint reloads and is likely to be actionable for maintainers.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42890", - "right": "issue:44112", - "accept": false, - "reason": "Both are test failures, but they concern different models and different failure modes; not the same bug." - }, - { - "left": "issue:43010", - "right": "issue:44075", - "accept": false, - "reason": "Cache update decoration and SGD argument handling are unrelated code paths." - }, - { - "left": "issue:42890", - "right": "issue:45341", - "accept": false, - "reason": "One is a specific missing set_seed in a model integration test; the other is a generic testing_utils bug with no clear shared defect." - }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Both involve loading regressions in v5, but one is tokenizer loading and the other is checkpoint reload compatibility; too broad and not the same concrete bug." + "reason": "Both are loading-related, but one is tokenizer loading in v5 and the other is checkpoint reload failure after upgrading; too broad and not the same code path." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "Local-files-only network requests and AddedToken keyword duplication are unrelated." + "reason": "Local-files-only network leakage and AddedToken keyword duplication are unrelated bugs." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "Quantization OOM and checkpoint reload failure are different problems." + "reason": "Int4 quantization memory/OOM regression is a different failure mode from checkpoint reload incompatibility." }, { "left": "issue:44222", "right": "issue:45125", "accept": false, - "reason": "Both mention Qwen3.5 MoE/FP8-related work, but one is save_pretrained FP8 and the other is tensor-parallel metadata; not the same issue." + "reason": "FP8 save_pretrained moe and missing _tp_plan for tensor parallelism affect different behaviors and code paths." }, { "left": "issue:43010", "right": "issue:43065", "accept": false, - "reason": "Cache update no_grad and Sam3PixelDecoder dummy Conv2d are unrelated." + "reason": "Cache no_grad decoration and Sam3PixelDecoder Conv2d implementation are unrelated." }, { "left": "issue:43010", "right": "issue:43232", "accept": false, - "reason": "Cache update no_grad and generation kwargs sync behavior are different code paths." + "reason": "Both touch generation/cache areas, but one is about no_grad decoration and the other about sync_gpus/_update_model_kwargs_for_generation; not the same bug." }, { "left": "issue:45125", "right": "issue:45478", "accept": false, - "reason": "Both concern Qwen3.5 MoE loading, but one is missing tensor-parallel plan and the other is a broader from_pretrained regression; not clearly the same concrete bug." + "reason": "Both mention Qwen3.5 MoE loading, but one is specifically tensor-parallel _tp_plan support while the other is a broader from_pretrained error; insufficient evidence they are the same defect." }, { - "left": "issue:45125", - "right": "issue:45375", + "left": "issue:42548", + "right": "issue:44351", "accept": false, - "reason": "Tensor parallel metadata and a missing vision config field are unrelated." + "reason": "Different missing exports: PreTrainedModel versus HybridCache." }, { - "left": "issue:42548", - "right": "issue:44351", + "left": "issue:45125", + "right": "issue:45375", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different export breaks." + "reason": "Qwen3.5 MoE tensor-parallel loading and a missing vision config field are different model/config issues." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Running compiled Python files and slower filtering after upgrade are unrelated." + "reason": "Compiled Python file errors and slowed filtering after upgrade are unrelated." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "Sentence Transformers loading hangs versus forward doc confusion are unrelated." + "reason": "Sentence Transformers loading hang and forward-docstring confusion are unrelated." }, { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "Offline/local-file request behavior and GLM-5 RoPE implementation are unrelated." + "reason": "Local_files_only network requests and GLM-5 RoPE implementation are unrelated." }, { "left": "issue:44075", "right": "issue:44871", "accept": false, - "reason": "SGD optimizer arguments and eos_token_id config mismatch are different bugs." + "reason": "SGD optimizer args not used and Gemma-3 eos_token_id mismatch are unrelated." }, { - "left": "issue:43010", - "right": "issue:44368", + "left": "issue:44315", + "right": "issue:44360", "accept": false, - "reason": "Cache update no_grad and a tie_word_embeddings warning are unrelated." + "reason": "Liger Kernel application during model_init and DSA indexer ReLU discussion are not the same issue." }, { - "left": "issue:44315", - "right": "issue:44360", + "left": "issue:43010", + "right": "issue:44368", "accept": false, - "reason": "Liger kernel application and DSA indexer activation absence are unrelated." + "reason": "Cache update no_grad and tie_word_embeddings warning are unrelated." }, { "left": "issue:42890", "right": "issue:44373", "accept": false, - "reason": "A flaky integration test and a docstring typo are not the same issue." + "reason": "Test flakiness from missing set_seed and position_ids docstring typo are unrelated." }, { "left": "issue:38175", "right": "issue:43502", "accept": false, - "reason": "Zero probabilities in a model and unwanted API requests are unrelated." + "reason": "Zero probabilities in SigLIP2 and unintended API requests during local-only loading are unrelated." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Both are version-related loading regressions, but they affect different models and failure modes." + "reason": "Qwen3VL MoE loading breakage in v5.0 and checkpoint reload failure after v4.57->v5.2/5.3 are different regressions." }, { "left": "issue:43502", "right": "issue:44961", "accept": false, - "reason": "Local-files-only networking and a one-word title are unrelated." + "reason": "Local-files-only network requests and a placeholder issue titled 'racoon' are unrelated." }, { "left": "issue:44355", "right": "issue:44655", "accept": false, - "reason": "Compiled Python file errors and pipeline save_pretrained failures are different code paths." + "reason": "Compiled Python file errors and Pipeline save_pretrained failure do not match." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "Both are FP8/Qwen3.5 MoE themed, but one is save_pretrained and the other is inference support; not the same bug." + "reason": "FP8 save_pretrained bug and FP8 inference support request are different change/bug requests." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled file execution errors and PretrainedConfig typing issues are unrelated." + "reason": "Compiled file execution errors and PretrainedConfig type-checking breakage are unrelated." }, { "left": "issue:42831", "right": "issue:43874", "accept": false, - "reason": "FineGrainedFP8 accuracy and GLM46V image processor token counting are unrelated." + "reason": "FineGrainedFP8 accuracy and missing get_number_of_image_patches in GLM46VImageProcessorFast are unrelated." }, { "left": "issue:42890", "right": "issue:43232", "accept": false, - "reason": "A failing seed-dependent test and generation cache kwargs handling are unrelated." + "reason": "Missing set_seed in tests and generation kwargs sync bug are unrelated." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Tokenizer loading regression and Llama 3.2 Vision model loading regression are different problems." + "reason": "Tokenizer loading regression and Llama 3.2 Vision model loading breakage are different models and failure modes." }, { "left": "issue:42757", "right": "issue:43576", "accept": false, - "reason": "Missing `is_offline_mode` import and broken `transformers env` CLI are not the same bug." + "reason": "Missing is_offline_mode import and broken env command are different issues." }, { "left": "issue:33453", @@ -12927,55 +12985,67 @@ "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs still referencing pipeline() and a one-word issue title are not duplicates." + "reason": "Docs still referencing pipeline() and a placeholder issue are unrelated." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "Broken env command and missing Qwen2_5_VL export are both v5 regressions but not the same concrete change." + "reason": "Broken env command and missing Qwen2_5_VLForConditionalGeneration export are unrelated." }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "CLI breakage and PretrainedConfig type checking are unrelated." + "reason": "Broken env command and PretrainedConfig type checking regression are unrelated." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Missing cache in generation and a typo in cache strategies are unrelated." + "reason": "Missing GenerationMixin cache in chunked prefill and cache strategy typo are unrelated." }, { "left": "issue:38617", "right": "issue:43576", "accept": false, - "reason": "Missing import in configuration_utils and broken env command are different failures." + "reason": "Missing configuration_utils export and broken env command are different failures." }, { "left": "issue:33357", "right": "issue:33453", "accept": false, - "reason": "MacOS bus error in CLIP and tokenizer loading regression are unrelated." + "reason": "MacOS bus error on CLIP model and tokenizer loading regression are not the same underlying bug." }, { "left": "issue:44961", "right": "issue:45468", "accept": false, - "reason": "No substantive signal in the one-word issue; not the same as Gemma-4 audio positional encoding." + "reason": "Placeholder issue and Gemma-4 audio positional encoding bug are unrelated." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Doc confusion about forward args and an import error are unrelated." + "reason": "Documentation confusion in forward signatures and an ImportError for layer_type_validation are unrelated." }, { "left": "issue:43576", "right": "issue:44351", "accept": false, - "reason": "Broken env command and missing HybridCache import are different v5 export/CLI issues." + "reason": "Broken env command and missing HybridCache import are different issues." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs bug and placeholder issue are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Missing AutoImageProcessor import and missing PreTrainedModel import are related only at a broad export level, but they are different symbols and not the same bug." } ] }, @@ -13005,7 +13075,6 @@ "issue:41628", "issue:41669", "issue:42371", - "issue:42548", "issue:42890", "issue:43012", "issue:43352", @@ -13033,6 +13102,7 @@ "issue:44492", "issue:44556", "issue:44623", + "issue:44655", "issue:44704", "issue:44829", "issue:44861", @@ -13049,8 +13119,6 @@ "issue:45542" ], "soft_pairs": [ - "issue:44908|issue:44961", - "issue:41628|issue:42548", "issue:36296|issue:43901", "issue:44485|issue:44961", "issue:36296|issue:43526", @@ -13086,264 +13154,266 @@ "issue:43827|issue:44908", "issue:31795|issue:33453", "issue:41669|issue:44908", - "issue:43723|issue:44393" + "issue:43723|issue:44393", + "issue:44655|issue:44861", + "issue:43576|issue:44273" ], - "prepared_review_unit_hash": "a934398c71474bf16c9d2f50804175eb609b75e80c5f4da82960552fafbd286e", + "prepared_review_unit_hash": "5a16c2f45821e281fc276f6522c5585957bc4f5a672e3d3053268a75b97d0e84", "component_budget": { "node_count": 364, "item_count": 364, "soft_pair_count": 1360, - "serialized_chars": 701642, - "estimated_input_tokens": 175411, - "estimated_eval_tokens": 351078 + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 38, - "serialized_chars": 38388, - "estimated_input_tokens": 9597, - "estimated_eval_tokens": 19450 + "serialized_chars": 38409, + "estimated_input_tokens": 9603, + "estimated_eval_tokens": 19462 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is largely heterogeneous: import/export regressions, tokenizer/model-loading bugs, docs drift, and several unrelated model/runtime issues. None of the soft-edge pairs look safe to merge as duplicates.", - "confidence": 0.87, - "canonical_issue_reason": "issue:44246 is the broadest, most discussion-heavy report around import-time regressions and is the best umbrella anchor for the import/loading subset.", + "summary": "This cluster is heterogeneous: the issue titles cover unrelated topics like docs, tokenizers, import-time behavior, model-specific bugs, tensor parallelism, and training regressions. None of the soft pairs looks like the same underlying bug/change, so all are rejected.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out because the set is not a true duplicate cluster; the items are about different subsystems and symptoms.", "canonical_pr_reason": null, - "best_issue_reason": "It has the clearest user-facing symptom and enough discussion to serve as a triage anchor for the import/loading complaints; the others are mostly narrower or more specialized reports.", + "best_issue_reason": "Issue 44261 is the strongest standalone report here: it is specific, active, and includes concrete repro/context, but it still does not represent the rest of the set.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44908", - "right": "issue:44961", - "accept": false, - "reason": "Different problems: scheduler kwargs vs an unrelated placeholder issue." - }, - { - "left": "issue:41628", - "right": "issue:42548", - "accept": false, - "reason": "Both are import failures, but they concern different missing symbols and likely separate export paths." - }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor-parallel training bug vs documentation mismatch; not the same underlying change." + "reason": "Tensor-parallel training bug vs a docs mismatch about return_all_scores; unrelated problems." }, { "left": "issue:44485", "right": "issue:44961", "accept": false, - "reason": "GLM-5 RoPE implementation issue is unrelated to the placeholder issue." + "reason": "GLM-5 RoPE implementation issue and an unrelated placeholder report ('racoon') do not describe the same bug." }, { "left": "issue:36296", "right": "issue:43526", "accept": false, - "reason": "Tensor parallel training bug and BeitImageProcessorFast label handling are different code paths." + "reason": "Tensor-parallel training bug and BeitImageProcessorFast label reduction bug are different code paths." }, { "left": "issue:36296", "right": "issue:43012", "accept": false, - "reason": "Training bug vs bfloat16 compilation warning; not the same defect." + "reason": "Training bug in tensor parallelism is not the same as a PyTorch precision warning during compilation." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Possible lazy-loading overlap, but one is a general loading complaint and the other is a specific sys.modules access problem." + "reason": "Both touch loading/import areas, but lazy loading failure and unsafe sys.modules access are not the same concrete defect." }, { "left": "issue:41628", "right": "issue:44355", "accept": false, - "reason": "Import-name failure vs compiled-Python-file errors; no concrete shared bug." + "reason": "Missing AutoImageProcessor export is unrelated to errors running compiled Python files." }, { "left": "issue:44261", "right": "issue:44360", "accept": false, - "reason": "Different model/math issues: RMS norm epsilon precision vs missing ReLU in a DSA indexer." + "reason": "Missing rms_norm_eps in MLA q_a_layernorm is unrelated to a DSA indexer ReLU issue." }, { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Lazy loading issue and TF backend misdetection are unrelated." + "reason": "Lazy loading failure and a TensorFlow backend error from tensorboard-only installs are different bugs." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "A concrete processor save_pretrained bug vs a placeholder bug report." + "reason": "Missing files from processor.save_pretrained is not the same as an unspecified generic bug report." }, { "left": "issue:43576", "right": "issue:44556", "accept": false, - "reason": "Broken env command and checkpoint reload incompatibility are separate v5 regressions." + "reason": "Broken `transformers env` command and checkpoint reload failures after upgrade are different symptoms and fixes." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-time slowdown from import * removal is not the same as missing GenerationMixin cache behavior." + "reason": "Import-time slowdown from import * usage is unrelated to missing GenerationMixin cache during chunked prefill." }, { "left": "issue:44393", "right": "issue:45071", "accept": false, - "reason": "Qwen3-VL bounding-box output bug vs PretrainedConfig type-checking regression." + "reason": "Qwen3-VL bounding-box output issue and PretrainedConfig type-checking regression are unrelated." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Both touch Qwen3-VL/Qwen3.5-Moe, but one is a bug report and the other is missing tensor-parallel metadata." + "reason": "Generic Qwen3-VL-Moe bug report and missing `_tp_plan` for Qwen3_5Moe are not the same concrete failure." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Checkpoint reload incompatibility and meta-init incompatibility are related to upgrade breakage, but not the same concrete bug." + "reason": "Both involve v5 compatibility, but they target different models and different initialization/reload failures." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 settings warning vs a cache-strategy typo; unrelated changes." + "reason": "TF32 settings warning is unrelated to a typo in cache strategies." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Test flakiness from missing set_seed is unrelated to scheduler kwargs handling." + "reason": "Missing set_seed in a test file is not the same as inverse_sqrt scheduler kwargs being ignored." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor kwargs forwarding and inverse_sqrt scheduler kwargs are different API surfaces." + "reason": "AutoProcessor kwargs forwarding and inverse_sqrt scheduler kwargs handling are separate API bugs." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Both mention loading/import issues, but one is import latency and the other is lazy loading correctness." + "reason": "Import slowdown and lazy loading failure are related only broadly; they are not the same underlying defect." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "SAM model-type warning vs Liger Kernel model_init application are unrelated." + "reason": "Model-type warning on sam3_video vs sam3_tracker is unrelated to Liger Kernel not being applied with model_init." }, { "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "Tokenizer class mismatch during save_pretrained is unrelated to the placeholder bug report." + "reason": "Tokenizer_class mismatch on save_pretrained is unrelated to a generic bug report." }, { "left": "issue:43576", "right": "issue:44908", "accept": false, - "reason": "Broken env command and scheduler kwarg regression are unrelated." + "reason": "`transformers env` breakage and scheduler kwargs being ignored are different behaviors in different subsystems." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention 2 support gating is unrelated to Qwen3-VL bounding-box hallucinations." + "reason": "Flash Attention 2.0 unsupported on NemotronHForCausalLM is unrelated to Qwen3-VL 2D bbox hallucination." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwarg handling and PretrainedConfig typing are distinct regressions." + "reason": "Scheduler kwargs bug and v5.4.0 type-checking regression do not share the same code path." }, { "left": "issue:43976", "right": "issue:44393", "accept": false, - "reason": "Python version compatibility issue vs Qwen3-VL output bug; different root causes." + "reason": "Python version compatibility failure is unrelated to Qwen3-VL bounding-box output errors." }, { "left": "issue:44295", "right": "issue:45230", "accept": false, - "reason": "position_ids buffer access issue is unrelated to the placeholder bug report." + "reason": "position_ids buffer access error is unrelated to the generic bug report." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-star removal performance regression vs missing HybridCache export are different symbol/export problems." + "reason": "Import * performance problem and missing HybridCache export are different import-related issues." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import-time slowdown vs a testing_utils bug; no shared code-path evidence." + "reason": "Model import slowdown is unrelated to a testing_utils bug." }, { "left": "issue:44492", "right": "issue:44945", "accept": false, - "reason": "Cache-strategy typo vs incorrect pipeline-parallel LLM output are unrelated." + "reason": "Cache-strategy typo and incorrect LLM output under pipeline parallelism are unrelated." }, { "left": "issue:41669", "right": "issue:44492", "accept": false, - "reason": "Import-time performance regression vs a typo in cache strategies; not the same issue." + "reason": "Import-time performance issue and a typo in cache strategy docs/code are not the same bug." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel application during model_init is unrelated to flash_attention_3 training collapse." + "reason": "Liger Kernel not applied with model_init is unrelated to degenerate training with flash_attention_3." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "Different Qwen3-family failures: bounding-box output vs from_pretrained error in Qwen3.5 Moe." + "reason": "Different Qwen model families and different from_pretrained failures; not the same defect." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "Optional post_init handling and tied-weight-key crashes are separate model-internals bugs." + "reason": "Post_init allowance for patchtsmixer and AttributeError on `_tied_weights_keys` are distinct validation vs crash bugs." }, { "left": "issue:43827", "right": "issue:44908", "accept": false, - "reason": "Docs still referencing pipeline() is unrelated to scheduler kwargs." + "reason": "Docs still referencing pipeline() and scheduler kwargs being ignored are unrelated." }, { "left": "issue:31795", "right": "issue:33453", "accept": false, - "reason": "Documentation confusion for model.forward args vs tokenizer loading regression." + "reason": "Model.forward doc confusion and tokenizer loading regression are different issues." }, { "left": "issue:41669", "right": "issue:44908", "accept": false, - "reason": "Import-time slowdown from import * removal and scheduler kwargs handling are unrelated." + "reason": "Import * slowdown and scheduler kwargs handling are separate problems." }, { "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 issue in v5 is unrelated to Qwen3-VL bounding-box output errors." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained failure and tied-weight-key AttributeError do not share the same bug." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken `transformers env` command and lazy loading failure are not the same underlying change." } ] }, @@ -13362,8 +13432,8 @@ "review_unit_count": 41, "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-15354-364", "nodes": [ @@ -13385,7 +13455,6 @@ "issue:43519", "issue:43525", "issue:43572", - "issue:43576", "issue:43606", "issue:43618", "issue:43704", @@ -13399,7 +13468,6 @@ "issue:44492", "issue:44556", "issue:44623", - "issue:44655", "issue:44861", "issue:44908", "issue:44998", @@ -13411,8 +13479,6 @@ "issue:45468" ], "soft_pairs": [ - "issue:44655|issue:44861", - "issue:43576|issue:44273", "issue:44360|issue:45468", "issue:45230|issue:45310", "issue:44273|issue:44908", @@ -13450,269 +13516,260 @@ "issue:31515|issue:36683", "issue:43298|issue:44230" ], - "prepared_review_unit_hash": "6b21982e9ae1be24051b1e48ff3456fe30fbad620907e97fe52d8baf20c3806c", + "prepared_review_unit_hash": "fb4b230679494734c760dff3bf81f71498c500f4236029ee1d7f82ab351f2bc0", "component_budget": { "node_count": 364, "item_count": 364, "soft_pair_count": 1360, - "serialized_chars": 701642, - "estimated_input_tokens": 175411, - "estimated_eval_tokens": 351078 + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 }, "budget": { - "node_count": 42, - "item_count": 42, - "soft_pair_count": 38, - "serialized_chars": 34909, - "estimated_input_tokens": 8728, - "estimated_eval_tokens": 17712 + "node_count": 40, + "item_count": 40, + "soft_pair_count": 36, + "serialized_chars": 33212, + "estimated_input_tokens": 8303, + "estimated_eval_tokens": 16862 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is highly heterogeneous: mostly unrelated issue reports around loading, tokenizer/config regressions, model-specific bugs, and docs/test noise. No soft-edge pair looks like the same concrete underlying bug or change, and there are no PRs to consolidate.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 44556 is the broadest loading/v5 compatibility report and is the closest thing to an umbrella issue here; however, the set is not actually a true duplicate cluster.", + "summary": "This cluster is mostly heterogeneous and contains many unrelated loading, config, scheduler, and model-specific bugs. The only plausible duplicate pair is the two tokenizer-v5 reports; the rest should stay separate.", + "confidence": 0.41, + "canonical_issue_reason": "issue:43066 is the clearest concrete report in the only likely duplicate pair, and its title points to a specific tokenizer-v5 root cause rather than the broader symptom described in 42913.", "canonical_pr_reason": null, - "best_issue_reason": "44556 best represents the recurring checkpoint/model-loading regression theme among otherwise unrelated items.", + "best_issue_reason": "issue:43066 is the best canonical anchor available here: specific, actionable, and closest to the likely duplicate tokenizer-v5 regression.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44655", - "right": "issue:44861", - "accept": false, - "reason": "Both mention save/pretrained-adjacent code, but one is Pipeline serialization and the other is tied-weight key handling; different bugs." - }, - { - "left": "issue:43576", - "right": "issue:44273", - "accept": false, - "reason": "Different areas: CLI/env command breakage vs lazy loading behavior; no shared code-path issue." - }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "Unrelated model internals: DSA indexer/ReLU vs Gemma-4 audio positional encoding." + "reason": "Different models and different bugs: a DSA indexer/ReLU issue versus Gemma-4 audio positional encoding." }, { "left": "issue:45230", "right": "issue:45310", "accept": false, - "reason": "Generic bug report vs a specific Qwen3.5 MoE from_pretrained regression; not the same issue." + "reason": "One is a generic bug report; the other is a specific Qwen3.5 MoE from_pretrained error. No shared concrete code-path." }, { "left": "issue:44273", "right": "issue:44908", "accept": false, - "reason": "Lazy loading and inverse_sqrt scheduler kwargs are unrelated subsystems." + "reason": "Lazy loading behavior and inverse_sqrt scheduler kwargs are unrelated subsystems." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star cleanup/perf issue vs VRAM leak in dataloader threads; different change and failure mode." + "reason": "Import-star cleanup and a VRAM leak in Qwen3ForCausalLM are not the same bug." }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Qwen3VL timestamp calculation vs GLM-5 RoPE implementation; unrelated model logic." + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are different model-specific logic bugs." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Processor timestamp math and scheduler kwargs are unrelated bugs." + "reason": "Processor timestamp math and scheduler kwargs handling are unrelated." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Documentation confusion for forward args vs a concrete model-loading regression." + "reason": "Documentation confusion in forward() does not match a model-loading regression." }, { "left": "issue:31795", "right": "issue:37428", "accept": false, - "reason": "Docs issue vs ImportError for flash attention utility; not the same bug." + "reason": "Doc clarification for input_ids/past_key_values is unrelated to the flash-attention import error." }, { "left": "issue:44315", "right": "issue:45092", "accept": false, - "reason": "Liger kernel application in model_init is not the same as remote-code checkpoint/meta-init incompatibility." + "reason": "Both mention model initialization/loading, but they are different failures with different mechanisms and models." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak in multi-threaded inference vs RoPE implementation bug." + "reason": "VRAM leak and RoPE implementation are distinct bugs." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "Different model families and different math/encoding paths." + "reason": "GLM-5 RoPE logic and Gemma-4 audio positional encoding are unrelated." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 API guidance issue vs memory leak bug; no overlap in underlying change." + "reason": "TF32 API guidance and a Qwen3 VRAM leak are unrelated." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "local_files_only network leakage vs timestamp calculation in a processor." + "reason": "local_files_only network behavior and timestamp calculation are different code paths." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Processor timestamp math vs processor.save_pretrained missing files; different code paths." + "reason": "Processor timestamp computation and missing save_pretrained files do not describe the same defect." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Processor math bug vs VRAM leak; unrelated." + "reason": "Processor math bug versus memory leak; not the same issue." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split return values in one indexer vs Gemma-4 audio positional encoding." + "reason": "torch.split return handling in GlmMoeDsaIndexer is unrelated to Gemma-4 audio encoding." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "Missing rms_norm_eps in MLA layernorm vs Gemma-4 audio positional encoding; different models." + "reason": "Missing rms_norm_eps in MLA q_a_layernorm is a different model/config bug." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch in bark-small vs Gemma-4 audio positional encoding." + "reason": "CPU offload device mismatch is unrelated to Gemma-4 audio positional encoding." }, { "left": "issue:42890", "right": "issue:43704", "accept": false, - "reason": "Flaky integration test seeding issue vs a runtime VRAM leak." + "reason": "Missing set_seed in a test is unrelated to a runtime VRAM leak." }, { "left": "issue:42913", "right": "issue:43066", - "accept": false, - "reason": "Both are tokenizer v5-related, but one is a broad behavior change and the other is a specific decoder-type bug; not clearly the same underlying defect." + "accept": true, + "reason": "Both describe the same tokenizer-v5 regression: changed tokenizer behavior and the wrong decoder type are plausibly the same underlying bug." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs bug vs an unrelated placeholder issue." + "reason": "Scheduler kwargs handling has nothing to do with an unrelated unemployment issue." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "Tied-weight key crash and chat template tool-call crash are separate failures." + "reason": "A tied-weights helper crash and a chat-template tool-call crash are different failures." }, { "left": "issue:44998", "right": "issue:45341", "accept": false, - "reason": "Placeholder issue vs a testing_utils bug; unrelated." + "reason": "These titles are too generic and the report contents are unrelated." }, { "left": "issue:44492", "right": "issue:44998", "accept": false, - "reason": "Typo in cache strategies vs unrelated placeholder issue." + "reason": "Cache-strategy typo and an unrelated generic issue are not duplicates." }, { "left": "issue:43618", "right": "issue:44998", "accept": false, - "reason": "CLIPOutput attention assignment regression vs unrelated placeholder issue." + "reason": "CLIPOutput attentions regression is unrelated to the generic issue." }, { "left": "issue:44556", "right": "issue:44998", "accept": false, - "reason": "Checkpoint reload regression vs unrelated placeholder issue." + "reason": "Checkpoint reload incompatibility after v5 upgrade is unrelated to the generic issue." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Llama4Config pad_token_id missing vs tied-weight key handling; different config fields and code paths." + "reason": "Missing pad_token_id in Llama4Config is unrelated to tied-weight key handling." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "StableLmConfig pad_token_idx regression vs tied-weight key AttributeError; unrelated." + "reason": "Missing pad_token_idx in StableLmConfig is a separate config migration bug." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Checkpoint loading slow vs ImportError for layer_type_validation; different failures." + "reason": "Slow from_pretrained checkpoint loading and an import error from configuration_utils are unrelated." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 inference support request vs missing files on processor.save_pretrained; not the same bug." + "reason": "FP8 inference support and missing processor.save_pretrained files are different tasks." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "from_pretrained slowdown vs tensor-parallel training bug." + "reason": "Slow checkpoint loading and tensor-parallel training bug are unrelated." }, { "left": "issue:31515", "right": "issue:31795", "accept": false, - "reason": "Loading performance issue vs forward doc confusion." + "reason": "Checkpoint loading performance and forward() documentation confusion are not the same issue." }, { "left": "issue:44230", "right": "issue:45310", "accept": false, - "reason": "Both mention Qwen3.5 MoE, but one is fp8 inference support and the other is a from_pretrained regression; different changes." + "reason": "FP8 support request and a from_pretrained error are related to the model family but not the same concrete bug." }, { "left": "issue:31515", "right": "issue:33453", "accept": false, - "reason": "Both are loading-related, but one is checkpoint load slowness and the other is tokenizer loading regression." + "reason": "from_pretrained slowness and tokenizer-loading regression are different loading problems." }, { "left": "issue:31515", "right": "issue:36683", "accept": false, - "reason": "Checkpoint loading slowdown vs Gemma3Config missing vocab_size; unrelated." + "reason": "Checkpoint loading performance and missing vocab_size in Gemma3Config are unrelated." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching for audio models vs fp8 support for Qwen models; different feature gaps." + "reason": "Continuous batching support for audio models and FP8 Qwen3-VL support are different feature gaps." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted soft edge, issue:42913 \u2194 issue:43066, is reasonably supported by the titles as a likely tokenizer-v5 duplicate pair, and the remaining rejections are appropriately cautious given the limited evidence." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -13724,8 +13781,8 @@ "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": [ @@ -13735,12 +13792,12 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "b8668984fa84439432f32317baa962fab8616fa98bd9c2bcecce906078d2ca4b", + "prepared_review_unit_hash": "f1d9ac78dd6d2efc3331a9eb42c36af343b578f6296779e178b2f4dc22699c78", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1589, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -13748,7 +13805,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1589, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -13757,18 +13814,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are unrelated feature-request issues: one asks for Flash Attention 2 support on more architectures, the other asks for GGUF support on more architectures. They target different subsystems and different deliverables, so they should not be clustered as duplicates.", + "summary": "These are not duplicates: one requests Flash Attention 2 support for more architectures, the other requests GGUF support for more architectures. They share a broad \"community contribution\" framing but target different features and code paths.", "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "issue:26350 is the better anchor only in the sense that it has much higher discussion activity, but it is not a canonical duplicate of issue:33260 because the requested changes are unrelated.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Different features and code paths: Flash Attention 2 support vs GGUF support. They are both broad architecture-support requests but not the same underlying bug or change." + "reason": "Different underlying feature requests: Flash Attention 2 support vs GGUF support. Same general theme, but not the same bug or change." } ] }, @@ -13787,8 +13844,8 @@ "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": [ @@ -13805,12 +13862,12 @@ "issue:43834|issue:44365", "issue:44365|issue:44370" ], - "prepared_review_unit_hash": "0aa0d148f039a45db1e8a688654b0d5beaa690844ef0fe5ec6683fb5b835b75a", + "prepared_review_unit_hash": "e7ae7f7efd9318d7f830210423272c4e26b5ac56cc50a2e1132b74f86a012a84", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4454, + "serialized_chars": 4455, "estimated_input_tokens": 1114, "estimated_eval_tokens": 2484 }, @@ -13818,7 +13875,7 @@ "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4454, + "serialized_chars": 4455, "estimated_input_tokens": 1114, "estimated_eval_tokens": 2484 }, @@ -13827,48 +13884,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These look like the same issue template family, but only #27088 is a concrete Turkish translation request; the other three are generic placeholder variants and don\u2019t clearly represent the same actionable issue.", - "confidence": 0.84, - "canonical_issue_reason": "#27088 is the only concrete, language-specific issue title ([i18n-TR] Turkish). The others are generic placeholders, so this is the best representative issue.", + "summary": "These are all i18n docs-translation issues, but only #27088 is a concrete Turkish request; the other three look like generic placeholder/template issues rather than the same specific change. I would not treat any pair as a true duplicate with the evidence shown.", + "confidence": 0.58, + "canonical_issue_reason": "#27088 is the only concrete, language-specific issue (Turkish). The others are generic placeholder titles, so it is the best representative if a single issue must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "#27088 is the most actionable and specific issue in the cluster; it is clearly about Turkish docs translation rather than a templated placeholder.", + "best_issue_reason": "#27088 is the most actionable and specific item in the cluster; the rest do not identify a concrete language request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Same broad translation-template wording, but #44370 is generic and not clearly the same concrete issue as the Turkish-specific request." + "reason": "Turkish-specific request vs a generic placeholder translation issue; not enough evidence they are the same underlying change." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "High textual similarity, but the second item is a placeholder template rather than a specific Turkish docs translation issue." + "reason": "Turkish-specific request vs a generic placeholder translation issue; different concrete request." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "The titles are template-related, but #43834 is generic and does not clearly duplicate the concrete Turkish translation request." + "reason": "Turkish-specific request vs a generic placeholder translation issue; different concrete request." }, { "left": "issue:43834", "right": "issue:44370", "accept": false, - "reason": "Both are generic template placeholders; similarity alone is not enough to confirm the same underlying issue." + "reason": "Both are generic placeholder translation issues, but identical template wording alone does not prove the same underlying request." }, { "left": "issue:43834", "right": "issue:44365", "accept": false, - "reason": "Generic placeholder titles with no concrete language or unique issue details; not safe to merge as duplicates." + "reason": "Both are generic placeholder translation issues; the evidence is too generic to confirm a duplicate." }, { "left": "issue:44365", "right": "issue:44370", "accept": false, - "reason": "Both look like the same template class, but there is no evidence they are the same specific issue." + "reason": "Both are generic placeholder translation issues; similar template text is not enough to confirm the same underlying change." } ] }, @@ -13887,8 +13944,8 @@ "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-36817-13", "nodes": [ @@ -13933,184 +13990,184 @@ "issue:43837|issue:45027", "issue:43837|issue:45177" ], - "prepared_review_unit_hash": "9f53b89a9d1a3218b91f99047b8d0383600d32aeea36ef74aab699563d2f60a6", + "prepared_review_unit_hash": "fd6e598fab8d2d5b389515ec200b2c59e8827bf659886f2edad94010abd96ab5", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 25, - "serialized_chars": 16011, - "estimated_input_tokens": 4003, - "estimated_eval_tokens": 8262 + "serialized_chars": 16004, + "estimated_input_tokens": 4001, + "estimated_eval_tokens": 8258 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 25, - "serialized_chars": 16011, - "estimated_input_tokens": 4003, - "estimated_eval_tokens": 8262 + "serialized_chars": 16004, + "estimated_input_tokens": 4001, + "estimated_eval_tokens": 8258 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is not a duplicate set: every item is a separate model-request issue for different models, tasks, or modalities (BERT variants, TTS/ASR, audio, OCR, vision, sparse transformer). No PRs are present.", + "summary": "All items are model-add/support requests, but they target different models, families, or modalities (e.g. BERT variants, TTS/ASR, audio, OCR, vision-text). The soft-similarity edges are topical, not duplicate-level; none looks like the same underlying change.", "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue fits the cluster because the requests are for different underlying models and capabilities, not the same bug or change.", + "canonical_issue_reason": "No clear canonical duplicate: the issues span distinct models and tasks, so there is no single issue that subsumes the rest.", "canonical_pr_reason": null, - "best_issue_reason": "If forced to pick one representative, issue 37015 is the most generic and active 'Add X' request, but it still only covers NeoBERT and does not generalize to the others.", + "best_issue_reason": "No global best issue for deduplication; even the closest-looking pairs (like Qwen3 TTS vs ASR) are different concrete support requests.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "Different model requests: EuroBERT vs DEIMv2; same broad category, not the same change." + "reason": "Different model families: EuroBERT vs DEIMv2; both are add-model requests, not the same change." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBERT config support vs Qwen3-TTS support are unrelated model additions." + "reason": "EuroBERT config support is unrelated to Qwen3-TTS support." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are different models and different code paths." + "reason": "NeoBERT addition and Qwen3-ASR support are separate model requests." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT vs a weight-sparse transformer request; not the same underlying feature." + "reason": "NeoBERT and OpenAI weight-sparse transformer are different architectures and code paths." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio are distinct model families/modalities." + "reason": "NeoBERT is a text model request; LFM2.5 Audio 1.5B is an audio-model request." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT vs ModernVBERT are separate model requests, not duplicates." + "reason": "NeoBERT and ModernVBERT are distinct model additions, not duplicates." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS support target different models and integration work." + "reason": "NeoBERT and Voxtral TTS support are different models and tasks." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are unrelated additions." + "reason": "DEIMv2 and Qwen3-TTS are unrelated models with different integration requirements." }, { "left": "issue:42503", "right": "issue:43837", "accept": false, - "reason": "ModernVBERT models vs Qwen3-ASR; different model families and tasks." + "reason": "ModernVBERT models and Qwen3-ASR support are different model targets." }, { "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT and Qwen3-TTS are not the same model/change." + "reason": "ModernVBERT and Qwen3-TTS are different model families and modalities." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT support and BERT-like RoPE models are different requests." + "reason": "ModernVBERT models vs generic BERT-like RoPE support is too broad to be the same concrete change." }, { "left": "issue:42503", "right": "issue:45027", "accept": false, - "reason": "ModernVBERT models vs Voxtral-4B-TTS are unrelated." + "reason": "ModernVBERT and Voxtral TTS are unrelated support requests." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "A generic BERT-like RoPE request is not the same as Voxtral TTS support." + "reason": "A generic RoPE request is not the same as adding Voxtral TTS support." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR share a family name but request different capabilities and code paths." + "reason": "Same model family, but TTS and ASR are different concrete features/code paths; not duplicate-level." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS support and Voxtral TTS support are different model integrations." + "reason": "Qwen3-TTS and Voxtral TTS are different models, not one merged fix." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated modalities and changes." + "reason": "Qwen3-TTS support and DeepSeek-OCR2 support are unrelated." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS support does not overlap with a sparse-transformer architecture request." + "reason": "TTS support and weight-sparse transformer support are different model integrations." }, { "left": "issue:43671", "right": "issue:43909", "accept": false, - "reason": "Qwen3-TTS and LFM2.5 Audio are separate audio-model requests." + "reason": "Qwen3-TTS and LFM2.5 Audio are different audio-model requests." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR support and LFM2.5 Audio are distinct model additions." + "reason": "Qwen3-ASR and LFM2.5 Audio are different audio tasks/models." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR and EUPE are different tasks and model families." + "reason": "ASR support and EUPE (perception encoder) are unrelated model requests." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR support and weight-sparse transformer support are not the same change." + "reason": "Qwen3-ASR and weight-sparse transformer support are different concrete changes." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio 1.5B and SAM3-LiteText are unrelated model requests." + "reason": "LFM2.5 Audio and SAM3-LiteText target different modalities and implementations." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "OpenAI weight-sparse transformer vs EUPE are different architectures and requests." + "reason": "Weight-sparse transformer support is unrelated to EUPE model addition." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral-4B-TTS are different models and integration paths." + "reason": "Qwen3-ASR and Voxtral TTS are different model support requests." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are unrelated tasks." + "reason": "ASR support and DeepSeek-OCR2 support are different tasks and code paths." } ] }, @@ -14129,8 +14186,8 @@ "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": [ @@ -14151,82 +14208,82 @@ "issue:43668|issue:44031", "issue:43668|issue:43813" ], - "prepared_review_unit_hash": "166e51d89266207bc6ed9a94480f8d5239393cd6a85cb673806ac2bddf3dc779", + "prepared_review_unit_hash": "29c9fb20c8846650b1f550877e68e9be4b5520638489d71054efb410d5da80d4", "component_budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 6292, - "estimated_input_tokens": 1573, - "estimated_eval_tokens": 3402 + "serialized_chars": 6293, + "estimated_input_tokens": 1574, + "estimated_eval_tokens": 3404 }, "budget": { "node_count": 6, "item_count": 6, "soft_pair_count": 8, - "serialized_chars": 6292, - "estimated_input_tokens": 1573, - "estimated_eval_tokens": 3402 + "serialized_chars": 6293, + "estimated_input_tokens": 1574, + "estimated_eval_tokens": 3404 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are only superficially similar by theme (norms, kwargs, typos, warnings) but do not describe the same underlying bug or change. I would not deduplicate any of the soft pairs.", - "confidence": 0.89, - "canonical_issue_reason": "If one representative is needed, issue:43240 is the most concrete and broadly actionable runtime bug report; however, the set does not contain a true duplicate cluster.", + "summary": "This cluster is heterogeneous: the issues cover unrelated models and subsystems (Llama4 norm semantics, Mask2Former loss handling, generic loss kwargs forwarding, ModernBERT config typing, a quantization typo, and tokenizer regex warnings). No duplicate or mergeable pair is evident from the titles/evidence.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the items do not describe the same underlying bug or change, only superficially similar \u201cbug report\u201d phrasing.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43240 is the strongest global issue candidate because it reports an actual behavior bug with broader applicability than the more narrow typo/type-hint/model-design reports.", + "best_issue_reason": "No single issue is a good cluster representative because the set is not a duplicate cluster; the reports target different code paths and fixes.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Both mention normalization, but one questions model design (RMS norm vs Llama4TextL2Norm) while the other is a config type-hint typo; not the same bug." + "reason": "Different components and bug types: Llama4 norm behavior vs a ModernBERT config type-hint issue." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Both involve loss-related arguments, but 42936 is a specific Mask2Former ignore_value bug and 43240 is a general kwargs passthrough issue; close, but not clearly the same underlying defect." + "reason": "Mask2Former-specific ignore_value usage is unrelated to generic loss kwargs not being forwarded." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "Mask2Former loss handling and tokenizer regex warnings are unrelated code paths and symptoms." + "reason": "Model loss-parameter handling is unrelated to tokenizer regex warnings after 4.57.3." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Loss ignore_value handling and a quantization-operation typo are unrelated." + "reason": "A model bug about ignore_value is not the same as a typo in a quantization attribute name." }, { "left": "issue:42936", "right": "issue:43668", "accept": false, - "reason": "Model loss behavior vs config type-hint correctness; no shared bug." + "reason": "One concerns Mask2Former loss behavior; the other is only a ModernBERT config type annotation." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "General loss kwargs forwarding and a ModernBERTConfig type-hint typo are different issues." + "reason": "Forwarding kwargs to loss calculation is a different fix from correcting a config type hint." }, { "left": "issue:43668", "right": "issue:44031", "accept": false, - "reason": "Config type-hint bug and tokenizer warning regression are unrelated." + "reason": "ModernBERT type annotation and tokenizer regex warning are separate subsystems and failure modes." }, { "left": "issue:43668", "right": "issue:43813", "accept": false, - "reason": "A type-hint error and a naming typo in quantization code are different problems." + "reason": "A config type-hint correction is unrelated to a string/attribute typo in quantization code." } ] }, @@ -14245,8 +14302,8 @@ "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": [ @@ -14256,7 +14313,7 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "b8b1e5db0ffc5dba1f4dd070dd307c1ec1609f27bee2acef0859f5f09c91834d", + "prepared_review_unit_hash": "57f681b619cdc07a2bfd5148a61f58df05021cc9fc7aede182aea53035d15f38", "component_budget": { "node_count": 2, "item_count": 2, @@ -14278,18 +14335,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues appear unrelated: one is about Set Block Decoding, while the other requests DeepSeek v3.2 support. No shared targets, filenames, or concrete overlap suggests duplication.", - "confidence": 0.96, - "canonical_issue_reason": "Neither issue is a good canonical choice for the other because they describe different feature areas and different underlying changes.", + "summary": "The two issues are unrelated: one requests a specific block decoding change, while the other asks for DeepSeek v3.2 model support. They do not appear to describe the same underlying bug or feature.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is suitable as a global canonical issue; the topics do not align closely enough to represent the same bug or request.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "These are different requests with no concrete overlap: one concerns block decoding behavior, the other requests model support for DeepSeek v3.2." + "reason": "Different requests with no shared code path or concrete overlap: block decoding behavior vs model/version support." } ] }, @@ -14308,8 +14365,8 @@ "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": [ @@ -14319,12 +14376,12 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "696262ffa69273f8c062a80b6a7230eb522a782c32281f346fa0061246b45d08", + "prepared_review_unit_hash": "49706203c2bcd91ac133dbb5a7930dae600073d752ba5cac72442aca0e2efb1c", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, + "serialized_chars": 1583, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -14332,7 +14389,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1584, + "serialized_chars": 1583, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -14341,8 +14398,8 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are thematically adjacent but not duplicates: one is about making `Trainer.remove_unused_column` more customizable, while the other is about FLOPS estimation handling custom trainers.", - "confidence": 0.95, + "summary": "These two closed issues are only loosely related through Trainer/customization themes, but they describe different problems: one about `remove_unused_column` customizability, the other about FLOPS estimation for custom trainers. They are not duplicates.", + "confidence": 0.93, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, @@ -14352,7 +14409,7 @@ "left": "issue:43598", "right": "issue:43600", "accept": false, - "reason": "Different underlying problems and code paths: custom column dropping in training data handling vs FLOPS counting logic for custom trainers. Shared mention of custom trainers is too broad to treat as the same issue." + "reason": "Different underlying bugs/features: one concerns `remove_unused_column` behavior, the other concerns FLOPS estimation logic for custom trainers. Shared Trainer/customization context is too broad to treat as the same issue." } ] }, @@ -14371,8 +14428,8 @@ "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": [ @@ -14382,7 +14439,7 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "12827ebdeff7fb3990b5867466140042aadb1132c77a175886c44487e3a6c3a3", + "prepared_review_unit_hash": "a7e48da9d0e8bf30527f5bfcdf805fcbd910cb0985fc70b6d2533c4ecda3257b", "component_budget": { "node_count": 2, "item_count": 2, @@ -14404,18 +14461,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related model-registration requests for Qwen variants, but they target different AutoModel classes and different concrete capabilities, so they should not be treated as duplicates.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 43684 is the broader request: add Qwen3-Omni registration for AutoModel and AutoModelForConditionalGeneration, which is more likely to subsume a library registration gap.", + "summary": "These are both model-registration/support requests, but they target different model families and different AutoModel heads, so they are not duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43684 is the broader and clearer representative of a registration request, covering AutoModel and AutoModelForConditionalGeneration support for Qwen3-Omni.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43684 is the best representative because it is the more general registration task and aligns with the broader API surface; 44405 is a narrower sequence-classification-specific support request for a different config.", + "best_issue_reason": "Issue 43684 is the better cluster anchor because it is broader and more general than the sequence-classification-specific request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Both are about Qwen model support, but one is for Qwen3-Omni registration in AutoModel/AutoModelForConditionalGeneration and the other is for AutoModelForSequenceClassification support in Qwen3.5. They affect different code paths and are not the same underlying change." + "reason": "Different underlying requests: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs Qwen3.5 (Qwen3_5Config) support for AutoModelForSequenceClassification. They involve different models and different heads, so they should not be merged as the same issue." } ] }, @@ -14434,8 +14491,8 @@ "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": [ @@ -14452,79 +14509,79 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "b3d98e982a19f3c41e59fdb39650bdc8ea6c396a125ee9085dbbbc22f7185b22", + "prepared_review_unit_hash": "e55b6544e51453583c1537dcb7bd4f8ffd73159339707a7912140609d4db1265", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4263, - "estimated_input_tokens": 1066, - "estimated_eval_tokens": 2388 + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4263, - "estimated_input_tokens": 1066, - "estimated_eval_tokens": 2388 + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Three issues share the exact same generic title \"huggingface \" and are very likely duplicates; the separate \"Fett\" issue looks unrelated. I\u2019d keep the earliest huggingface report as the canonical issue.", - "confidence": 0.8, - "canonical_issue_reason": "Issue 43845 is the earliest of the three highly similar \"huggingface \" reports, so it is the best canonical representative for that duplicate set.", + "summary": "Fett is unrelated. The only strong duplicate signal is the near-simultaneous pair 43845/43846 with the exact same title; 43859 shares the title too, but the evidence is weaker without body text and with a larger time gap, so it should not be merged as confidently.", + "confidence": 0.58, + "canonical_issue_reason": "Issue 43845 is the earliest exact-title \"huggingface \" report in the strongest duplicate pair, so it is the best representative for that cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43845 is the best overall issue candidate because it is the earliest and most likely to capture the shared huggingface report cluster; 43835 has a different title and appears unrelated.", + "best_issue_reason": "43845 is the cleanest global issue representative because it matches 43846 exactly on title and body length with the tightest timestamp gap.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles and no concrete shared details beyond weak similarity; likely unrelated." + "reason": "Different title and no supporting overlap beyond generic soft similarity." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles and no evidence they describe the same underlying problem." + "reason": "Different title and no concrete evidence they describe the same underlying issue." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different titles and no concrete overlap indicating the same issue." + "reason": "Different title and no evidence tying it to the other reports." }, { "left": "issue:43845", "right": "issue:43846", "accept": true, - "reason": "Same exact title and very close timestamps/body size; these look like duplicate reports of the same huggingface issue." + "reason": "Exact same title, same body length, and only a 28-second gap make this look like the same minimal issue report." }, { "left": "issue:43845", "right": "issue:43859", - "accept": true, - "reason": "Same exact title and strong similarity; likely duplicate reports of the same underlying issue." + "accept": false, + "reason": "Same title, but the larger time gap and different body length are not enough without body text to confirm the same issue." }, { "left": "issue:43846", "right": "issue:43859", - "accept": true, - "reason": "Same exact title and strong similarity; likely duplicate reports of the same underlying issue." + "accept": false, + "reason": "Same title, but the later timestamp and shorter body length make the duplicate claim too weak on the available evidence." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: the three issues with identical \"huggingface \" titles do form a plausible duplicate cluster, and 43835 has only weak similarity plus a different title. The canonical choice of the earliest huggingface report is conservative, and the soft-edge accepts are supported by the repeated title and high soft-similarity scores without overstating certainty." + "accept": false, + "feedback": "The cluster direction is plausible, but the analyst overstates the evidence for some soft-edge pairs. The packet only supports identical titles and close timestamps/body lengths for the three \u201chuggingface \u201d issues; it does not provide body text or topic wording, so claims like \u201cclearly overlapping minimal report\u201d and \u201csame topic wording\u201d are not grounded. Because the verdicts are not consistently conservative, reject." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -14537,8 +14594,8 @@ "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": [ @@ -14559,95 +14616,98 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "3e81cee2e8719bb9a008dcd53f3041fc16b22bbc28d14f5670a6703f90c71ca8", + "prepared_review_unit_hash": "128a5b822303d072a6c1b804fe55aa0484a2af89c064aa9d742122939aaaaa4b", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5788, - "estimated_input_tokens": 1447, - "estimated_eval_tokens": 3150 + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5788, - "estimated_input_tokens": 1447, - "estimated_eval_tokens": 3150 + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates of one substantive issue; the cluster looks like mostly spam/placeholder issues with one vague documentation suggestion, so there is no clear canonical bug report here.", - "confidence": 0.98, - "canonical_issue_reason": "No issue has enough concrete problem description to serve as a true canonical report.", + "summary": "The cluster is mostly unrelated junk/spam issues. The three issues titled \"\" share the same title and similarly minimal metadata, so they likely represent the same duplicate spam report. The documentation suggestion and the \"Google LLC\" issue do not look like the same underlying item.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 44371 is the earliest of the three \"\" issues, so it is the best canonical representative for that likely-duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44418 is the least spam-like and the only one with a somewhat descriptive title, but it still lacks actionable detail.", + "best_issue_reason": "44371 is the cleanest canonical issue choice because it matches the other two \"\" issues and is the earliest among them.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", - "accept": false, - "reason": "Both look like spam placeholders and provide no evidence of the same underlying problem." + "accept": true, + "reason": "Same title \"\" with similarly minimal metadata; likely the same spam/duplicate report." }, { "left": "issue:44371", "right": "issue:44573", - "accept": false, - "reason": "Both look like spam placeholders and provide no evidence of the same underlying problem." + "accept": true, + "reason": "Same title \"\" with similarly minimal metadata; likely the same spam/duplicate report." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is spam-like and the other is a generic documentation suggestion; not the same concrete issue." + "reason": "Different title and no evidence they describe the same underlying issue." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder versus unrelated title about Google LLC; no shared bug/change." + "reason": "\"\" and \"Check out \\\"Google LLC\\\"\" do not appear to be the same report." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "Generic documentation suggestion versus spam placeholder; not a duplicate underlying report." + "reason": "Documentation suggestion versus spam placeholder; they are not the same underlying issue." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Generic documentation suggestion versus spam placeholder; not a duplicate underlying report." + "reason": "Documentation suggestion versus spam placeholder; they are not the same underlying issue." }, { "left": "issue:44572", "right": "issue:44573", - "accept": false, - "reason": "Both are spam-like placeholders, but there is no concrete issue content tying them to the same underlying bug." + "accept": true, + "reason": "Same title \"\" and similarly minimal metadata; likely duplicate spam issues." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder versus unrelated Google LLC title; no evidence they describe the same issue." + "reason": "Different titles with no concrete evidence of the same bug or change." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "Spam placeholder versus unrelated Google LLC title; no evidence they describe the same issue." + "reason": "Different titles with no concrete evidence of the same bug or change." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "The clustering is directionally reasonable, but several verdict reasons overstate the evidence. The packet only shows identical titles and body lengths; it does not expose the body text, so saying the issues have the \"exact same placeholder title/body pattern\" is too strong. A safer justification would be that the three issues share the same title \"\" and have very similar metadata, so they are likely duplicates. The summary is mostly conservative, but the soft-edge accept reasons need to be tightened before accepting." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -14659,8 +14719,8 @@ "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": [ @@ -14670,50 +14730,50 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "01374fd53b5e155cf20472def2ded764b9ffb42d9e1c1f6a91f5e742d8da3abe", + "prepared_review_unit_hash": "bc8e5b967778f679d004795d1e9c57704f5a7097d43aa1693f79a4492396d29e", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1644, - "estimated_input_tokens": 411, - "estimated_eval_tokens": 1078 + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1644, - "estimated_input_tokens": 411, - "estimated_eval_tokens": 1078 + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The issues are highly similar and share the exact title, but the available evidence is still soft rather than definitive. I would keep 45145 as the canonical issue if these are later confirmed duplicates, while treating the pair as likely duplicates rather than a certain duplicate match.", - "confidence": 0.83, - "canonical_issue_reason": "Issue 45145 is earlier and already has an inbound reference, so it is the best canonical representative among these highly similar reports.", + "summary": "The two closed issues are likely duplicates: they have identical titles, a strong soft-similarity signal, and #45145 is earlier with one inbound reference. The evidence supports treating #45145 as the canonical issue, but not stronger claims about body-level equivalence.", + "confidence": 0.89, + "canonical_issue_reason": "#45145 is earlier, has one inbound reference, and shares the same title plus a strong soft-similarity signal with #45151, so it is the better canonical record.", "canonical_pr_reason": null, - "best_issue_reason": "45145 is the most stable thread to keep because it predates 45151 and has incoming linkage, making it the better anchor for consolidation.", + "best_issue_reason": "#45145 is the best global issue representative because it predates #45151 and already has an inbound reference, making it the more established discussion thread.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", - "accept": false, - "reason": "The titles are identical and the similarity signal is strong, but the packet does not provide enough body-level evidence to confidently say they are the same underlying report; this is better treated as likely duplicates / highly similar issues rather than a confirmed duplicate." + "accept": true, + "reason": "Likely duplicate/near-duplicate based on identical titles and the soft-similarity signal; the packet does not provide enough body detail for a stronger claim." } ] }, "evaluator_result": { "accept": false, - "feedback": "The canonical choice is grounded, but the duplicate verdict is a bit too strong for the evidence available. The packet only shows identical titles plus a soft-similarity signal (with deterministic_accept=false), not enough to call the bodies 'identical' or the reports unquestionably the same. A more conservative phrasing would be that they are likely duplicates / highly similar reports, with 45145 as the better canonical issue because it is earlier and has an inbound reference." + "feedback": "The pairing is plausible, but the analyst overstates the evidence. The packet confirms identical titles and a soft-similarity signal (jaccard 0.63), plus #45145 has one inbound reference and is earlier. However, it does not provide the bodies for direct comparison, so claims like \"highly similar bodies\" and \"same underlying energy-reduction request\" are stronger than the packet supports. The soft-edge accept is reasonable only if phrased more conservatively (e.g., \"likely duplicate/near-duplicate based on identical title and similarity signal\")." }, "evaluator_used": true, "retried": true, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -14823,7 +14883,7 @@ "pull_request:43823|pull_request:45489", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "b107fcc833948d4b8d500d44e3c943c46ee2b4c6ddf76992f2761d487c40d4e0", + "prepared_review_unit_hash": "94eb14d0f580345f93abc1f3e0e4915efb7fc3da5e50542fa9305609303f995c", "component_budget": { "node_count": 13, "item_count": 13, @@ -14845,156 +14905,156 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly a set of unrelated open PRs across different models and features. The only true duplicate-looking pair is the two `fixed_cross_entropy` fixes (#43251 and #43254), which address the same loss helper and the same underlying kwargs passthrough bug.", - "confidence": 0.95, + "summary": "Mostly unrelated PRs were clustered together by broad lexical similarity. The only true duplicate-style overlap is the pair of cross-entropy fixes (43251 and 43254), which patch the same function in the same way to forward supported kwargs. The rest share only broad subsystems or themes and should stay separate.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "#43251 is the best canonical PR for the only duplicate pair: it has the explicit issue link, edits the same loss helper, and cleanly represents the `fixed_cross_entropy` kwargs fix.", + "canonical_pr_reason": "PR 43251 is the best representative because it directly targets issue #43240 and makes the broader, cleaner fixed_cross_entropy kwargs fix; 43254 is the near-duplicate sibling patch.", "best_issue_reason": null, - "best_pr_reason": "#43251 is the strongest representative of the accepted duplicate cluster because it targets the shared bug directly, is issue-linked, and could subsume #43254's nearly identical change.", + "best_pr_reason": "PR 43251 is the strongest concrete bug-fix candidate in the cluster: it fixes the same cross-entropy forwarding bug as 43254, has the explicit issue link, and is the most self-contained duplicate pair member.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Different changes: new VideoPrism model/docs vs an Executorch dynamic-shape test. Same broad area of tooling/testing only superficially." + "reason": "VideoPrism model/docs addition vs executorch dynamic-shape export test; unrelated changes." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor-auto robustness tweaks are unrelated to adding a new MobileLLM model." + "reason": "Processor auto-loading robustness vs adding MobileLLM; different problems and code paths." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Same file? no; but different problems: loss helper kwargs passthrough vs MobileLLM model implementation." + "reason": "Cross-entropy kwargs fix vs MobileLLM model addition; no shared underlying bug or change." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Unrelated code paths: cross-entropy helper vs Mistral4 test/model fixes." + "reason": "Loss utility fix vs Mistral4 test/integration changes; unrelated." }, { "left": "pull_request:43424", "right": "pull_request:44827", "accept": false, - "reason": "Executorch export test and Mistral4 fixes are different bugs and not mergeable into one PR." + "reason": "Executorch dynamic-shape export test vs Mistral4 test fixes; same general area, but not the same concrete change." }, { "left": "pull_request:43424", "right": "pull_request:45435", "accept": false, - "reason": "Executorch dynamic-shape export test is unrelated to Whisper tokenizer special-token indexing." + "reason": "Executorch export testing vs Whisper tokenizer boundary fix; unrelated code paths." }, { "left": "pull_request:43424", "right": "pull_request:43823", "accept": false, - "reason": "Executorch exportability test vs new MobileLLM model addition are unrelated." + "reason": "Executorch export test vs MobileLLM model addition; unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45454", "accept": false, - "reason": "MobileLLM model addition and Gemma4 text-only training support are distinct features/bugs." + "reason": "New MobileLLM model vs Gemma4 text-only training behavior; different models and fixes." }, { "left": "pull_request:43823", "right": "pull_request:45435", "accept": false, - "reason": "MobileLLM model implementation is unrelated to Whisper tokenization edge-case fix." + "reason": "MobileLLM model addition vs Whisper tokenizer bugfix; unrelated." }, { "left": "pull_request:43823", - "right": "pull_request:45489", + "right": "pull_request:43995", "accept": false, - "reason": "Different model families and different objectives: MobileLLM addition vs Gemma3n/Gemma4 cache-sharing alignment." + "reason": "MobileLLM addition vs Falcon output-interface refactor; different targets." }, { "left": "pull_request:43995", - "right": "pull_request:44827", + "right": "pull_request:45435", "accept": false, - "reason": "Falcon output-collection refactor is unrelated to Mistral4 test/model fixes." + "reason": "Falcon refactor vs Whisper tokenizer indexing fix; not the same bug or change." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor and model-creation skill changes are completely different areas." + "reason": "Falcon model refactor vs model-creation skill/docs; unrelated." }, { "left": "pull_request:43995", - "right": "pull_request:45435", + "right": "pull_request:44827", "accept": false, - "reason": "Falcon forward signature refactor does not match the Whisper tokenizer bug fix." + "reason": "Falcon standardized-output refactor vs Mistral4 test fixes; different concerns." }, { "left": "pull_request:44827", "right": "pull_request:45489", "accept": false, - "reason": "Mistral4 test fixes and Gemma3n/Gemma4 cache-sharing alignment are different concrete changes." + "reason": "Mistral4 test/integration fixes vs Gemma3n/Gemma4 cache-sharing alignment; only broad model-code overlap, not the same concrete change." }, { "left": "pull_request:44827", "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 test fixes vs CLIP-like `layrnorm` renaming are unrelated." + "reason": "Mistral4 tests vs layrnorm->layernorm renaming across CLIP-like models; unrelated." }, { "left": "pull_request:43823", "right": "pull_request:44827", "accept": false, - "reason": "MobileLLM model addition and Mistral4 test fixes are unrelated." + "reason": "MobileLLM addition vs Mistral4 tests; unrelated." }, { "left": "pull_request:45213", "right": "pull_request:45435", "accept": false, - "reason": "Model-creation skill scaffolding and Whisper tokenization fix do not share the same underlying change." + "reason": "Model-creation skill/docs vs Whisper tokenizer bugfix; no shared underlying fix." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 test fixes are unrelated to the model-creation skill PR." + "reason": "Mistral4 tests vs model-creation skill/docs; unrelated." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM model addition is unrelated to the model-creation skill PR." + "reason": "MobileLLM model addition vs model-creation skill/docs; not the same artifact or bug." }, { "left": "pull_request:44827", "right": "pull_request:45435", "accept": false, - "reason": "Mistral4 fixes and Whisper tokenizer fix are different code paths." + "reason": "Mistral4 test fixes vs Whisper tokenizer bugfix; different code paths." }, { "left": "pull_request:45454", "right": "pull_request:45489", "accept": false, - "reason": "Both are Gemma-family PRs, but one fixes text-only training masks while the other aligns cache sharing; same ecosystem, not the same underlying change." + "reason": "Both touch Gemma-family files, but one is Gemma4 training text-only handling and the other aligns Gemma3n cache sharing to Gemma4; not mergeable as one PR." }, { "left": "pull_request:43823", "right": "pull_request:45489", "accept": false, - "reason": "MobileLLM addition is unrelated to Gemma3n/Gemma4 cache-sharing work." + "reason": "MobileLLM addition vs Gemma3n/Gemma4 cache-sharing alignment; unrelated." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Both PRs modify `fixed_cross_entropy` in the same file to pass supported kwargs to `nn.functional.cross_entropy`; they address the same bug and could plausibly be merged into one PR." + "reason": "Both patch fixed_cross_entropy in the same way to forward supported kwargs to nn.functional.cross_entropy; the differences are superficial and could be merged into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The analysis is grounded in the packet and stays conservative. The only accepted duplicate pair, #43251/#43254, is well supported by the shared file, shared issue target, and nearly identical `fixed_cross_entropy` kwargs fix. The other soft-edge rejections are appropriately cautious and do not overstate mergeability." + "feedback": "The summary is grounded in the packet and stays conservative. The only clearly mergeable duplicate-style pair is 43251/43254, which both patch `fixed_cross_entropy` to forward supported kwargs; the rest are reasonably described as broad-similarity but not same-bug overlaps. No soft-edge verdict appears overstated." }, "evaluator_used": true, "retried": false, @@ -15021,7 +15081,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "ac11bcbebe4f4674c9db7a6749d7911ebcb9d2e7ff15e82b1271165df92cf29f", + "prepared_review_unit_hash": "f4d7b9c68979cb4cf1a84f6731b4dd69143ac1da48946a24ac572084f2274e88", "component_budget": { "node_count": 2, "item_count": 2, @@ -15043,18 +15103,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two distinct VibeVoice PRs: one for the base model implementation and one for a separate realtime extension. They overlap on shared model files, but they are not the same concrete change.", - "confidence": 0.89, + "summary": "Both PRs add VibeVoice support, but they are not duplicates: #40546 is the base VibeVoice implementation, while #42781 adds a separate realtime variant plus acoustic tokenizer and generation changes. They share a model family and some filenames, but target different feature sets and would not naturally merge into one PR.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 40546 is the better canonical representative for the cluster: it is the original, broader VibeVoice implementation and has much more review/discussion activity; PR 42781 is a later, narrower realtime follow-on.", + "canonical_pr_reason": "#40546 is the more canonical base implementation: it introduces VibeVoice itself, has broader discussion/activity, and establishes the core model integration that the realtime PR builds on.", "best_issue_reason": null, - "best_pr_reason": "PR 40546 is the strongest representative overall because it covers the base VibeVoice integration more completely and appears more mature, while PR 42781 is a separate realtime feature branch.", + "best_pr_reason": "#40546 is the best representative for the cluster because it is the foundational VibeVoice integration rather than a derivative realtime extension.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "Shared filenames reflect the same model family, but the PRs target different work: base VibeVoice vs. VibeVoice Realtime. They are related follow-ons, not the same mergeable code-path fix/change." + "reason": "Shared VibeVoice files indicate related work, but #42781 adds realtime-specific functionality and extra tokenizer/generation/model changes, so this is not the same concrete bug/change and would not plausibly be merged as one PR." } ] }, @@ -15084,7 +15144,7 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "d17fa45ab109cd634be380d38671803a3711e2d3e88075cd5000840301efd3c5", + "prepared_review_unit_hash": "111efb8a2628271e93a508492452600fab7eedfd4c5d9a4eb02310ce9528e21c", "component_budget": { "node_count": 2, "item_count": 2, @@ -15106,18 +15166,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are unrelated PRs: one adds TimesFM covariate forecasting support, the other adds DINOv3 image-classification support. The shared similarity is only superficial (both add docs/tests and model code).", + "summary": "These are two unrelated pull requests in different model areas: TimesFM covariate forecasting vs. DINOv3 image classification support. They should not be clustered as duplicates.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No clear canonical PR: the changes target different model families, different code paths, and different end-user features.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "Neither PR is a good representative of the cluster as a duplicate target because they do not appear to implement the same underlying change or bug fix.", + "best_pr_reason": "PR 41224 is the more self-contained and narrowly scoped change, with a concrete feature addition and supporting docs/tests; it is the cleaner representative PR in this cluster, though it is not a duplicate of 40755.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Reject: different models and features (TimesFM covariate forecasting vs DINOv3 image classification); no shared concrete code-path problem to merge into one PR." + "reason": "Different models, different tasks, and different code paths: TimesFM forecasting with covariates vs. DINOv3 image classification. They do not appear to fix the same underlying bug or implement the same change." } ] }, @@ -15147,7 +15207,7 @@ "soft_pairs": [ "pull_request:41356|pull_request:44339" ], - "prepared_review_unit_hash": "7070c9571772fa9b3044323478b510030f5cc277be75caed43a78d27b11832c6", + "prepared_review_unit_hash": "6a294e22620e8bea8f4323a527dafc9a2ef2e366387013b7472c23e0fd9ad6a7", "component_budget": { "node_count": 2, "item_count": 2, @@ -15169,28 +15229,25 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are DEIMv2 model-integration work against the same tracking issue; 44339 is the broader, later, more complete implementation and likely supersedes 41356.", - "confidence": 0.83, + "summary": "Both PRs are about adding DEIMv2 support, but they are not the same concrete change set: #41356 is an earlier, smaller model/image-processor addition, while #44339 is a broader follow-up that adds the full Transformers integration and related infrastructure.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44339 is the better canonical PR because it is the more complete DEIMv2 integration (adds auto mappings, loss, conversion script, modular file, and config checks) and appears to supersede the smaller initial scaffold in 41356.", + "canonical_pr_reason": "#44339 is the better canonical PR because it is the more complete DEIMv2 integration: it includes the model, conversion script, loss/auto-mapping updates, docs, and tests, whereas #41356 is an earlier partial implementation.", "best_issue_reason": null, - "best_pr_reason": "PR 44339 is the best representative of the cluster since it covers the full Transformers integration path rather than only the initial model/image-processor/test subset.", + "best_pr_reason": "#44339 is the strongest representative for this cluster since it covers the full DEIMv2 feature landing and is the most comprehensive change set.", "soft_edge_verdicts": [ { "left": "pull_request:41356", "right": "pull_request:44339", - "accept": true, - "reason": "Same underlying change: adding DEIMv2 support to Transformers under the same issue target. 44339 expands the same model integration rather than introducing a different feature, so these plausibly belong to one merged PR." + "accept": false, + "reason": "Same model family and shared issue target, but not the same concrete PR-level change: #44339 is a much broader, later integration with additional files and functionality, so this looks like a follow-up rather than a duplicate that should be merged together." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet: both PRs explicitly target issue 41211 and share core DEIMv2 files, while 44339 clearly extends the same integration with additional components. The soft-edge accept is conservative and the pair does look mergeable as one DEIMv2 bugfix/integration effort." - }, - "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 }, @@ -15213,12 +15270,12 @@ "soft_pairs": [ "pull_request:41797|pull_request:45186" ], - "prepared_review_unit_hash": "7970388d5d6dec499c77bd5e0a16078c9d83eee132cbe0eaea0e03fb46f87447", + "prepared_review_unit_hash": "3158db4718741a459f2fae2b875c3bb402f8525ae37ca5244a849ee58d4de934", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6723, + "serialized_chars": 6722, "estimated_input_tokens": 1681, "estimated_eval_tokens": 3618 }, @@ -15226,7 +15283,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6723, + "serialized_chars": 6722, "estimated_input_tokens": 1681, "estimated_eval_tokens": 3618 }, @@ -15235,18 +15292,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated open PRs adding different models (DeepSeek OCR vs Isaac). They share some transformer plumbing and docs structure, but not the same underlying bug or change, so they should not be clustered as duplicates.", + "summary": "These are two unrelated model-introduction PRs that happen to share the standard Hugging Face scaffolding for adding a new model, but they target different models, code paths, and docs. They should not be deduplicated.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the PRs introduce different models, configs, processors, and tests, so they are not the same change.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "Neither PR is a good global representative for the cluster because the items are heterogeneous and address separate model integrations.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different model additions with distinct codepaths and artifacts; shared auto-registration/docs scaffolding is too broad to indicate the same change." + "reason": "Different model additions (DeepSeek OCR vs Isaac) with distinct implementation files and tests; shared auto-registration/doc plumbing is too generic to indicate the same underlying change." } ] }, @@ -15276,7 +15333,7 @@ "soft_pairs": [ "pull_request:42166|pull_request:45426" ], - "prepared_review_unit_hash": "9efc3776f8aac2f84773a4f8966557b4988dc116e4c90daded2b577909c59501", + "prepared_review_unit_hash": "6dbb4aff2fd97b61412995079ce86b2b1200f501c1c10add90cf8e0a305bf4b0", "component_budget": { "node_count": 2, "item_count": 2, @@ -15298,18 +15355,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two unrelated model-addition pull requests that happen to touch some shared auto-registration files. They do not fix the same code path or implement the same change, so they should not be clustered as duplicates.", - "confidence": 0.96, + "summary": "These are two unrelated model-addition PRs, not duplicates. They share some auto-registry boilerplate and model-package wiring, but one adds InternVLFlash and the other adds AXK1, so they should stay separate.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": "Neither PR can serve as a canonical duplicate target for the other: #42166 adds InternVLFlash docs/model plumbing, while #45426 adds AXK1 model support and auto-docstring updates. Different models, different code paths, different intended changes.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No single PR is a better duplicate representative here; both are distinct feature additions rather than duplicate fixes, so there is no canonical PR in the cluster.", + "best_pr_reason": "PR #42166 is the more complete model integration patch, but it is not a duplicate of #45426; the two PRs target different models and different code paths.", "soft_edge_verdicts": [ { "left": "pull_request:42166", "right": "pull_request:45426", "accept": false, - "reason": "Reject: they introduce support for different models (internvl_flash vs ax_k1). Overlap in auto-registration files is incidental and not evidence of the same underlying bug or change." + "reason": "Reject: shared registration files are generic boilerplate; the PRs add different models (InternVLFlash vs AXK1) and are not the same concrete fix/change." } ] }, @@ -15346,7 +15403,7 @@ "pull_request:43291|pull_request:44815", "pull_request:43665|pull_request:44815" ], - "prepared_review_unit_hash": "cddf5f71bbaec7d7bfb697f5ffe51ddada4ba44caac9c208ae1a200a174cc894", + "prepared_review_unit_hash": "8cd3490ce52b1234efd62fa98103ad157e14da6a15dabadf4b58e3a8d736acac", "component_budget": { "node_count": 4, "item_count": 4, @@ -15368,48 +15425,48 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are not true duplicates. Only PR #42227 is a substantive Whisper bug fix; #43291 is a Whisper tokenizer/test refactor, #43665 is an unrelated test-only change, and #44815 is an unrelated FP8/dequantization fix. The apparent overlaps are too broad to merge safely.", + "summary": "This cluster is mostly noisy and does not contain a true duplicate set. The only substantive Whisper fix is 42227; the others are unrelated test churn or a separate dequant/loading change.", "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #42227 is the best canonical representative because it fixes a concrete Whisper pipeline bug ('return_language') with an explicit issue link and targeted code/test changes.", + "canonical_pr_reason": "42227 is the clearest, most specific change: it fixes Whisper `return_language` propagation in the ASR pipeline and has an explicit issue target.", "best_issue_reason": null, - "best_pr_reason": "PR #42227 is the strongest representative of the cluster: it addresses a real, specific bug in the ASR pipeline, unlike the other PRs which are test-only or unrelated subsystem changes.", + "best_pr_reason": "42227 is the best representative PR because it is a concrete bug fix with a clear scope and direct issue linkage; the others are either unrelated or not substantive duplicates.", "soft_edge_verdicts": [ { "left": "pull_request:42227", "right": "pull_request:43291", "accept": false, - "reason": "Both touch Whisper, but #42227 fixes ASR pipeline return_language plumbing while #43291 is a tokenizer/decode/test refactor. Different concrete code paths and not safely mergeable as one PR." + "reason": "Both are Whisper-related, but they fix different code paths: 42227 is ASR pipeline `return_language` plumbing, while 43291 changes Whisper tokenization decode/timestamp handling. Not the same underlying change." }, { "left": "pull_request:42227", "right": "pull_request:43665", "accept": false, - "reason": "#43665 is just dummy test edits across CLIP and ViT, unrelated to Whisper return_language. No shared underlying bug or change." + "reason": "43665 is unrelated test-file churn across CLIP/ViT with placeholder assertions, not the same bug or fix as Whisper return-language propagation." }, { "left": "pull_request:42227", "right": "pull_request:44815", "accept": false, - "reason": "#44815 is a broad FP8/dequant/model-loading change for Mistral/FP8, unrelated to Whisper ASR behavior." + "reason": "44815 is a separate dequant/model-loading change in FP8 and Mistral-related files, unrelated to Whisper ASR behavior." }, { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "#43291 is Whisper tokenizer behavior/tests; #43665 is unrelated test noise. Different areas and no common fix." + "reason": "43291 is a Whisper tokenizer change; 43665 is unrelated test noise in image models. No shared underlying bug." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "Whisper tokenizer changes and FP8/dequant changes are unrelated subsystems and bugs." + "reason": "Different subsystems and problems: Whisper decode logic versus FP8/dequant and model loading." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "One PR is unrelated test-only edits, the other is a substantive FP8/dequant fix. No duplicate relation." + "reason": "Completely unrelated: synthetic test edits in CLIP/ViT versus a real dequant/loading fix." } ] }, @@ -15439,7 +15496,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "8c6293a248e57370dbbcd190baf518a304f9893c78b94be008735743bcd883b0", + "prepared_review_unit_hash": "69f62cfdea8fb12f0d202a020ab44b95e932b5797a539476a505733fa8cb3a8f", "component_budget": { "node_count": 2, "item_count": 2, @@ -15461,18 +15518,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both GitHub Actions maintenance PRs, but they target different action families and different upgrade goals. They share a broad CI/workflow theme, not the same underlying change, so they should not be deduplicated.", - "confidence": 0.94, + "summary": "Two open PRs both update GitHub Actions in workflow files, but they target different dependency bumps and different failure modes: one is a Node 24 compatibility sweep for core workflow actions, the other upgrades docker/build-push-action in Docker image workflows. They are related maintenance, not duplicates.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR #42975 is the cleaner canonical representative because it addresses the broader, more foundational workflow-action compatibility upgrade across many CI jobs.", "best_issue_reason": null, - "best_pr_reason": "PR 42975 is the closer representative of the cluster only in a broad sense because it spans many workflow files, but it is still not a duplicate of 42976 and should not be treated as the canonical PR.", + "best_pr_reason": "PR #42975 is the best representative of the cluster: it has the clearer overarching goal (Node 24 compatibility) and touches the widest set of workflow infrastructure.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Reject: 42975 upgrades checkout/cache/upload-artifact for Node 24 compatibility, while 42976 upgrades docker/build-push-action and related workflow versions. They are separate maintenance changes and not the same concrete fix." + "reason": "Both are workflow dependency upgrades, but they change different actions for different purposes: checkout/cache/upload-artifact versus docker/build-push-action. They do not appear to fix the same concrete bug or be mergeable as one PR." } ] }, @@ -15523,118 +15580,118 @@ "pull_request:45283|pull_request:45532", "pull_request:45490|pull_request:45532" ], - "prepared_review_unit_hash": "d554d3ba6d67c49211ae37faa6cfcfe0e9314622280ada12e0209d8e8ac9a9ed", + "prepared_review_unit_hash": "cd03ab99947ac05ff61f508f8d3f2128d53fa019807e9302f2ab646d2297643b", "component_budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 14, - "serialized_chars": 32127, - "estimated_input_tokens": 8032, - "estimated_eval_tokens": 16320 + "serialized_chars": 32133, + "estimated_input_tokens": 8034, + "estimated_eval_tokens": 16324 }, "budget": { "node_count": 10, "item_count": 10, "soft_pair_count": 14, - "serialized_chars": 32127, - "estimated_input_tokens": 8032, - "estimated_eval_tokens": 16320 + "serialized_chars": 32133, + "estimated_input_tokens": 8034, + "estimated_eval_tokens": 16324 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This set is not a true duplicate cluster: it mixes several unrelated model-addition PRs (ViT NEPA, Molmo, Molmo2, Qwen3 ASR, LFM2 Audio, CTSM, SLANet) plus unrelated infra/loader work (pipeline parallel, GGUF). The shared files are mostly boilerplate docs/auto-registry edits, not the same underlying change.", - "confidence": 0.92, + "summary": "This cluster is heterogeneous: it mixes several unrelated model-addition PRs and a few infrastructure/format-support PRs. The shared overlap is mostly boilerplate around docs, auto-mappings, and model-registration files, not the same underlying bug or change.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "No single PR is a safe canonical representative because the cluster spans multiple distinct model implementations and unrelated infrastructure changes; merging or deduplicating them would conflate separate features.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "Different models and code paths: ViT NEPA vs Molmo. Similar new-model scaffolding and docs are not enough to treat them as the same change." + "reason": "Different models (ViT NEPA vs Molmo). Shared docs/auto-registration boilerplate is not the same concrete change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "Different model families: ViT NEPA vs Molmo2. Shared registry/docs patterns are boilerplate, not duplicate functionality." + "reason": "Different models (ViT NEPA vs Molmo2). No shared code-path bug or mergeable combined change." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "Different model additions: ViT NEPA vs CTSM. No shared bug or concrete implementation to merge into one PR." + "reason": "Model addition PRs for unrelated architectures (ViT NEPA vs CTSM); overlap is only framework registration/docs." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are separate model implementations with distinct filenames and support code; they are not the same underlying feature." + "reason": "Molmo and Molmo2 are distinct model families with separate implementations and docs; not the same fix/change." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo vs CTSM are unrelated model support PRs; overlapping auto/docs edits are incidental boilerplate." + "reason": "Molmo vs CTSM are unrelated model additions; shared auto/model docs files are incidental." }, { "left": "pull_request:43448", "right": "pull_request:45532", "accept": false, - "reason": "Molmo and SLANet are different models and would not plausibly be merged as one concrete change." + "reason": "Molmo and SLANet are different model integrations; same broad subsystem, but not the same concrete change." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 vs CTSM are distinct model-support additions, not duplicates." + "reason": "Molmo2 vs CTSM are distinct model supports with different code paths and configs." }, { "left": "pull_request:43451", "right": "pull_request:45532", "accept": false, - "reason": "Molmo2 vs SLANet are unrelated model additions; shared support files do not indicate the same fix/change." + "reason": "Molmo2 and SLANet are unrelated model additions; overlap is only generic registration/docs." }, { "left": "pull_request:43838", "right": "pull_request:45283", "accept": false, - "reason": "Qwen3-ASR support and Qwen3.5 GGUF loading support solve different problems: model integration vs file-format loading." + "reason": "Qwen3-ASR support and Qwen3.5 GGUF loading support are different features: model integration vs quantized loader mapping." }, { "left": "pull_request:43973", "right": "pull_request:45283", "accept": false, - "reason": "Lfm2 Audio model support is unrelated to Qwen3.5 GGUF loading; they touch different code paths and features." + "reason": "Lfm2 Audio model support and Qwen3.5 GGUF loading support address different models and different code paths." }, { "left": "pull_request:44601", "right": "pull_request:45532", "accept": false, - "reason": "Pipeline-parallel runtime support is infrastructure work, not the same concrete feature as SLANet model support." + "reason": "Pipeline-parallel loading infrastructure is unrelated to SLANet model support; they do not fix the same underlying issue." }, { "left": "pull_request:45157", "right": "pull_request:45532", "accept": false, - "reason": "PrismML Bonsai GGUF support and SLANet model support are different changes with no shared underlying bug or code path." + "reason": "Prism GGUF dequantization support and SLANet model addition are unrelated; no plausible single merged PR." }, { "left": "pull_request:45283", "right": "pull_request:45532", "accept": false, - "reason": "Qwen3.5 GGUF loading support is unrelated to SLANet model integration; only broad auto/docs plumbing overlaps." + "reason": "Qwen3.5 GGUF loading support and SLANet model support are separate changes in different subsystems." }, { "left": "pull_request:45490", "right": "pull_request:45532", "accept": false, - "reason": "CTSM and SLANet are separate model-support PRs; similar registry/docs edits do not make them duplicates." + "reason": "Both are model-addition PRs, but for different models (CTSM vs SLANet) with separate configs, modeling, and tests; not the same concrete change." } ] }, @@ -15667,52 +15724,52 @@ "pull_request:43488|pull_request:45476", "pull_request:43532|pull_request:45476" ], - "prepared_review_unit_hash": "069a0f5b6ed2f1305dd9767fb616f1aa8b9bf746e1a592d8bf8059bd95b95669", + "prepared_review_unit_hash": "2e9b90349d214119f33916dfe43e7842735f50d924f12836044a59182f16476c", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7463, - "estimated_input_tokens": 1866, - "estimated_eval_tokens": 3988 + "serialized_chars": 7468, + "estimated_input_tokens": 1867, + "estimated_eval_tokens": 3990 }, "budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7463, - "estimated_input_tokens": 1866, - "estimated_eval_tokens": 3988 + "serialized_chars": 7468, + "estimated_input_tokens": 1867, + "estimated_eval_tokens": 3990 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three unrelated open '[don't merge]' PRs with only superficial overlap from shared test-file touchpoints. One changes packaging/version and test deps, one rewires self-comment CI workflows, and one adds a PR-CI caller plus a couple of dummy edits. They do not look like the same underlying change.", + "summary": "These three PRs are not duplicates of one another. They only overlap on a shared Vit test filename, but the actual changes are unrelated: one alters setup/versioning, one changes CI/workflow/testing helpers, and one injects different workflow/test edits.", "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No PR is a true duplicate target here; if one must be named, PR #43532 is the most substantial and centrally about CI/workflow plumbing, but it is still not equivalent to the others.", + "canonical_pr_reason": "No clear canonical PR: the diffs target different code paths and concerns, so the shared test-file overlap is incidental rather than a duplicate signal.", "best_issue_reason": null, - "best_pr_reason": "PR #43532 is the strongest representative because it makes the broadest, most coherent change set around CI/workflow logic, whereas the others are more like isolated packaging or placeholder edits.", + "best_pr_reason": "No PR is a good global representative for a duplicate cluster here, because the changes are substantively different despite superficial filename overlap.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Different changes: #43488 is packaging/version plus test dependency plumbing, while #43532 is a workflow refactor for self-comment CI. Shared test filenames look incidental, not the same bug/change." + "reason": "43488 is about setup.py/version/dependency changes, while 43532 is about workflow and testing utility edits; they do not fix the same underlying problem." }, { "left": "pull_request:43488", "right": "pull_request:45476", "accept": false, - "reason": "#43488 targets setup/version and dependency tables; #45476 adds a PR CI caller workflow and unrelated dummy code/test edits. They do not fix the same concrete path." + "reason": "43488 modifies packaging/versioning and a test file, whereas 45476 adds a CI workflow and unrelated dummy edits in CLIP/Chinese CLIP files." }, { "left": "pull_request:43532", "right": "pull_request:45476", "accept": false, - "reason": "Both touch workflow/test areas, but #43532 rewrites self-comment CI handling while #45476 adds a PR-CI caller plus placeholder source/test edits. Not mergeable as one fix and not the same underlying change." + "reason": "Both touch tests/workflows, but the concrete changes are different code paths and different purposes, so they should not be merged as duplicates." } ] }, @@ -15742,7 +15799,7 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "ac2b746534e8794b229f8b70f68d829d815e24fcf255c5603bd88643f39a20fd", + "prepared_review_unit_hash": "2300d5d7327539d08c07c6de81e7673a2db57859d2e17b4d36a2e6d7fcae98ff", "component_budget": { "node_count": 2, "item_count": 2, @@ -15764,18 +15821,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two distinct PRs adding separate segmentation pipelines: one for promptable concept segmentation and one for promptable visual segmentation. They overlap in documentation and pipeline scaffolding, but they address different functionality and model support, so they should not be merged as duplicates.", - "confidence": 0.92, + "summary": "These are two closely related but distinct pull requests: both add a new promptable segmentation pipeline and share docs/registration scaffolding, but one is for concept segmentation while the other is for visual segmentation, with different model backends and tests. They should not be deduplicated.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43613 is the stronger canonical representative because it is the broader, more complete feature addition with support across multiple model families and a larger integration surface.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #43613 is the best single representative for this cluster because it adds the more substantial end-to-end pipeline implementation and wider model/test coverage.", + "best_pr_reason": "PR 43613 is the broader of the two and covers more model backends and tests, so it is the better representative if one needed to pick a single PR to track this family of work.", "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different concrete features: 'Promptable Concept Segmentation' vs 'Promptable Visual Segmentation'. They share pipeline/documentation plumbing, but target different tasks, models, and code paths, so they are not the same change and would not plausibly be merged into one PR." + "reason": "Different concrete features: promptable concept segmentation vs promptable visual segmentation. Shared documentation/registry changes are scaffold, but the pipelines, targeted model files, and tests differ, so they are not the same underlying change." } ] }, @@ -15805,7 +15862,7 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "38e78117a1cf684cc6cdea87571fc2a38eaa0b143b4728790326a6a73cde8ac1", + "prepared_review_unit_hash": "84241daa616bfddb7e664c1edbf01e55cdfe8d18696beb9630b8c3c986dc5230", "component_budget": { "node_count": 2, "item_count": 2, @@ -15827,18 +15884,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two separate Trainer extensibility PRs: one adds a hook for gradient-accumulation loss scaling, the other adds a hook for signature-column filtering. They share a file but not the same underlying change.", + "summary": "Both PRs touch `trainer.py` but implement different Trainer extension hooks: one changes gradient-accumulation loss scaling, the other extracts signature-column filtering. They are not the same fix and should not be deduplicated.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the PRs address different Trainer behaviors and are not duplicates or mergeable into one change.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "Neither PR is a strong global representative of the cluster; if forced, 43651 is slightly more self-contained, but it is still unrelated to 43663.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "Reject: these are different Trainer hooks in different code paths (loss scaling vs column filtering), so they are not the same underlying fix and should not be merged together." + "reason": "Different code paths and behaviors: loss scaling in `training_step` vs. input signature/column filtering. Shared file alone is not enough to treat them as the same change." } ] }, @@ -15870,7 +15927,7 @@ "pull_request:43656|pull_request:43842", "pull_request:43836|pull_request:43842" ], - "prepared_review_unit_hash": "91db104839b1849445f0f7e8b375286919d9d80abf32a63b62167eeb6d8de5e9", + "prepared_review_unit_hash": "26322fccad50414045434519bba100aa05d406f5aa7554d3565a9602176357ac", "component_budget": { "node_count": 3, "item_count": 3, @@ -15892,30 +15949,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two PRs are close duplicates around the TypeAdapter NameError in `src/transformers/cli/serve.py`; one is a direct focused fix, while the other is a broader/related annotations cleanup that looks adjacent but not identical. I would treat the PR tied to issue #43824 as the best representative.", - "confidence": 0.7, + "summary": "Two PRs (43836 and 43842) appear to be alternate fixes for the same TypeAdapter NameError in `src/transformers/cli/serve.py`; 43656 looks like a broader typing/annotation cleanup and is less clearly the same concrete bug.", + "confidence": 0.77, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43842 is the clearest canonical representative: it directly and narrowly fixes the TypeAdapter NameError in `serve.py` with the smallest scope.", + "canonical_pr_reason": "PR 43842 is the cleanest, most direct fix: it explicitly handles `TypeAdapter` under `TYPE_CHECKING` and stringifies the runtime annotation to avoid the NameError when pydantic is absent.", "best_issue_reason": null, - "best_pr_reason": "PR #43842 is the best standalone fix in the cluster because it directly addresses the concrete NameError path and is more focused than the broader annotation changes in the other PRs.", + "best_pr_reason": "PR 43842 is the best representative because it is narrowly scoped to the exact runtime failure, with a small diff and an explicit issue target for the pydantic-related NameError.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Both mention TypeAdapter NameError in the CLI, but #43656 appears to be a broader annotations/future-import cleanup tied to a different issue target, while #43842 specifically fixes the pydantic/TypeAdapter import-time problem; similar symptom, not clearly the same change." + "reason": "Both touch `serve.py` and mention TypeAdapter, but 43656 looks like a broader future-annotations/type-hint cleanup rather than the same concrete pydantic-absent NameError fix. The issue targets also differ, so I would not merge them as duplicates." }, { "left": "pull_request:43836", "right": "pull_request:43842", "accept": true, - "reason": "These are very likely the same underlying `serve.py` TypeAdapter NameError fix: both touch the same file, target the same issue, and both wrap the TypeAdapter annotation/import to avoid runtime evaluation; they could plausibly be merged into one PR." + "reason": "Both PRs address the same runtime TypeAdapter NameError in the CLI serve path, in the same file, and the diffs are clearly alternative ways to fix the same bug. They could plausibly be merged into one PR." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The split between 43656 and 43842 is supported by the different issue targets and the broader scope of 43656, while 43836 and 43842 are plausibly mergeable variants of the same serve.py TypeAdapter fix tied to the same issue target. No overstatement stands out." + "feedback": "The summary is mostly grounded in the packet. The 43836\u219443842 pairing is reasonably treated as two alternative fixes for the same TypeAdapter NameError in `src/transformers/cli/serve.py`, and they look mergeable into one PR for the same bugfix. The 43656\u219443842 rejection is also conservative enough given the weaker overlap and different explicit issue targets. One small caution: the evidence that 43656 is a separate broader cleanup is limited, so that distinction should stay tentative rather than asserted strongly." }, "evaluator_used": true, "retried": false, @@ -15945,12 +16002,12 @@ "pull_request:43757|pull_request:45500", "pull_request:43757|pull_request:45506" ], - "prepared_review_unit_hash": "00dd01a28721dba89721a294a04a35839a02d571ce5706f74682ec06a01fd29e", + "prepared_review_unit_hash": "ff37c72b186d1f28f4a4b51ea0b0db636bc76ec748aba56d3c3caeda64c546a8", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7755, + "serialized_chars": 7756, "estimated_input_tokens": 1939, "estimated_eval_tokens": 4134 }, @@ -15958,7 +16015,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 7755, + "serialized_chars": 7756, "estimated_input_tokens": 1939, "estimated_eval_tokens": 4134 }, @@ -15967,30 +16024,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs form a clear lineage around GPT-OSS GGUF support. PR 45506 is the most complete/latest implementation and explicitly supersedes 45500; 43757 is an earlier fallback-only workaround on the same code path but not the same concrete change.", - "confidence": 0.86, + "summary": "The cluster is centered on GPT-OSS GGUF loading support. PR 45506 is the strongest canonical PR: it is the most complete implementation, explicitly supersedes 43757, and matches the issue target with the broadest code/test/docs coverage. PR 45500 is an earlier partial/full-support variant and is closely related to 45506, but 43757 is only an interim fallback and is not the same concrete change.", + "confidence": 0.94, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45506 is the best canonical PR: it is the latest and most complete GPT-OSS GGUF loading fix, adds the ggml metadata mapping plus tests/docs, and explicitly says it supersedes 43757 and shares the same target as 45500.", + "canonical_pr_reason": "45506 is the most complete and final-looking PR: it explicitly supersedes 43757, targets the same issue, and includes the broader GGUF mapping/runtime/test coverage rather than just a fallback workaround.", "best_issue_reason": null, - "best_pr_reason": "Use PR 45506 as the representative PR because it fully addresses the GPT-OSS GGUF loading problem rather than just adding a temporary fallback.", + "best_pr_reason": "45506 best represents the underlying fix because it implements end-to-end GPT-OSS GGUF loading support, not just a temporary fallback, and it appears to subsume the earlier PRs.", "soft_edge_verdicts": [ { "left": "pull_request:45500", "right": "pull_request:45506", "accept": true, - "reason": "Same title, same issue target, same core files, and 45506 is a direct superseding expansion of 45500 for the same GPT-OSS GGUF loading change." + "reason": "Same issue target, same core GPT-OSS GGUF loading work, and overlapping files indicate these are closely related variants of the same fix." }, { "left": "pull_request:43757", "right": "pull_request:45500", "accept": false, - "reason": "Related GPT-OSS GGUF work, but 43757 is only a fallback-to-gpt-neox workaround while 45500 is a fuller loading-support implementation; not the same concrete PR change." + "reason": "They address the same issue, but not the same concrete change: 43757 is only a fallback-to-gpt-neox workaround, while 45500 is a broader GPT-OSS GGUF support implementation." }, { "left": "pull_request:43757", "right": "pull_request:45506", "accept": false, - "reason": "43757 is a temporary architecture fallback; 45506 adds full GGUF loading support, metadata mapping, and tests, so they are related but not the same fix." + "reason": "43577/43757 is a partial workaround, whereas 45506 implements full loading support; they share a topic but are not the same underlying code change." } ] }, @@ -16154,7 +16211,7 @@ "pull_request:44056|pull_request:44101", "pull_request:44073|pull_request:44161", "pull_request:44101|pull_request:44161", - "pull_request:44017|pull_request:44018", + "pull_request:43997|pull_request:44017", "pull_request:43997|pull_request:44056", "pull_request:44071|pull_request:44076", "pull_request:44074|pull_request:44101", @@ -16183,400 +16240,394 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "255e4cab2b8b92a0b279f8425c04aac86606fefa537522a733142bd232b7b96d", + "prepared_review_unit_hash": "a3299dc276fc5d228f20b1f972fd95e2dfbad56821d01cc3f2a6263555fa123c", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84504, - "estimated_input_tokens": 21126, - "estimated_eval_tokens": 42508 + "serialized_chars": 84508, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 }, "budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 72, - "serialized_chars": 76936, - "estimated_input_tokens": 19234, - "estimated_eval_tokens": 38724 + "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 set of independent per-model output-tracing refactors, not one duplicate PR set. The only clear duplicates are within the GPT-J/GPT-Neo lineage; the rest share the same standardized-decorators theme but touch different models/code paths.", - "confidence": 0.86, + "summary": "This cluster is mostly a broad set of model-specific PRs migrating output tracing to the new decorator-based pattern. Most pairs are theme-only matches across different architectures, so they should stay separate. The only clear duplicates are the GPT-J/CodeGen variants and the GPT-Neo variants that touch the same concrete code path.", + "confidence": 0.84, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR spans the whole cluster; it mixes many separate model-specific refactors. The closest true duplicate lineage is the GPT-J/GPT-Neo output-tracing work.", + "canonical_pr_reason": "PR 44722 is the best cluster representative: it is the latest GPT-J/CodeGen decorator migration, explicitly targets the shared output-tracing refactor, and covers the same concrete code path as the earlier GPT-J variants.", "best_issue_reason": null, - "best_pr_reason": "44722 is the strongest representative of the true duplicate subset: it is a later, broader GPT-J/CodeGen output-tracing refactor and overlaps the same code path as 44066/44085.", + "best_pr_reason": "PR 44722 is the strongest single representative for this duplicate set because it is the most complete and most recent GPT-J/CodeGen implementation of the shared output-tracing change.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different model families (CVT/FNet vs GPT-J); same umbrella theme only." + "reason": "Different model families; same output-tracing theme only." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different models and code paths; shared issue target is not enough." + "reason": "Different architectures and code paths; only the refactor pattern matches." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Same GPT-J output-tracing refactor; 44066 is a broader variant of the same change." + "reason": "Both are GPT-J output-tracing refactors in the same code path; one could subsume the other." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Different model families (RegNet/ResNet/RT-DETR vs EfficientNet); not the same change." + "reason": "RegNet/ResNet-family refactor versus EfficientNet; same theme, not the same change." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet output tracing vs GPT-J/CodeGen output tracing are unrelated code paths." + "reason": "EfficientNet and GPT-J/CodeGen are unrelated code paths." }, { "left": "pull_request:44066", "right": "pull_request:44072", "accept": false, - "reason": "GPT-J/CodeGen vs EfficientNet; only the refactor pattern matches." + "reason": "GPT-J/CodeGen versus EfficientNet; shared topic only." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 vs DeBERTa are unrelated model implementations." + "reason": "MobileNetV2 and DeBERTa are unrelated implementations." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen vs MGP-STR; different model code paths." + "reason": "GPT-J/CodeGen refactor versus MGP-STR; not the same concrete bug/change." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen vs MPT; same theme, different model." + "reason": "GPT-J/CodeGen and MPT touch different model code paths." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both target GPT-Neo output tracing on the same code path; looks like an iterative duplicate." + "reason": "Both are GPT-Neo output-tracing migrations in the same file and same path." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen vs GPT-Neo; not the same fix." - }, - { - "left": "pull_request:44018", - "right": "pull_request:44066", - "accept": false, - "reason": "GPT-Neo and GPT-J are different model code paths." + "reason": "GPT-J/CodeGen versus GPT-Neo; same pattern, different code paths." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet vs GPT-J/CodeGen; unrelated implementations." + "reason": "ResNet-family refactor versus GPT-J/CodeGen; not the same change." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR vs GPT-J/CodeGen; different code paths." + "reason": "MGP-STR and GPT-J/CodeGen are unrelated model paths." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet vs GPT-J; same broad refactor theme only." + "reason": "ResNet versus GPT-J; only the decorator migration is shared." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo vs ResNet are unrelated model changes." + "reason": "GPT-Neo and ResNet are different code paths." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet vs MPT; different code paths." + "reason": "ResNet-family and MPT refactors are not the same concrete change." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo vs Flaubert/XLM; not the same underlying change." + "reason": "GPT-Neo and Flaubert are different model implementations." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen; different model families." - }, - { - "left": "pull_request:44071", - "right": "pull_request:44722", - "accept": false, - "reason": "MPT vs GPT-J/CodeGen; unrelated implementations." + "reason": "GPT-Neo and GPT-J/CodeGen are distinct code paths." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT2 vs MGP-STR; shared decorator refactor theme only." + "reason": "GPT-2 and MGP-STR are unrelated code paths." }, { "left": "pull_request:44085", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J vs MGP-STR; different models and code paths." + "reason": "GPT-J and MGP-STR are different model changes." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT2 vs GPT-J/CodeGen; not the same fix." + "reason": "GPT-2 refactor versus GPT-J/CodeGen refactor; same theme only." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT vs Flaubert/XLM; unrelated model implementations." + "reason": "ViLT and Flaubert touch different model families." }, { - "left": "pull_request:44018", - "right": "pull_request:44071", + "left": "pull_request:44073", + "right": "pull_request:44161", "accept": false, - "reason": "GPT-Neo vs MPT; different code paths." + "reason": "VisualBert and LongT5 are unrelated code paths." }, { - "left": "pull_request:44017", - "right": "pull_request:44722", + "left": "pull_request:44018", + "right": "pull_request:44116", "accept": false, - "reason": "SegFormer vs GPT-J/CodeGen; same theme only." + "reason": "GPT-Neo and Flaubert are different concrete implementations." }, { - "left": "pull_request:44017", - "right": "pull_request:44161", + "left": "pull_request:44018", + "right": "pull_request:44086", "accept": false, - "reason": "SegFormer vs LongT5; unrelated model changes." + "reason": "GPT-Neo versus MGP-STR; shared theme only." }, { - "left": "pull_request:44017", - "right": "pull_request:44073", + "left": "pull_request:44018", + "right": "pull_request:44085", "accept": false, - "reason": "SegFormer vs VisualBert; different code paths." + "reason": "GPT-Neo and GPT-J are different model code paths." }, { - "left": "pull_request:44068", - "right": "pull_request:44071", + "left": "pull_request:44071", + "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo vs MPT; not the same underlying bug/change." + "reason": "MPT and MGP-STR are different implementations." }, { "left": "pull_request:44071", - "right": "pull_request:44086", + "right": "pull_request:44076", "accept": false, - "reason": "MPT vs MGP-STR; different model implementations." + "reason": "MPT and ImageGPT are unrelated model paths." }, { - "left": "pull_request:43997", - "right": "pull_request:44073", + "left": "pull_request:44068", + "right": "pull_request:44071", "accept": false, - "reason": "RegNet vs VisualBert; unrelated code paths." + "reason": "GPT-Neo and MPT are different refactors, not one change." }, { - "left": "pull_request:44017", - "right": "pull_request:44018", + "left": "pull_request:43997", + "right": "pull_request:44073", "accept": false, - "reason": "SegFormer vs GPT-Neo; different model-specific refactors." + "reason": "RegNet and VisualBert are different model families." }, { - "left": "pull_request:43997", - "right": "pull_request:44056", + "left": "pull_request:44017", + "right": "pull_request:44722", "accept": false, - "reason": "RegNet vs MPNet; different code paths." + "reason": "SegFormer and GPT-J/CodeGen are unrelated code paths." }, { - "left": "pull_request:44071", - "right": "pull_request:44076", + "left": "pull_request:44017", + "right": "pull_request:44161", "accept": false, - "reason": "MPT vs ImageGPT; unrelated model changes." + "reason": "SegFormer and LongT5 only share the broad migration theme." }, { - "left": "pull_request:44074", + "left": "pull_request:44073", "right": "pull_request:44101", "accept": false, - "reason": "TextNet vs Flaubert/XLM; different model families." + "reason": "VisualBert and Flaubert are different model implementations." }, { - "left": "pull_request:44056", - "right": "pull_request:44161", + "left": "pull_request:43997", + "right": "pull_request:44017", "accept": false, - "reason": "MPNet vs LongT5; only the output-tracing pattern matches." + "reason": "RegNet and SegFormer are different code paths." }, { - "left": "pull_request:43997", - "right": "pull_request:44018", + "left": "pull_request:44024", + "right": "pull_request:44076", "accept": false, - "reason": "RegNet vs GPT-Neo; not the same fix." + "reason": "FocalNet and ImageGPT are unrelated concrete changes." }, { "left": "pull_request:43997", - "right": "pull_request:44161", + "right": "pull_request:44056", "accept": false, - "reason": "RegNet vs LongT5; different code paths." + "reason": "RegNet and MPNet are different model families." }, { - "left": "pull_request:44074", - "right": "pull_request:44161", + "left": "pull_request:44019", + "right": "pull_request:44086", "accept": false, - "reason": "TextNet vs LongT5; unrelated model implementations." + "reason": "ResNet and MGP-STR are unrelated implementations." }, { - "left": "pull_request:43997", - "right": "pull_request:44071", + "left": "pull_request:44071", + "right": "pull_request:44085", "accept": false, - "reason": "RegNet vs MPT; different model-specific refactors." + "reason": "MPT and GPT-J are different code paths." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBert vs MPT; unrelated code paths." + "reason": "SqueezeBert and MPT are unrelated model changes." }, { "left": "pull_request:44010", "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBert vs VisualBert; same theme only." + "reason": "SqueezeBert and VisualBert are different concrete refactors." }, { - "left": "pull_request:44018", - "right": "pull_request:44129", + "left": "pull_request:43997", + "right": "pull_request:44074", "accept": false, - "reason": "GPT-Neo vs SpeechT5; different model implementations." + "reason": "RegNet and TextNet are different code paths." }, { - "left": "pull_request:44073", - "right": "pull_request:44101", + "left": "pull_request:43996", + "right": "pull_request:44056", "accept": false, - "reason": "VisualBert vs Flaubert/XLM; not the same underlying change." + "reason": "CVT/FNet and MPNet are unrelated model implementations." }, { "left": "pull_request:44056", "right": "pull_request:44161", "accept": false, - "reason": "MPNet vs LongT5; unrelated code paths." + "reason": "MPNet and LongT5 are different code paths." }, { - "left": "pull_request:43997", + "left": "pull_request:43996", "right": "pull_request:44017", "accept": false, - "reason": "RegNet vs SegFormer; different model families." + "reason": "CVT/FNet and SegFormer are different model families." }, { - "left": "pull_request:43997", - "right": "pull_request:44161", + "left": "pull_request:44010", + "right": "pull_request:44044", "accept": false, - "reason": "RegNet vs LongT5; not a duplicate." + "reason": "SqueezeBert and DeBERTa are unrelated concrete changes." }, { - "left": "pull_request:44071", + "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "MPT vs SpeechT5; unrelated implementations." + "reason": "DeBERTa and SpeechT5 are different model paths." }, { - "left": "pull_request:44010", - "right": "pull_request:44071", + "left": "pull_request:44044", + "right": "pull_request:44154", "accept": false, - "reason": "SqueezeBert vs MPT; different code paths." + "reason": "DeBERTa and ViTS are unrelated changes." }, { - "left": "pull_request:44010", - "right": "pull_request:44073", + "left": "pull_request:44074", + "right": "pull_request:44101", "accept": false, - "reason": "SqueezeBert vs VisualBert; same broad refactor theme only." + "reason": "TextNet and Flaubert are different implementations." }, { - "left": "pull_request:44010", - "right": "pull_request:44044", + "left": "pull_request:44056", + "right": "pull_request:44086", "accept": false, - "reason": "SqueezeBert vs DeBERTa; unrelated model code." + "reason": "MPNet and MGP-STR are unrelated code paths." }, { - "left": "pull_request:44044", - "right": "pull_request:44074", + "left": "pull_request:44059", + "right": "pull_request:44068", "accept": false, - "reason": "DeBERTa vs TextNet; different code paths." + "reason": "GPT-2 and GPT-Neo are different model changes." }, { - "left": "pull_request:44066", - "right": "pull_request:44722", - "accept": true, - "reason": "Same GPT-J/CodeGen output-tracing change; 44722 is a broader later variant." + "left": "pull_request:44017", + "right": "pull_request:44071", + "accept": false, + "reason": "SegFormer and MPT are unrelated concrete refactors." }, { - "left": "pull_request:44085", - "right": "pull_request:44722", - "accept": true, - "reason": "Both target the GPT-J output-tracing code path and are plausibly mergeable into one PR." + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 and MPT are different model implementations." }, { - "left": "pull_request:44085", - "right": "pull_request:44129", + "left": "pull_request:43997", + "right": "pull_request:44018", "accept": false, - "reason": "GPT-J vs SpeechT5; not the same bug/change." + "reason": "RegNet and GPT-Neo are unrelated code paths." }, { - "left": "pull_request:43996", - "right": "pull_request:44007", + "left": "pull_request:43997", + "right": "pull_request:44161", "accept": false, - "reason": "CVT/FNet vs RegNet/ResNet; different model-specific refactors." + "reason": "RegNet and LongT5 are different model families." }, { - "left": "pull_request:43996", - "right": "pull_request:44129", + "left": "pull_request:44010", + "right": "pull_request:44018", "accept": false, - "reason": "CVT/FNet vs SpeechT5; unrelated code paths." + "reason": "SqueezeBert and GPT-Neo only share the migration theme." }, { - "left": "pull_request:44044", - "right": "pull_request:44129", + "left": "pull_request:44017", + "right": "pull_request:44073", "accept": false, - "reason": "DeBERTa vs SpeechT5; different model implementations." + "reason": "SegFormer and VisualBert are different model paths." }, { - "left": "pull_request:44044", - "right": "pull_request:44154", + "left": "pull_request:44056", + "right": "pull_request:44101", "accept": false, - "reason": "DeBERTa vs Vits; only the output-tracing pattern is shared." + "reason": "MPNet and Flaubert are unrelated concrete changes." }, { - "left": "pull_request:44024", - "right": "pull_request:44076", - "accept": false, - "reason": "FocalNet vs ImageGPT; unrelated model code paths." + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor and same underlying code path." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both target the GPT-J output-tracing migration in the same file; one PR could subsume the other." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: most PRs are model-specific output-tracing refactors that share a theme but not a code path, and the only clearly mergeable duplicate lineages are the GPT-J/GPT-Neo variants. The accepted soft pairs are conservative and look mergeable into single bugfix PRs for the same underlying change." + "feedback": "The summary is grounded in the packet and stays conservative: the only accepted soft edges are the clearly overlapping GPT-J/CodeGen and GPT-Neo pairs that share file paths and issue target, while the rest are rejected as cross-family/theme-only matches. No soft-edge verdict overstates mergeability." }, "evaluator_used": true, "retried": false, @@ -16611,14 +16662,14 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "adbf9e474a2f67aed2cf831ec45231cf0738c15ab0e46f06c30850c7c835e7e3", + "prepared_review_unit_hash": "56e883e2f320282fef48d26bf2f7912b0a5414013f787fffc976853b59fca2cd", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84504, - "estimated_input_tokens": 21126, - "estimated_eval_tokens": 42508 + "serialized_chars": 84508, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 }, "budget": { "node_count": 6, @@ -16633,42 +16684,42 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These PRs are thematically similar standardized output-tracing refactors, but they target different model implementations and code paths, so they are not duplicates of one another.", - "confidence": 0.93, + "summary": "These PRs are all model-specific refactors to standardized output tracing/capture_outputs, but they affect different architectures and code paths, so they are related in theme rather than duplicates.", + "confidence": 0.9, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44129 is the clearest representative of the theme because it has an explicit issue link and a concrete output-capture refactor, but it is still model-specific and not a duplicate of the others.", + "canonical_pr_reason": "PR 44073 is the clearest representative of the shared refactor theme: it explicitly introduces both can_return_tuple and capture_outputs, adds model-level output-recording metadata, and shows the standardized tracing pattern most directly.", "best_issue_reason": null, - "best_pr_reason": "44129 is the strongest reference PR in this set: explicit target, clear scope, and a fuller implementation of the same refactor pattern. The others are separate model migrations rather than one mergeable change.", + "best_pr_reason": "44073 is the best global representative because it is the most explicit and self-contained instance of the output-tracing refactor pattern, while the others are narrower per-model adaptations or partial variants.", "soft_edge_verdicts": [ { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Same general output-tracing refactor theme, but VisualBert and TextNet are different model code paths with different model-specific implementations and tests; not the same change." + "reason": "Same broad output-tracing refactor theme, but VisualBert and TextNet are different models with different implementations and tests; these are not the same concrete bug/change and would not be merged as one PR." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Both standardize output tracing, but MPNet and VisualBert are distinct architectures with separate forward logic; too broad to treat as one duplicate PR." + "reason": "Both standardize output capture, but MPNet and VisualBert touch different model code paths and model-specific recorder mappings; related pattern, not duplicate change." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Shared refactor pattern only; MPNet and TextNet touch different model implementations and are not a single concrete bug fix or mergeable change." + "reason": "Different models and different refactor details; they share a framework-level pattern but do not fix the same underlying code-path problem." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "RegNet and SqueezeBert are unrelated model paths; similarity is only in the refactoring approach, not the underlying code change." + "reason": "RegNet and SqueezeBert each migrate output handling in separate model files with distinct internals, so these are not the same change and should stay separate." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "Both migrate output handling, but SqueezeBert and SpeechT5 have different forward signatures and tracing logic, so they are separate PRs rather than duplicates." + "reason": "Both relate to standardized output collection, but SqueezeBert and SpeechT5 address different model implementations and different output semantics; not a single mergeable fix." } ] }, @@ -16747,262 +16798,262 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "b41aa4fb1b950bd8e8249fcb36f34ee9daba0c4d83cf2674def526f1f4cc86b2", + "prepared_review_unit_hash": "45c0ad7371e5a49ef8993b4686208982c30f70516b5c782c1ec161fa32032756", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 39, - "serialized_chars": 39788, - "estimated_input_tokens": 9947, - "estimated_eval_tokens": 20150 + "serialized_chars": 39777, + "estimated_input_tokens": 9945, + "estimated_eval_tokens": 20146 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 39, - "serialized_chars": 39788, - "estimated_input_tokens": 9947, - "estimated_eval_tokens": 20150 + "serialized_chars": 39777, + "estimated_input_tokens": 9945, + "estimated_eval_tokens": 20146 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are model-specific output-tracing refactors with very similar wording, but they target different code paths and should not be deduplicated as one change.", - "confidence": 0.96, + "summary": "These PRs are all variants of the same refactor theme (\u201coutput tracing\u201d), but they target different model implementations and code paths, so they should not be deduplicated against each other.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical PR: each item is a separate model-specific refactor, not the same concrete change.", "best_issue_reason": null, - "best_pr_reason": "PR 44025 is the most representative exemplar of the shared refactor style, but it is still model-specific and not a duplicate of the others.", + "best_pr_reason": "No global best PR for duplicate triage; the set is a collection of distinct per-model refactors rather than one mergeable change.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Same refactor theme, different model and code path; not one mergeable change." + "reason": "Different models and code paths (timm_backbone vs upernet); same refactor pattern only." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different models and implementations; only the output-tracing wording overlaps." + "reason": "Different model implementations; not the same concrete bug or change." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Separate model-specific forward logic; not the same underlying bug or change." + "reason": "Separate architectures (timm_backbone vs univnet), so not duplicates." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different model families and files; shared refactor pattern is too broad to count as duplicate." + "reason": "Different model families and files; only the refactor theme matches." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Different architecture and code path; similar output-tracing cleanup only." + "reason": "Unrelated model code paths; same output-tracing cleanup does not make them duplicates." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Distinct models with unrelated forward paths; not the same concrete change." + "reason": "MobileNetV1 and UnivNet are unrelated implementations; not the same change." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Only broad refactor similarity; no shared model code path." + "reason": "Different model-specific refactors in separate files." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different models and files; both refactor outputs but not the same fix." + "reason": "Different model code paths; these are not the same underlying fix." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Separate wrapper/model code paths; too generic to merge as one PR." + "reason": "Separate encoder-decoder vs MobileNetV1 changes; only broadly similar." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different model wrappers and outputs; not a duplicate change." + "reason": "Different model families and concrete edits." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Different model architectures; only the refactor motif matches." + "reason": "Vision-text dual encoder and UnivNet are different code paths; not duplicates." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "Separate model-specific implementations, not one concrete bug or fix." + "reason": "Separate model implementations; only the refactor motif is shared." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Different code paths and models; similarity is just the tracing refactor pattern." + "reason": "Different model families; not one concrete bug/change." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Different models and modules; not plausibly one combined PR for the same change." + "reason": "Vision-text dual encoder vs Depth Anything are unrelated changes." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "Different model code paths; same generic output refactor only." + "reason": "Different models and refactored code paths." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Unrelated model implementations; not the same underlying fix." + "reason": "UnivNet and Mamba/FalconMamba are unrelated implementations." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "Different model families and files; not a duplicate." + "reason": "Different model-specific output-tracing changes, not the same fix." }, { - "left": "pull_request:44001", - "right": "pull_request:44026", + "left": "pull_request:44002", + "right": "pull_request:44029", "accept": false, - "reason": "Different models; only the high-level refactor style overlaps." + "reason": "UperNet and RWKV are unrelated model code paths." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Separate models and code paths; too broad to be the same change." + "reason": "Separate architectures; same broad refactor pattern only." }, { - "left": "pull_request:44002", + "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Different model implementations; not a shared concrete bug fix." + "reason": "Mamba/FalconMamba vs CodeGen are different concrete code paths." }, { - "left": "pull_request:44002", - "right": "pull_request:44029", + "left": "pull_request:43998", + "right": "pull_request:44004", "accept": false, - "reason": "Different architectures and files; only similar output handling cleanup." + "reason": "Different model implementations; not the same underlying change." }, { - "left": "pull_request:44003", + "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "Both are refactors, but for different models and code paths." + "reason": "UnivNet and CodeGen are unrelated code paths." }, { - "left": "pull_request:43998", + "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Different model families; no shared concrete bug or change." + "reason": "UperNet and CodeGen are different model changes." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Related wrapper style, but distinct models and forward paths." + "reason": "Depth Anything and Vision Encoder-Decoder are distinct model-specific refactors." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Different model wrappers and files; not the same underlying refactor." + "reason": "Different model families; not the same mergeable fix." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Separate model code paths; too generic to merge together." + "reason": "Depth Anything vs SuperPoint are unrelated code paths." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Different models and implementations; no duplicate concrete change." + "reason": "Different model implementations; same refactor theme only." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Different model code paths; same broad theme only." + "reason": "Depth Anything and DPR are separate concrete changes." }, { "left": "pull_request:44026", "right": "pull_request:44029", "accept": false, - "reason": "Different model wrappers and behaviors; not one bug or fix." + "reason": "Vision Encoder-Decoder and RWKV are unrelated model code paths." }, { "left": "pull_request:44026", "right": "pull_request:44027", "accept": false, - "reason": "Similar encoder-decoder refactor pattern, but different models and code paths." + "reason": "Different model families and files; not duplicates." }, { "left": "pull_request:44026", "right": "pull_request:44028", "accept": false, - "reason": "Different model implementations; only the tracing refactor is shared." + "reason": "Separate model-specific changes." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Distinct models and files; not the same concrete change." + "reason": "Different model implementations; not the same underlying bug or change." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Different model code paths; same general refactor motif only." + "reason": "Speech Encoder-Decoder and SuperPoint are unrelated code paths." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Separate models and implementations; not a duplicate." + "reason": "Different model families; same broad refactor theme only." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "Different model-specific forward logic; too broad to accept." + "reason": "Speech Encoder-Decoder and DPR are distinct concrete edits." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "Different models and files; no shared concrete bug fix." + "reason": "SuperPoint and RWKV are unrelated model implementations." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Distinct model implementations; similar output-capture cleanup only." + "reason": "Different model-specific refactors; not the same code-path fix." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "Different model families and code paths; not mergeable as one PR." + "reason": "RWKV and DPR are different model code paths with only superficial similarity." } ] }, @@ -17035,7 +17086,7 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "b1a0a3aa108f83c760037562fc1fc26725a9eff14653324b069a11427113dc18", + "prepared_review_unit_hash": "ae334d980e3b83aa445855f4eda458853fd03e3becd053d3d32ac4b1344540e5", "component_budget": { "node_count": 3, "item_count": 3, @@ -17057,30 +17108,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three distinct model-addition PRs for different architectures/products (PenguinVL, DeepSeek-OCR-2, and Voxtral TTS). They share generic Hugging Face integration scaffolding, but they do not target the same underlying bug or code change, so this is not a duplicate cluster.", + "summary": "These are three independent model-addition PRs for different projects (PenguinVL, DeepSeek-OCR-2, Voxtral TTS). They share repository scaffolding patterns, but not the same underlying code path or change request, so none should be clustered as duplicates.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical PR: the three PRs implement different models with distinct configs, model files, and tests, so they are not duplicates of one another.", "best_issue_reason": null, - "best_pr_reason": "No single PR is a good canonical duplicate representative here because each PR introduces a different model with different files, configs, and model code; the overlap is limited to common registry/docs updates.", + "best_pr_reason": "No best PR for duplication triage: all three are separate feature PRs, and none is a better duplicate representative than the others.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "Different model families and capabilities: PenguinVL implementation vs Voxtral TTS support. Shared auto-registration/docs files are generic boilerplate, not the same concrete change." + "reason": "Different model implementations (PenguinVL vs Voxtral TTS) with different codepaths and targets; shared auto-registration/docs are generic scaffolding, not the same change." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "PenguinVL and DeepSeek-OCR-2 are separate model implementations with different model code and tests. The overlap is only in shared model registry/documentation plumbing." + "reason": "Different models and artifacts (PenguinVL vision-language vs DeepSeek-OCR-2 OCR model); overlap is only in common model-template files, not a shared bug or feature." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "DeepSeek-OCR-2 and Voxtral TTS address unrelated model integrations. They touch similar framework entrypoints, but not the same code-path problem or feature." + "reason": "Distinct model additions for unrelated domains (OCR vs TTS); they do not appear mergeable as one PR fixing the same concrete problem." } ] }, @@ -17110,7 +17161,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "0f2cdcdbf510e5701afc3b0c5482ad6633d2c49acc21022ebd2241eade525a6c", + "prepared_review_unit_hash": "06696afc9dd2ac58254c4e4c1158d427ba84df9337b3f55ca3e52277c5394e5f", "component_budget": { "node_count": 2, "item_count": 2, @@ -17132,18 +17183,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are related but not duplicates: #44979 adds the foundational Module Fusion API, while #45363 implements a specific n-to-1 kernel fusion feature via KernelConfig on top of that infrastructure.", - "confidence": 0.94, + "summary": "These PRs are related to module/kernel fusion, but they address different layers: one introduces a general module fusion API, while the other adds a specific n-to-1 kernel fusion path via `KernelConfig` and an example. They are conceptually adjacent, not duplicates.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "#45363 is the more concrete, user-facing change: it wires kernel fusion through KernelConfig, updates integration points, and includes an example. #44979 is a lower-level API foundation.", + "canonical_pr_reason": "PR #44979 is the broader foundational API change and better represents the cluster\u2019s core module-fusion concept; PR #45363 is a narrower follow-on implementation using `KernelConfig`.", "best_issue_reason": null, - "best_pr_reason": "#45363 is the better cluster representative because it targets a specific end-to-end fusion capability rather than just introducing the underlying module-fusion scaffolding.", + "best_pr_reason": "PR #44979 is the best single representative because it defines the general fusion abstraction rather than one specific kernel-fusion application.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Related fusion work, but they address different layers: #44979 introduces the generic module-fusion API, while #45363 adds a concrete n-to-1 kernel fusion implementation using KernelConfig. They are not the same underlying code-path fix and would not plausibly merge as one PR." + "reason": "Related feature area, but different concrete changes: #44979 adds a new module fusion API, while #45363 implements n-to-1 kernel fusion through `KernelConfig`. They are not the same underlying code-path fix and would not naturally collapse into one PR." } ] }, @@ -17173,7 +17224,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "d8018216b5290d9b5a9bc3fb0b1d460c87ccc979a93308ba17eb4f058020f02d", + "prepared_review_unit_hash": "7930ce776e6ef2b12f2e270f9171496b1435c509037fc5b3f735a155e5d1ee0c", "component_budget": { "node_count": 2, "item_count": 2, @@ -17195,18 +17246,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs appear to address the same Mistral regex AttributeError in `src/transformers/tokenization_utils_tokenizers.py` by switching from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer`; they target the same issue and could plausibly be merged into one PR. `45317` is the stronger canonical choice because it includes the same fix plus test coverage.", - "confidence": 0.98, + "summary": "Both PRs patch the same Mistral regex/pre-tokenizer AttributeError in the same file and target the same issue; PR 45317 looks like the more complete superset because it adds test coverage.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "`pull_request:45317` is the better canonical PR: it implements the same code fix as `45086` and also adds a test file, making it the more complete patch for the same bug.", + "canonical_pr_reason": "PR 45317 is the better canonical PR: it implements the same fix as 45086 but also adds tests, has a clearer scoped title, and appears to be the more complete version of the change.", "best_issue_reason": null, - "best_pr_reason": "`pull_request:45317` is the best PR overall because it fixes the same concrete bug with additional regression coverage, while `45086` is the narrower earlier version of the same change.", + "best_pr_reason": "PR 45317 is the best overall PR because it covers the same concrete bug fix plus validation, making it the strongest standalone candidate to keep.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Same underlying AttributeError fix in the same code path and same target issue; the later PR is effectively an expanded version with tests, so these are duplicate/mergeable changes." + "reason": "Accept: these are the same underlying fix for _patch_mistral_regex / Mistral regex AttributeError, touch the same code path and file, and target the same issue; 45317 is essentially a superset with tests." } ] }, @@ -17236,7 +17287,7 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "3b9878b0ef8a836cfee4ea46ed0724ac818caff7a12e980cad362a64b378e304", + "prepared_review_unit_hash": "a1b797b7af648cd5d0a4fa5cf4a282d3d0e6ba808d6ac65d8aa70dba8f4f8ac8", "component_budget": { "node_count": 2, "item_count": 2, @@ -17258,18 +17309,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Related heterogeneous-support PRs, but they address different layers of the feature: one adds per-layer config plumbing, the other adds model/runtime behavior. Shared files are mostly foundational, so this is not a duplicate pair.", - "confidence": 0.94, + "summary": "The two PRs are closely related but not duplicates: #45333 adds heterogeneous per-layer config support, while #45332 builds on that with broader heterogeneous model/cache/masking/modeling changes. They share files because #45332 depends on the config work, but they are different concrete changes.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45332 is the broader end-to-end heterogeneous model support change and is the most representative single PR in this cluster.", + "canonical_pr_reason": "#45332 is the broader umbrella PR and incorporates the model-side changes that go beyond config plumbing, so it is the better representative of the cluster.", "best_issue_reason": null, - "best_pr_reason": "PR 45332 covers the concrete inference/modeling code-path changes plus the supporting heterogeneity plumbing, making it the better canonical representative than the config-only PR.", + "best_pr_reason": "#45332 is the strongest standalone PR for the cluster because it covers the end-to-end heterogeneous model support, not just the configuration layer.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "Not the same underlying change: 45333 introduces per-layer config support, while 45332 adds heterogeneous modeling/cache behavior that depends on that plumbing. They could be related in sequence, but they are not mergeable as one duplicate PR." + "reason": "Related, but not the same underlying change: #45333 is config-only, while #45332 extends into cache/modeling/masking and model-specific integration. They would not plausibly be merged as one duplicate PR." } ] }, @@ -17299,12 +17350,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "e6f63d1d28d8f19894bfb8a9ff0e6d029b6b39d6e4ddaea38be6c3b1538c8626", + "prepared_review_unit_hash": "a3dde27dbe55be01e7c5ae92d5c45e8ce154c49a5c5664fae08ec33dc3076b2f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5305, + "serialized_chars": 5306, "estimated_input_tokens": 1327, "estimated_eval_tokens": 2910 }, @@ -17312,7 +17363,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5305, + "serialized_chars": 5306, "estimated_input_tokens": 1327, "estimated_eval_tokens": 2910 }, @@ -17321,18 +17372,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items are typing-focused pull requests, but they address different changes: one is a broad type-checking sweep across many `src/transformers/*` files, while the other adds a few typing aliases/protocols for `modeling_utils`/PEFT integration. They are related in theme but not the same underlying fix.", - "confidence": 0.91, + "summary": "These are related typing-focused PRs, but they are not the same concrete change: one is a broad type-checking sweep across many `src/transformers/*.py` files, while the other adds/adjusts shared typing protocols and helpers for specific modeling-utils integration. They overlap in subsystem, not in underlying fix.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45415 is the broader representative of the cluster: it applies type-checking changes across many transformer modules and updates config to support those checks.", + "canonical_pr_reason": "PR #45425 is the better representative because it makes a specific typing API change in `_typing.py` and related integration code, whereas PR #45415 is a broad multi-file type-checking pass with many unrelated edits.", "best_issue_reason": null, - "best_pr_reason": "PR #45415 is the best cluster representative because it is the larger, more central typing cleanup; PR #45425 is a narrower follow-up-style typing support change.", + "best_pr_reason": "PR #45425 is the most focused and self-contained change; PR #45415 is too broad to serve as a clean duplicate target.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Both are typing-related, but they target different code changes and scopes. The shared filenames and general typing theme are not enough to treat them as the same mergeable fix." + "reason": "Both are typing-related, but #45415 is a broad type-checking cleanup across many files while #45425 adds specific typing protocols/helpers for modeling_utils. They do not look like the same underlying bug or change, and would not plausibly be merged as one PR." } ] }, @@ -17362,40 +17413,40 @@ "soft_pairs": [ "pull_request:45470|pull_request:45487" ], - "prepared_review_unit_hash": "bde883306a82a307d2488425fd1c4c4917213a4ebe7a565420275dffb84c2748", + "prepared_review_unit_hash": "7998af5eec0ca7306df19c0bb0555cd8c337f967c3f950b058481686bfb11549", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5068, - "estimated_input_tokens": 1267, - "estimated_eval_tokens": 2790 + "serialized_chars": 5069, + "estimated_input_tokens": 1268, + "estimated_eval_tokens": 2792 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5068, - "estimated_input_tokens": 1267, - "estimated_eval_tokens": 2790 + "serialized_chars": 5069, + "estimated_input_tokens": 1268, + "estimated_eval_tokens": 2792 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs address unrelated problems: one skips flash-attn tests for Sam3LiteTextModel, while the other fixes model-parallel device handling in several text/vision-text models. They should not be clustered together.", + "summary": "These PRs are not duplicates: one only skips unsupported flash-attn composite-model tests in sam3_lite_text, while the other fixes a real model-parallel device placement bug in AltCLIP/ChineseCLIP and related models.", "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45487 is the stronger canonical PR because it fixes a concrete runtime bug across multiple models with code changes, whereas #45470 only disables tests for an unsupported flash-attn path.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR #45487 is the best representative of the cluster since it contains the substantive product fix; #45470 is only a test-skip workaround and not the same underlying change.", + "best_pr_reason": "pull_request:45487 is the stronger standalone fix because it changes production model code to address a concrete bug; pull_request:45470 is just a targeted test skip.", "soft_edge_verdicts": [ { "left": "pull_request:45470", "right": "pull_request:45487", "accept": false, - "reason": "Different underlying issues: #45470 skips flash-attn composite-model tests for Sam3LiteTextModel, while #45487 fixes token_type_ids/device placement in model parallel code paths. They are not mergeable as one PR." + "reason": "Different underlying problems and scopes: 45470 suppresses flash-attn tests for one composite model, while 45487 fixes token_type_ids/device handling across multiple model implementations." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index 3cb96b41eeb7ba6b59e616222d877d9143ec8c03..c42b2af5034c2a7abd66d8ead548864f487dd168 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260421t180049z", + "analysis_id": "hybrid-model-20260422t000040z", "archived_artifacts": { - "hybrid": "snapshots/20260421T180049Z/analysis-runs/hybrid-model-20260421t180049z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260421T180049Z/analysis-runs/hybrid-model-20260421t180049z/analysis-report-hybrid.llm-reviews.json" + "hybrid": "snapshots/20260422T000040Z/analysis-runs/hybrid-model-20260422t000040z/analysis-report-hybrid.json", + 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"reason": "PRs in cluster-45081-4 are treated as duplicates because they converge on issue #45081 with closing_reference, shared_issue_target, soft_similarity evidence." + } + ], + "best_issue": { + "cluster_id": "cluster-43366-4", + "issue_number": 43366, + "reason": "Issue #43366 is the strongest global issue candidate because it is open, belongs to a cluster with 4 artifacts, and carries 5 discussion comments plus 7 inbound references.", + "score": 157.0 + }, + "best_pr": { + "cluster_id": "cluster-43979-11", + "pr_number": 44007, + "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 + } +} diff --git a/snapshots/20260422T000040Z/analysis-runs/hybrid-model-20260422t000040z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260422T000040Z/analysis-runs/hybrid-model-20260422t000040z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..a4748dc361825ba247c3e6faa0451704f2f54bfe --- /dev/null +++ b/snapshots/20260422T000040Z/analysis-runs/hybrid-model-20260422t000040z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,17461 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260422T000040Z", + "generated_at": "2026-04-22T00:07:00Z", + "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": "cluster-13244-3", + "nodes": [ + "issue:13244", + "issue:15980", + "issue:16618" + ], + "soft_pairs": [ + "issue:13244|issue:16618", + "issue:15980|issue:16618" + ], + "prepared_review_unit_hash": "28f70019271675f3315349dfdd43c7bfc43f152b2b81ad7970a1bbdb0a0b0bba", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2477, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2477, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three issues are only loosely related by Hugging Face model/tokenization behavior. They do not describe the same underlying bug: one is about Tapas tokenization parity, one about a misleading auth/download error, and one about failing to load bert-base-uncased. The soft-similarity links are too weak to treat as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 16618 is the closest thing to a central bug report because it is a direct model-loading failure, but the cluster is heterogeneous and does not form a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "#16618 is the best single representative issue only because it is the most concrete end-user failure among the three; however, it should not be treated as a canonical duplicate target for the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Tapas tokenization mismatch and bert-base-uncased loading failure are unrelated code paths and symptoms; same broad library area, but not the same bug." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "A private-model download/auth error is a different failure mode from a public model load failure for bert-base-uncased; they are not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 1, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:24643", + "issue:30277", + "issue:34634", + "issue:34928", + "issue:35545", + "issue:36010", + "issue:36331", + "issue:39290", + "issue:41093", + "issue:41720", + "issue:41762", + "issue:42915", + "issue:43039", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43716", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43901", + "issue:43975", + "issue:44292", + "issue:44322", + "issue:44457", + "issue:44509", + "issue:44512", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45070", + "issue:45081", + "issue:45084", + "issue:45161", + "issue:45237", + "issue:45362", + "issue:45464", + "issue:45507" + ], + "soft_pairs": [ + "issue:44322|issue:45464", + "issue:43716|issue:45237", + "issue:43828|issue:45237", + "issue:45237|issue:45507", + "issue:44292|issue:45237", + "issue:30277|issue:35545", + "issue:35545|issue:42915", + "issue:35545|issue:41720", + "issue:44509|issue:44512", + "issue:35545|issue:36010", + "issue:43638|issue:44805", + "issue:43596|issue:44805", + "issue:44805|issue:45161", + "issue:44805|issue:44918", + "issue:44661|issue:44805", + "issue:34634|issue:35545", + "issue:30277|issue:43638", + "issue:43596|issue:43638", + "issue:43975|issue:44457", + "issue:43039|issue:45161", + "issue:44292|issue:44457", + "issue:34928|issue:44805", + "issue:24643|issue:30277", + "issue:43975|issue:45237", + "issue:43638|issue:45161", + "issue:34928|issue:36331", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:39290|issue:45081", + "issue:43828|issue:45161", + "issue:43425|issue:44292", + "issue:34928|issue:41720", + "issue:44918|issue:45161", + "issue:43541|issue:43716", + "issue:43828|issue:44292", + "issue:43716|issue:44292", + "issue:44292|issue:44918", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43716|issue:44560", + "issue:43716|issue:44918", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:43039|issue:44805", + "issue:34928|issue:36010", + "issue:41762|issue:43596", + "issue:43901|issue:44512", + "issue:39290|issue:41720", + "issue:43866|issue:44863", + "issue:43039|issue:44560", + "issue:43854|issue:43866", + "issue:43425|issue:45070", + "issue:39290|issue:43531", + "issue:41093|issue:43638", + "issue:43404|issue:43866", + "issue:45362|issue:45464", + "issue:43792|issue:45070", + "issue:43541|issue:43828", + "issue:36010|issue:39290", + "issue:44841|issue:45084", + "issue:41093|issue:41762", + "issue:43296|issue:43366" + ], + "prepared_review_unit_hash": "c7c5b28174f367a0a88fbaf9b40d01796dd2b97f915679dd65ecb5b753d90f91", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 63, + "serialized_chars": 46476, + "estimated_input_tokens": 11619, + "estimated_eval_tokens": 23494 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: most items are unrelated model-specific runtime bugs or docs cleanups. The only clear duplicate subclusters are the ZeRO-3 loading crash pair (43596/43638) and the nearly identical mask/tensor shape-mismatch pair (41093/44805).", + "confidence": 0.62, + "canonical_issue_reason": "Issue 43596 is the clearest anchor for the ZeRO-3 duplicate subcluster: it states the same index-0-out-of-bounds loading crash as 43638, but with a more specific model/context.", + "canonical_pr_reason": null, + "best_issue_reason": "43596 is the best representative issue in this set because it captures a concrete, reproducible ZeRO-3 loading bug with a strong duplicate match, while most other items are separate failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5, but one is a config attribute error and the other is a streaming/chat API failure; not the same bug." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different models and different failure modes; only the broad GPU/model-loading area overlaps." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Both are dtype/runtime issues, but they affect different models and code paths." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Unrelated failures: AMD GPU execution vs an invalid method call in another model." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Different model families and error contexts; not the same underlying defect." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed collective mismatch during training vs ONNX export error; unrelated bugs." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "ONNX export failure and FineGrainedFP8 runtime failure are distinct code paths." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "Export-time failure vs device-mapping CUDA assert; not the same issue." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions after v5, but they target different removed features and likely need separate fixes." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export bug and GenerationMixin import breakage are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both are index/shape errors, but the specific messages and contexts differ enough to treat as separate." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Different failure signatures: ZeRO-3 index-out-of-bounds vs mask/tensor shape mismatch." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Mask/tensor mismatch and GPT-OSS tensor-parallel failure are different bugs." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Shape mismatch error and TRL embedding unpacking failure do not point to the same root cause." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer mapping script failure and mask/index mismatch are unrelated." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice preset issue vs ONNX export bug; different components." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Collective mismatch in Jamba/DeepSpeed is not the same as the ZeRO-3 index-out-of-bounds crash." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3 loading crash pattern with the same index-0-out-of-bounds failure; clearly the same bug family." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "Tokenizer/detokenization problem vs LoRA merge/save inconsistency; separate issues." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross-entropy behavior and GPT-OSS tensor-parallel failure are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Different models and different symptom classes; not a duplicate." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Activation checkpointing/FSDP recompute bug is different from a mask-indexing shape mismatch." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "Older DeepSpeed weight-dimension error and collective mismatch are different training failures." + }, + { + "left": "issue:43975", + "right": "issue:45237", + "accept": false, + "reason": "Detokenization bug vs AMD GPU runtime failure; no shared code path." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 BERT loading crash and GPT-OSS tensor-parallel issue are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "FSDP activation-checkpointing mismatch and custom trainer signature change are different bugs." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 BERT load crash and GPT-OSS TP failure are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Different models and different failure surfaces; only both are model runtime issues." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3/vLLM attribute error and Mistral tokenizer patch crash are separate regressions." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch and GPT-OSS tensor-parallel failure are not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch compatibility issue and Qwen NVFP4 runtime error are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:41720", + "accept": false, + "reason": "Activation-checkpointing/FSDP issue and CUDA assert with auto device mapping are different." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "TRL embedding unpacking and GPT-OSS tensor-parallel failures are distinct." + }, + { + "left": "issue:43541", + "right": "issue:43716", + "accept": false, + "reason": "Torch dynamo grouped_mm error and Mistral image-preprocessor dtype mismatch are different code paths." + }, + { + "left": "issue:43828", + "right": "issue:44292", + "accept": false, + "reason": "Both are model runtime errors, but the models and symptoms differ." + }, + { + "left": "issue:43716", + "right": "issue:44292", + "accept": false, + "reason": "Different model families and different failure modes." + }, + { + "left": "issue:44292", + "right": "issue:44918", + "accept": false, + "reason": "NVFP4 execution error vs TRL embedding unpacking failure; unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44918", + "accept": false, + "reason": "Liger Kernel cross_entropy call and input-embedding unpacking are not the same issue." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both are ZeRO-3 loading crashes, but the model contexts differ and there is not enough evidence they are the same bug." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions, but they cover different removed v5 features and should not be merged as duplicates." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Mistral dtype mismatch and Qwen3-vl StopIteration are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Image preprocessor dtype mismatch and TRL embedding unpacking are different failures." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Liger Kernel cross-entropy behavior and Phi-tiny-MoE autocast dtype mismatch are separate bugs." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch and custom trainer kwarg mismatch are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Kernel selection behavior and mask/tensor indexing mismatch are different problems." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP recompute mismatch and GenerationMixin import error are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Same broad ZeRO-3 area, but different models and no clear evidence of the same underlying bug." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "TextClassificationPipeline docs issue and run-command docs issue are separate documentation problems." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3/vLLM attribute error and Qwen3 auto device mapping CUDA assert are unrelated." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Checkpoint corruption and inability to load NemotronH checkpoints are different load-time failures." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross_entropy behavior and Qwen3-vl StopIteration are unrelated." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Unit-test model loading issue and corrupted checkpoint report are not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch version compatibility and pydantic PretrainedConfig field breakage are unrelated." + }, + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Gemma3/vLLM attribute error and Qwen3-MoE sliding_window bug are separate regressions." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Same generic index/shape-error family, but the messages and subsystems differ enough to keep separate." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both are Qwen3.5 chat-related, but one is a crash in transformers chat and the other is a streaming inference API failure." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "Whisper model failure and pydantic config field regression are unrelated." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Different models and different runtime error mechanisms; not the same bug." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "ImportError for GenerationMixin and Gemma3 sliding-window attribute error are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor loading failure and template compilation failure are different issues." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are runtime errors, but one is a mask-index mismatch and the other is a ZeRO-3 load crash." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading failure and GGUF gpt-oss support request are different." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The analysis is broadly grounded and the soft-edge verdicts are conservative. The ZeRO-3 pair acceptance is well supported, and the other pair rejections avoid over-claiming duplicates. The summary is mostly careful about the cluster being heterogeneous. One minor caution is that the 41093/44805 duplicate claim is inferred from very similar titles rather than explicit pair evidence, but it is still a reasonable conservative read and not 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": 2, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "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:44387|issue:45005", + "issue:43572|issue:45070", + "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:43054|issue:43994", + "issue:39290|issue:43742", + "issue:41093|issue:43596", + "issue:43541|issue:44589", + "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:43975|issue:44292", + "issue:44492|issue:44512", + "issue:43950|issue:44534", + "issue:43644|issue:43950", + "issue:44292|issue:45507", + "issue:43828|issue:44928", + "issue:39692|issue:43054", + "issue:43866|issue:44403", + "issue:41553|issue:43883", + "issue:36331|issue:41762", + "issue:44560|issue:45507" + ], + "prepared_review_unit_hash": "6e824a59cbcb6f925293c3aab0ab48dfe9a5a4480bcf007deb26cc4e951b5003", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37563, + "estimated_input_tokens": 9391, + "estimated_eval_tokens": 19038 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated Transformers bugs. Only the non-persistent-buffer regression reports form a real duplicate cluster; the rest should stay separate.", + "confidence": 0.9, + "canonical_issue_reason": "issue:43950 is the clearest anchor for the only real duplicate family here: a detailed report of the non-persistent buffer corruption regression, with issue:43644 and issue:44534 as title variants.", + "canonical_pr_reason": null, + "best_issue_reason": "Best representative issue in this set: it is the most explicit, well-scoped report of the only evident duplicate cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Both mention v5 regressions, but one is int4 OOM and the other tied weights on translation models; different bugs." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Both are config-related v5 regressions, but one is missing pad_token_idx and the other is a pydantic field break; not the same issue." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Different failures: grouped_mm tracing error vs GPT-OSS MoE tensor-parallel issue." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Both involve runtime failures, but autocast dtype mismatch is unrelated to Qwen3.5 streaming chat API failure." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized argument issue is distinct from the PretrainedConfig pydantic-field regression." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF support for gpt-oss is unrelated to Qwen3.5 streaming inference errors." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug is not the same as the PretrainedConfig field regression." + }, + { + "left": "issue:44661", + "right": "issue:45464", + "accept": false, + "reason": "Tokenizer mapping add-new-model-like failure is unrelated to the Qwen3.5 streaming API issue." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": false, + "reason": "Both are SigLIP2-related, but one is text embedding quality and the other is a nonsensical-results report; different underlying problems." + }, + { + "left": "issue:39290", + "right": "issue:43742", + "accept": false, + "reason": "Gemma3/vLLM sliding_window attribute error is unrelated to MobileLLM key loading." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Mask shape mismatch and DeepSpeed ZeRO-3/BertModel index error are different code paths." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Torch dynamo tracing grouped_mm failure is unrelated to missing Float8 storage handling." + }, + { + "left": "issue:42915", + "right": "issue:43541", + "accept": false, + "reason": "Both involve MoE models, but FineGrainedFP8Config failure and float32 grouped_mm tracing error are different bugs." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "High perplexity on gpt-oss-20b is not the same as the generic GLM5 issue." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "FSDP weight dimensionality error and TRL unpacking embeddings failure are separate issues." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Mistral3 untied lm_head weights and translation-model tied-weights regressions are not the same bug." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Custom-model notebook initialization regression is unrelated to flash-attn2 fallback blocking." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash on Qwen3.5 is unrelated to tied-weights translation regressions." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint-loading failure is not the same as the tied-weights translation issue." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization offloading behavior and tied weights are different problems." + }, + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "DSA indexer ReLU discussion is unrelated to docs mentioning the removed run command." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FineGrainedFP8Config failure is unrelated to flash-attn2 fallback selection." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "TRL embedding unpacking and GraniteMoEHybrid invalid method calls are different failures." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "DeepSeek detokenization and Qwen-3-8B-NVFP4 runtime errors are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Cache strategies typo and removed run-command docs are unrelated documentation issues." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying bug: transformers 5.x corrupting non-persistent buffers; titles are variant phrasings of the same regression." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Same non-persistent-buffer corruption regression; issue:43950 is the more detailed duplicate report." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to GraniteMoEHybrid invalid method." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Autocast dtype mismatch and Qwen3.5 RLHF NaN from 3D position_ids are different problems." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "SigLIP2 docs example errors and SigLIP2 text-embedding quality complaints are not the same concrete bug." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Corrupted checkpoint report and generic loading noise are unrelated." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad Voxtral tokenizer error and missing all_tied_weights_keys on MolmoForCausalLM are different issues." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "CustomTrainer.compute_loss kwarg break and Gemma3 ZeRO-3 loading crash are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:45507", + "accept": false, + "reason": "Qwen3-vl StopIteration on video input is unrelated to GraniteMoEHybrid invalid method calls." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The only accepted soft-edge pairs are the non-persistent-buffer regression reports, which are well supported by the issue titles and consistent with the packet. The rest of the pairwise rejections stay appropriately cautious and do not overstate evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 3, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:41093", + "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:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45356", + "issue:45399", + "issue:45520" + ], + "soft_pairs": [ + "issue:43872|issue:44589", + "issue:38175|issue:43054", + "issue:41553|issue:43881", + "issue:42947|issue:44387", + "issue:43054|issue:43493", + "issue:43881|issue:43883", + "issue:44403|issue:44451", + "issue:42947|issue:43856", + "issue:43975|issue:45520", + "issue:43643|issue:45020", + "issue:43782|issue:44960", + "issue:44403|issue:44488", + "issue:42491|issue:44368", + "issue:43975|issue:44451", + "issue:41762|issue:42915", + "issue:45020|issue:45356", + "issue:44661|issue:45020", + "issue:43054|issue:43278", + "issue:43824|issue:43872", + "issue:44991|issue:45399", + "issue:43827|issue:44509", + "issue:43792|issue:44220", + "issue:43404|issue:43950", + "issue:45081|issue:45399", + "issue:43257|issue:43866", + "issue:42915|issue:45020", + "issue:43742|issue:45399", + "issue:43742|issue:45020", + "issue:41553|issue:44991", + "issue:43940|issue:45313", + "issue:43872|issue:44291", + "issue:43854|issue:44863", + "issue:43257|issue:45305", + "issue:41553|issue:44488", + "issue:42915|issue:43872", + "issue:36331|issue:41093" + ], + "prepared_review_unit_hash": "faa13ebe3b30c6af58f1446d69c26ac2d5c9024f30cedc0cefd75df3e7995a1b", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38577, + "estimated_input_tokens": 9645, + "estimated_eval_tokens": 19546 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated issue reports, not a tight duplicate set. The soft links are largely superficial (same model family, same subsystem, or same error class) but do not appear to share the same concrete code path.", + "confidence": 0.89, + "canonical_issue_reason": "No single true canonical issue stands out because the items span many different bugs. If a fallback umbrella is needed, issue 45020 is the broadest and most current regression report, but it is only a weak representative.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45020 is the best fallback representative because it is broad, actively discussed, and describes a recent regression affecting multiple remote-code models.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Both are loading/type errors, but one is bitsandbytes init-flag incompatibility and the other is a float8 storage lookup failure; different code paths." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Same model family, but one reports zero probabilities while the other reports worse text embeddings; not the same bug." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Different models and different failure modes; one is an AutoTokenizer error message issue, the other is a model loading failure." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Both mention training/memory, but one is LoRA gradient checkpointing and the other is int4 quantization OOM; distinct problems." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": false, + "reason": "Both involve SigLIP2, but one is a quality complaint and the other is an implementation discrepancy against JAX; not the same concrete bug." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different models and different missing-attribute/loading failures; no shared underlying defect shown." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "One is a vague loading-noise complaint, the other is a specific model-loading failure for ScandiBERT." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Both relate to training efficiency, but one is LoRA gradient checkpointing and the other is Qwen3 MoE memory use; not the same fix." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "One is a detokenization regression and the other is a Python 3.13 import-utils KeyError; unrelated." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Both mention remote_code/trust_remote_code, but one is a specific AutoConfig field-loss bug and the other is a broader loading regression." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Different model families and different failure surfaces; no evidence of the same underlying bug." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading complaints, but they target different models and different symptoms." + }, + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Different symptoms and workflows: LoRA model reuse across versions versus a tie_word_embeddings warning during fine-tuning." + }, + { + "left": "issue:43975", + "right": "issue:44451", + "accept": false, + "reason": "Different models and different issues; one is detokenization, the other is tokenizer/model loading failure." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "Both concern Qwen/Gemma-family loading/training, but one is ZeRO-3 load failure and the other is FineGrainedFP8 training failure." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "One is a broad remote_code regression, the other is a tokenizer codec/regression issue for Kimi-K2.5; different bug." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "The first is about add-new-model-like failing with tokenizer mapping names; the second is a remote_code loading regression." + }, + { + "left": "issue:43054", + "right": "issue:43278", + "accept": false, + "reason": "Both mention embeddings, but one is about SigLIP2 text quality and the other is an embedding dtype mismatch between train and eval." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Different failure types: missing import versus bitsandbytes init-flag TypeError." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading for a specific model is unrelated to flash-attn fallback gating." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they appear to target different stale references and pages; not enough to treat as the same change." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Both touch audio/feature extraction, but one is a Whisper runtime failure and the other is a specific fbank helper issue; insufficient evidence of sameness." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "One is a missing weight-tying bug, the other is silent corruption of non-persistent buffers during from_pretrained; different paths." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer regex patch crash versus flash-attn fallback gating; unrelated code paths." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Different models and different load-time failures; no shared underlying bug." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "One is a Qwen3 MoE FP8 training failure, the other is a broad remote_code loading regression; not the same issue." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM key loading error is unrelated to flash-attn fallback behavior." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Specific model key error versus broad remote_code regression; different problem." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer error-message quality for Voxtral is unrelated to tokenizer loading failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Both are DeepSpeed/Qwen3.5 load issues, but one is missing all params and the other is language_model weights specifically; not clearly the same bug." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": false, + "reason": "Both mention `_is_hf_initialized`, but they describe different failure contexts and different underlying incompatibilities." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "Both are GLM-related loading reports, but one is a unit-test load issue for a specific checkpoint and the other is a broader NemotronH checkpoint incompatibility." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Both involve Qwen3/Qwen3 MoE and training/loading, but one is missing MoE weight conversion and the other is gradient averaging under DeepSpeed; different code paths." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Different models and different user-visible failures; no evidence they are the same defect." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "The first is a custom trainer API breakage, while the second is a tensor-mask shape mismatch; unrelated errors." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 4, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36010", + "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:43708", + "issue:43720", + "issue:43824", + "issue:43828", + "issue:43872", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44451", + "issue:44479", + "issue:44488", + "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" + ], + "soft_pairs": [ + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:44530|issue:44863", + "issue:43872|issue:45538", + "issue:43366|issue:43828", + "issue:24643|issue:30064", + "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:43644|issue:44534", + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:45313|issue:45357", + "issue:42491|issue:43720", + "issue:44960|issue:44977", + "issue:44451|issue:44488", + "issue:43708|issue:44075" + ], + "prepared_review_unit_hash": "5e7f1d09ffe5c7b55ba79cd67b76a2ec46c29058b84a0ec23d5c52932b6aea81", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36649, + "estimated_input_tokens": 9163, + "estimated_eval_tokens": 18582 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous, but it contains a few clear duplicate subgroups: mask shape IndexError, Transformers 5.x non-persistent buffer regression, custom model init regression, and SigLIP2 zero-probability/model-output regression. I treated only the near-identical pairs as duplicates.", + "confidence": 0.71, + "canonical_issue_reason": "issue:43644 is the best representative of a clear framework-level regression and has an almost identical follow-up in issue:44534 about the same non-persistent buffer corruption in Transformers 5.x.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the strongest overall issue candidate here: it is specific, reproducible, broadly relevant, and has the cleanest duplicate match among the items.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41093", + "right": "issue:44805", + "accept": true, + "reason": "Same error family: both report the mask shape vs indexed tensor shape mismatch IndexError." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "Both are video-related Qwen reports, but the model scope and failure mode differ; not clearly the same bug." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "Different models and different failures: Qwen3.5 cache/group-type crash vs NemotronH checkpoint loading." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "Unrelated subsystems: bitsandbytes/Int8Params incompatibility vs tokenizer max_length behavior." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "Different issues and code paths: GGUF gpt-oss support vs dtype mismatch under autocast for Phi-tiny-MoE." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "Completely different domains: DeepSpeed training weight shape error vs image processor void segmentation maps." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Both mention Qwen-related work, but one is GGUF support and the other is a sliding_window bug; not the same change." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different models and failures: Bamba torch.compile/SDPA issue vs Qwen3.5 flash-attention position_ids bug." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Very close duplicate reports of the same Transformers 5.0 custom model initialization regression." + }, + { + "left": "issue:43950", + "right": "issue:45325", + "accept": false, + "reason": "Different regressions: non-persistent buffer corruption vs Qwen2.5-VL rope/position_id scaling bug." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both are Qwen video-related, but one is a StopIteration video error and the other is SFT embedding unpacking failure." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "No evident overlap beyond both involving loading/runtime errors." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "Different problem classes: missing import for a specific class vs meta-device loading breakage." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Different model families and failure modes; no shared underlying bug is evident." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "Unrelated: 3d_parallel execution failure vs GGUF gpt-oss support." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same underlying SigLIP2 model regression; one report shows zero probabilities and the other nonsensical AutoModel/pipeline outputs." + }, + { + "left": "issue:43646", + "right": "issue:43950", + "accept": false, + "reason": "Custom model initialization regression vs non-persistent buffer corruption; distinct bugs." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Different symptoms and code paths: Qwen video StopIteration vs tensor mask shape mismatch." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "Completely unrelated: import error for GenerationMixin vs Qwen3MoE FP8 config failure." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Different areas: DeepSpeed zero3/Bert index error vs tokenizer mapping-related add-new-model-like failure." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both are config-loading complaints, but they involve different models and validation failures; not clearly one bug." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Different failures: zero-sized tensor index error in DeepSpeed/Bert vs tokenizer mapping issue." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same regression: both describe Transformers 5.x filling non-persistent buffers with junk/corruption." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "Different load/runtime issues: gpu+cpu offload dequantized model loading vs mmap OOM workaround." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "Related model family, but one is an actual inference regression and the other is a documentation example with multiple errors." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is ZeRO-3 weight loading and the other is save_pretrained key regression." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Different subsystems and failures: LoRA model portability across versions vs packed-weight loading in BitNet/accelerate." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "Different models and symptoms; no shared concrete bug is apparent." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading failures, but they reference different checkpoints and no concrete shared code-path is visible." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Unrelated: checkpoint resume max_steps calculation vs SGD optimizer args not being used." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is conservative and grounded in the packet: the selected canonical issue pair 43644/44534 is a near-exact match by title, and the other accepted pairs are also close, model-specific regressions. The rejected soft matches are appropriately cautious. No obvious overstatement stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 5, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "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:43828", + "issue:43854", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44155", + "issue:44164", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44488", + "issue:44661", + "issue:44683", + "issue:44743", + "issue:44756", + "issue:44863", + "issue:44877", + "issue:44912", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406" + ], + "soft_pairs": [ + "issue:43854|issue:43931", + "issue:43856|issue:43873", + "issue:42491|issue:45276", + "issue:39692|issue:43994", + "issue:41720|issue:42915", + "issue:43257|issue:43854", + "issue:43856|issue:44387", + "issue:45362|issue:45406", + "issue:44488|issue:44991", + "issue:43644|issue:43645", + "issue:42915|issue:44756", + "issue:42491|issue:43931", + "issue:44661|issue:44683", + "issue:42491|issue:43856", + "issue:43404|issue:43454", + "issue:45276|issue:45335", + "issue:36010|issue:39404", + "issue:44164|issue:44291", + "issue:41720|issue:44155", + "issue:44402|issue:44488", + "issue:43873|issue:44387", + "issue:39692|issue:44960", + "issue:44387|issue:44756", + "issue:43425|issue:43957", + "issue:44292|issue:44912", + "issue:42947|issue:43381", + "issue:43854|issue:45216", + "issue:44291|issue:44756", + "issue:45276|issue:45292", + "issue:44743|issue:44960", + "issue:43381|issue:44928", + "issue:44164|issue:44756", + "issue:43957|issue:44756", + "issue:43646|issue:43708", + "issue:45292|issue:45335", + "issue:44479|issue:44877", + "issue:44402|issue:44451", + "issue:43645|issue:44164", + "issue:43257|issue:44863", + "issue:43425|issue:43828", + "issue:43828|issue:43957" + ], + "prepared_review_unit_hash": "47779ebff540ba6d1e1f256aac7ec5ad0a77b490ab34754de0b2510a07215950", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 41, + "serialized_chars": 39812, + "estimated_input_tokens": 9953, + "estimated_eval_tokens": 20162 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most pairs are unrelated regressions despite some shared keywords (especially model loading, quantization, and resize_token_embeddings). I would not merge any soft pair; the closest themes still differ by model family, affected component, or failure mode.", + "confidence": 0.77, + "canonical_issue_reason": "issue:45292 is the broadest and clearest representative of the resize_token_embeddings regression family, and it is open, so it works best as the umbrella issue for that cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45292 is the best overall representative because it is general, concise, and directly describes a user-visible regression without overfitting to one model variant.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43854", + "right": "issue:43931", + "accept": false, + "reason": "Different models and failures: GLM loading in unit tests vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "One is Qwen3 MoE training memory inefficiency; the other is quantization/offloading behavior." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Different problem classes: hf4.x/hf5.x LoRA compatibility vs Gemma4 token embedding resizing." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Both involve SigLIP2, but one is a doc/example bug and the other is bad inference output; not the same concrete issue." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Different root causes and paths: auto device mapping CUDA assert vs FineGrainedFP8Config failure." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Qwen3 MoE loading with accelerate/deepspeed is unrelated to GLM-4.7 model loading." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both are memory-related, but one is training inefficiency and the other is int4 quantization OOM." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different models and subsystems: Qwen3.5 chat crash vs Gemma4 processor/tokenizer attribute error." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading reports, but for different models with no evidence of the same underlying bug." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Different regressions: non-persistent buffer initialization vs Jupyter custom-model initialization." + }, + { + "left": "issue:42915", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3Moe FP8 failure and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "LoRA checkpoint compatibility and Qwen3-VL shape mismatch are different issues." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer-mapping helper bug vs torch >= 2.9 flex_attention compilation failure; unrelated." + }, + { + "left": "issue:42491", + "right": "issue:43856", + "accept": false, + "reason": "LoRA version compatibility is not the same as Qwen3 MoE training memory usage." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Similar symptom family, but different model classes and likely separate weight-tying fixes." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Both are resize_token_embeddings regressions, but they hit different internal targets and model families." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "ImportError for GenerationMixin is unrelated to Whisper return_language pipeline regression." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "Different initialization/serialization paths: extra_state handling vs unexpected _is_hf_initialized arg." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "CUDA assert on Qwen3 auto device mapping is unrelated to AudioFlamingo3 batch leakage." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizer vocab mismatch and tokenizer load failure are different issues." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both mention quantization and memory, but they describe different symptoms and likely different causes." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "SigLIP2 doc/inference issues are unrelated to GLM5." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Int4 quantization reserved-memory regression is not the same as disabling mmap on Strix Halo." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Torch 2.10 compatibility and meta-device loading failures are different version/device problems." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Unexpected _is_hf_initialized handling is unrelated to MXFP4 fallback behavior." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Gradient checkpointing effectiveness in PEFT LoRA is not the same as forbidding checkpointing in eval mode." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Model loading for GLM-4.7 is unrelated to Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "init_empty_weights TypeError and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": false, + "reason": "Same resize_token_embeddings theme, but the Gemma4-specific multi-target bug is not clearly the same as the generic output_embeddings report." + }, + { + "left": "issue:44743", + "right": "issue:44960", + "accept": false, + "reason": "Recurrent-state reset in modular_qwen3_5 is unrelated to GLM5." + }, + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Eval-mode checkpointing restriction and RLHF NaN from 3D position_ids are different bugs." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "extra_state save/load failure is unrelated to disabling mmap for OOM." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading failures and Strix Halo mmap OOM are different issues." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model initialization regression is unrelated to Trainer max_steps calculation." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": false, + "reason": "Both mention resize_token_embeddings, but one is generic output_embeddings while the other is decoder.embed_tokens in a different model family." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Video-input regression for Qwen models is unrelated to granite_speech strict-config loading." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab-size mismatch and inability to load a different model are not the same bug." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Notebook custom-model init and extra_state save/load failure are different surfaces." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Qwen3 MoE weight conversion/loading and NemotronH checkpoint loading are unrelated model-loading problems." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "Torch version incompatibility is unrelated to the autocast dtype-mismatch bug." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch and meta-device loading failures are different failure modes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 6, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42947", + "issue:43299", + "issue:43421", + "issue:43425", + "issue:43452", + "issue:43582", + "issue:43596", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43645", + "issue:43716", + "issue:43856", + "issue:43883", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44164", + "issue:44206", + "issue:44220", + "issue:44265", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44671", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45161" + ], + "soft_pairs": [ + "issue:44589|issue:44756", + "issue:43906|issue:44530", + "issue:43931|issue:44863", + "issue:43611|issue:43645", + "issue:39404|issue:44912", + "issue:44530|issue:45084", + "issue:43425|issue:43716", + "issue:44265|issue:44898", + "issue:43299|issue:43931", + "issue:43901|issue:44509", + "issue:44479|issue:44805", + "issue:43994|issue:44079", + "issue:44671|issue:44991", + "issue:43856|issue:44756", + "issue:40990|issue:42947", + "issue:39404|issue:44671", + "issue:44589|issue:45084", + "issue:43596|issue:44683", + "issue:43425|issue:44918", + "issue:36032|issue:43452", + "issue:32090|issue:39404", + "issue:43582|issue:43632", + "issue:44991|issue:45081", + "issue:43957|issue:44164", + "issue:40990|issue:43421", + "issue:44164|issue:44479", + "issue:44488|issue:45081", + "issue:43883|issue:44488", + "issue:43425|issue:45161", + "issue:43611|issue:43644", + "issue:44206|issue:44220", + "issue:42947|issue:44756", + "issue:44488|issue:44987", + "issue:34567|issue:40444", + "issue:43716|issue:45084" + ], + "prepared_review_unit_hash": "d18019cd54333c33fa414dde0b2b58d2c5ce2d8d1728608712312776a3bef5bc", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38182, + "estimated_input_tokens": 9546, + "estimated_eval_tokens": 19348 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose grab-bag of mostly unrelated Transformers regressions; many are version-5 loading/tokenizer/model-init problems, but none of the soft pairs look like the same underlying bug.", + "confidence": 0.39, + "canonical_issue_reason": "issue:43611 is the broadest, clearest representative of the recurring v5 model-loading regression theme in this cluster; it has a concrete failure mode and a general scope.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43611 is the most useful anchor for the cluster because it captures the central v5 loading breakage pattern better than the more model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Different problems: missing Float8 storage vs mmap-related OOM on Strix Halo." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "Different subsystems and symptoms; one is an isolated reproduction of an older issue, the other is a PagedAttentionCache linear_attention crash." + }, + { + "left": "issue:43931", + "right": "issue:44863", + "accept": false, + "reason": "Both are model-loading failures, but for different Qwen/Nemotron models and different failure modes." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "Both relate to v5 model loading, but one is about base_model_prefix handling and the other about custom-model initialization in Jupyter; too broad to be the same bug." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline return_language regression is unrelated to GPT-OSS MXFP4 quantization fallback." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache/linear_attention crash is unrelated to a tokenizer compiler error about non-template nodes." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "Torch version incompatibility and image-preprocessor dtype mismatch are distinct issues." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export with torch_compilable_check is unrelated to Perceiver image classification failing at non-default resolution." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both mention Qwen3-VL, but one is a generic MoE model-loading regression and the other is a specific weight-shape mismatch on a checkpoint." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Documentation mismatch for return_all_scores is unrelated to docs for removed pipeline tasks in v5." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression for Qwen VL models is not the same as a generic mask shape mismatch error." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "Wrong SigLIP2 outputs and ModelOutput key assignment with None are different bugs." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "Incorrect CamemBERT predictions and tokenizer loading failure for est-roberta are unrelated." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory, but one is inefficient training memory use and the other is mmap-triggered OOM on a specific platform." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "High perplexity is not the same underlying issue as ineffective gradient checkpointing with LoRA." + }, + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline behavior and CamemBERT masked-LM predictions are unrelated model-specific regressions." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure is unrelated to a template-node compilation error." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Deepspeed ZeRO-3 init index error and compiled flex_attention failure on newer torch are distinct code paths." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch compatibility issue is unrelated to Qwen3.5 input-embedding unpacking with TRL SFT trainer." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5 tokenizer special-token method conflict and gguf_file loading breakage are different tokenizer/model-loading bugs." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error is unrelated to Whisper pipeline return_language behavior." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and _is_hf_initialized flag breakage are different failures." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer loading for est-roberta and the Mistral regex patch backend_tokenizer crash are unrelated." + }, + { + "left": "issue:43957", + "right": "issue:44164", + "accept": false, + "reason": "Meta-device model loading problems and save/from_pretrained extra_state handling are different issues." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "Perplexity regression and runtime special-token/post-processor update behavior are not the same bug." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "extra_state save/load handling is unrelated to a video-input regression in Qwen VL models." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Loading cjvt/sleng-bert and a Mistral regex patch crash are unrelated." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Missing all_tied_weights_keys on MolmoForCausalLM and sleng-bert tokenizer/model loading failure are different regressions." + }, + { + "left": "issue:43425", + "right": "issue:45161", + "accept": false, + "reason": "Torch incompatibility and GPT-OSS MoE tensor-parallel failure are not the same underlying problem." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "Both are v5 regressions, but one is about base_model_prefix loading and the other about non-persistent buffers getting junk values." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "These are related to audio feature extraction, but the reported failures and entry points are not clearly the same concrete bug." + }, + { + "left": "issue:42947", + "right": "issue:44756", + "accept": false, + "reason": "LoRA gradient-checkpointing inefficiency and Strix Halo mmap OOM are unrelated." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "sleng-bert loading failure and physical-intelligence/fast loading failure are different model-specific issues." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counting and iterable dataset multi-image finetuning are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Image preprocessor dtype mismatch and template compilation failure 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": 7, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:40990", + "issue:41553", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43452", + "issue:43482", + "issue:43531", + "issue:43540", + "issue:43541", + "issue:43582", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43819", + "issue:43825", + "issue:43883", + "issue:43994", + "issue:44220", + "issue:44265", + "issue:44403", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44530", + "issue:44534", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45507" + ], + "soft_pairs": [ + "issue:43644|issue:43646", + "issue:43883|issue:44991", + "issue:43643|issue:44530", + "issue:43452|issue:43482", + "issue:43317|issue:43482", + "issue:36032|issue:42915", + "issue:43262|issue:43377", + "issue:44451|issue:44987", + "issue:43541|issue:45084", + "issue:39404|issue:43825", + "issue:44849|issue:45325", + "issue:42915|issue:44530", + "issue:43404|issue:44466", + "issue:36032|issue:43645", + "issue:43646|issue:44534", + "issue:44987|issue:44991", + "issue:45084|issue:45507", + "issue:43994|issue:44610", + "issue:43377|issue:43819", + "issue:43645|issue:44534", + "issue:43322|issue:43540", + "issue:45216|issue:45357", + "issue:44403|issue:45081", + "issue:44451|issue:45081", + "issue:44265|issue:44610", + "issue:43632|issue:44756", + "issue:41553|issue:43582", + "issue:44220|issue:44683", + "issue:43404|issue:45127", + "issue:42915|issue:45084", + "issue:44479|issue:45325", + "issue:43296|issue:43531", + "issue:44987|issue:45081", + "issue:40990|issue:44811" + ], + "prepared_review_unit_hash": "d0dba5f8ee9b8208728ae6b01e59cecab51e64ddad2dadd0e30dd817c4f77fb0", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37883, + "estimated_input_tokens": 9471, + "estimated_eval_tokens": 19198 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous cluster of Transformers v5 and model-specific regressions. Only two soft edges look like same-bug pairs: 43644/44534 is the strongest near-duplicate match, and 45216/45357 is a plausible follow-up in the same Qwen3.5 save_pretrained regression rather than a wholly separate issue.", + "confidence": 0.8, + "canonical_issue_reason": "issue:43644 is the best cluster anchor for the v5 non-persistent-buffer regression: it is the clearest, most general report, and 44534 is a near-identical restatement rather than a different bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 is the strongest representative because it captures the shared buffer-initialization regression at the broadest scope; the rest of the cluster is mostly separate model-specific failures.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Same broad v5 area, but this is a different failure mode: buffer junk vs custom model initialization breakage." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Different model/path: Molmo tied-weights attribute error vs tokenizer loading failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "Missing fields from trust_remote_code config loading is unrelated to the Qwen3.5 linear_attention/PagedAttentionCache crash." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": false, + "reason": "Both touch GGUF loading, but one is a generic gguf_file/from_pretrained regression and the other is a model-specific Qwen2.5-GGUF failure." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "Dequantized model offload failure and GGUF loading failure are different code paths and different bugs." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer method conflict and Qwen3Moe FP8 config failure are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio chat-template sampling-rate default bug vs MIMI batching/padding-mask mismatch are different components." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Both are load failures, but they involve different models and likely different regressions." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Torch Dynamo grouped_mm tracing error is unrelated to the template compilation TypeError." + }, + { + "left": "issue:39404", + "right": "issue:43825", + "accept": false, + "reason": "Whisper return_language regression and a pipeline error-message issue are not the same bug." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 hidden_states bug and Qwen2.5-VL rope-index scaling bug are distinct model-path issues." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Both are Qwen-family issues, but they hit different concrete failures: FP8 loading vs linear_attention/PagedAttentionCache." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both touch tied weights, but one is an untied lm_head implementation bug and the other is device-dependent serialization." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict and custom model initialization in Jupyter are unrelated." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Related to v5 initialization broadly, but not the same concrete bug: custom model init breakage vs buffer junk serialization." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Same version range is not enough; these appear to be different model-loading failures." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation TypeError and GraniteMoEHybrid invalid method calls are different failures." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Nonsensical outputs with AutoModel/pipeline vs processor image-size mismatch are distinct bugs." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI padding-mask batching bug vs DAC.from_latents/STE mismatch are different encoder issues." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook custom-model init issue is not the same as the non-persistent-buffer junk regression." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Llava Next loading segfault and Qwen3OmniMoe video-input ValueError are unrelated multimodal failures." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Likely the same Qwen3.5 save_pretrained regression; 45357 looks like a follow-up/near-duplicate about the remaining incorrect visual encoder keys." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Noise when loading a transformer is unrelated to the Mistral regex patch crash." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "Different model-loading bug vs tokenizer regex patch failure." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export compatibility issue vs processor output-size mismatch; not the same path." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized flag regression and mmap/OOM on Strix Halo are unrelated." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Bad AutoTokenizer error message for Voxtral vs Apple Silicon allocator TypeError are separate issues." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "fbank feature extraction bug and compiled flex_attention torch>=2.9 failure are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Both involve tied embeddings, but the first is an initialization/tie bug and the second is LoRA merge collapse with extended vocabulary." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3Moe FP8 loading and template compilation errors are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "Video-input regression in Qwen VL models vs still-image rope-index scaling bug are different code paths." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL load failure and Qwen3-MoE sliding_window issue are distinct." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Model load failure and Mistral regex patch crash are not the same bug." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity regression on gpt-oss-20b and Whisper batch_decode skip_special_tokens handling are unrelated." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster-level summary is mostly grounded, but it overstates the evidence in a few places. In particular, calling issue:43644 an \"exact duplicate\" is too strong from the packet alone; the support only shows a near-identical restatement (issue:44534). The accepted soft edge issue:45216 \u2194 issue:45357 also looks plausible, but it should be framed more cautiously as a likely follow-up/near-duplicate rather than a confirmed same bug. Please soften those duplicate/anchor claims." + }, + "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": 8, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:33666", + "issue:35707", + "issue:36032", + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43317", + "issue:43377", + "issue:43421", + "issue:43425", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43742", + "issue:43749", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:43881", + "issue:44062", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44488", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44683", + "issue:44829", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45542" + ], + "soft_pairs": [ + "issue:42175|issue:45542", + "issue:43611|issue:44534", + "issue:44062|issue:44987", + "issue:43317|issue:43856", + "issue:42915|issue:44291", + "issue:40444|issue:45325", + "issue:36032|issue:43742", + "issue:43632|issue:44534", + "issue:43531|issue:44877", + "issue:43421|issue:44568", + "issue:43818|issue:45357", + "issue:42915|issue:44589", + "issue:36032|issue:41720", + "issue:44829|issue:45479", + "issue:44683|issue:45020", + "issue:43482|issue:45538", + "issue:33666|issue:40444", + "issue:43425|issue:44403", + "issue:44079|issue:44534", + "issue:44403|issue:44991", + "issue:35707|issue:40444", + "issue:43377|issue:45491", + "issue:43792|issue:44589", + "issue:43482|issue:43525", + "issue:43749|issue:44079", + "issue:44291|issue:44589", + "issue:43644|issue:44079", + "issue:44079|issue:45072", + "issue:44265|issue:45072", + "issue:43632|issue:45072", + "issue:40444|issue:45381", + "issue:45325|issue:45381", + "issue:43611|issue:43646", + "issue:43531|issue:44291", + "issue:41720|issue:45081", + "issue:43881|issue:44488" + ], + "prepared_review_unit_hash": "5ed2092135dce3616cf8be27bacc2c200f117f0f1c3975b940e0abe776acd073", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 36, + "serialized_chars": 38434, + "estimated_input_tokens": 9609, + "estimated_eval_tokens": 19474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a collection of distinct Transformers regressions across model loading, tokenization, and training. No pull requests are present. The best representative issue is the broad open umbrella report about recent versions breaking remote-code models.", + "confidence": 0.87, + "canonical_issue_reason": "issue:45020 is the broadest and most central open report, covering recent-version regressions breaking model loading for remote-code models.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 best represents the cluster because it is umbrella-shaped, open, and captures the widest regression surface among the listed issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:45542", + "accept": false, + "reason": "Both are packaging/backend problems, but one is about TensorFlow missing from the torch extra while the other is about tensorboard-only installs causing a tf backend error; not the same bug." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "Different regressions: base_model_prefix loading failure versus non-persistent buffers being populated with junk." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "Tokenizer AddedToken keyword conflict and a model load failure for physical-intelligence/fast are unrelated code paths." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "One is device_map/offload loading failure; the other is Qwen3 MoE training memory inefficiency." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Both involve v5-era loading issues, but one is FP8 config failure in Qwen3Moe and the other is init_empty_weights with an unexpected internal argument." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen2.5-VL-related, but one is multi-image IterableDataset failure and the other is still-image temporal position scaling." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "T5 tokenizer special-token name conflict is unrelated to MobileLLM-125M key errors during loading." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Separate v5 regressions: _is_hf_initialized handling versus junk-filled non-persistent buffers." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Different issues in different models: Qwen3-MoE sliding_window behavior versus granite_speech config strictness." + }, + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both concern special tokens, but one is runtime post-processor refresh and the other is add_special_tokens not inserting BOS/EOS for a specific tokenizer." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Video-LLaVA architecture/weight-sharing issue is unrelated to Qwen3.5 save_pretrained visual-encoder key regression." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Both mention FP8-ish failures, but the concrete bugs differ: Qwen3Moe FP8 config versus missing Float8 storage type." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer load conflict and Qwen3 auto device mapping cudaErrorAssert are unrelated." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both are classification degeneration reports, but one is tied to flash_attention_3 and the other to num_labels=1/problem_type handling." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 is unrelated to remote_code loading regressions." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF loading under v5 and CLIPTokenizer model_max_length are different tokenizer/model-loading behaviors." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen VL training topics, but one is generic multi-GPU training and the other is an IterableDataset multi-image failure." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version incompatibility and generic transformer loading noise are not the same bug." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer initialization are separate internal behaviors." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading noise is not the same as tokenizer loading failure for EMBEDDIA/est-roberta." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to multi-image IterableDataset finetuning failure." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "Both are batching/padding related, but they describe different models and different failures: output mismatch versus NaNs from sliding-window all-padding cases." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "openai/whisper-large-v2 runtime failure is unrelated to the Float8 storage type error." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "GGUF loading under v5 and missing pad_token_id on Llama4Config are different loading regressions." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP_CPU_RAM_EFFICIENT_LOADING and ModelOutput key assignment involve different subsystems." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "init_empty_weights unexpected argument and Float8 storage lookup are distinct internal errors." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer corruption is unrelated to ModelOutput key assignment behavior." + }, + { + "left": "issue:44079", + "right": "issue:45072", + "accept": false, + "reason": "ModelOutput key handling is unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export/torch_compilable_check failure is a different path from bfloat16 inference dtype mismatches." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "_is_hf_initialized flag handling and dtype mismatches are unrelated regressions." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "One is a multi-image prompt/IterableDataset issue; the other is wrong video vision_position_ids." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL position-id bugs, but one targets still images and the other video input; not clearly the same concrete bug." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 loading/init regressions, but one is base_model_prefix loading and the other is custom model initialization." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights argument handling are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Qwen3 device-map cudaErrorAssert and Mistral tokenizer regex patch crash are different code paths." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "glm-4v-9b loading failure and cjvt/sleng-bert not loading are unrelated model-specific loading problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 9, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:39692", + "issue:40444", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43454", + "issue:43482", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43632", + "issue:43701", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43792", + "issue:43819", + "issue:43828", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:43957", + "issue:43994", + "issue:44164", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44387", + "issue:44466", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44683", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45325", + "issue:45357" + ], + "soft_pairs": [ + "issue:43454|issue:44466", + "issue:43994|issue:44898", + "issue:42175|issue:43296", + "issue:44387|issue:44617", + "issue:43828|issue:44683", + "issue:42915|issue:43482", + "issue:43526|issue:43883", + "issue:43701|issue:45325", + "issue:43262|issue:43746", + "issue:43792|issue:43957", + "issue:43317|issue:43873", + "issue:43606|issue:44265", + "issue:34634|issue:35707", + "issue:43881|issue:44991", + "issue:44186|issue:44265", + "issue:43606|issue:43819", + "issue:44291|issue:44877", + "issue:35707|issue:41720", + "issue:43377|issue:44898", + "issue:43632|issue:44164", + "issue:44610|issue:45325", + "issue:43454|issue:43550", + "issue:43454|issue:45072", + "issue:43377|issue:44610", + "issue:39692|issue:40444", + "issue:43749|issue:44534", + "issue:44466|issue:45357", + "issue:43296|issue:44991", + "issue:43454|issue:43720", + "issue:43296|issue:44877", + "issue:41720|issue:43322", + "issue:41720|issue:44977", + "issue:43792|issue:44683", + "issue:43404|issue:45357" + ], + "prepared_review_unit_hash": "a545c93beb020a6950744171458c509447e37b428db673f54d00c51e0fb5de89", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37854, + "estimated_input_tokens": 9464, + "estimated_eval_tokens": 19184 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose similarity set covering many unrelated Transformers bugs and regressions; none of the soft-edge pairs look like true duplicates, though a few are broadly adjacent (e.g. tied-weights or model-loading regressions).", + "confidence": 0.91, + "canonical_issue_reason": "Issue 43454 is the clearest, most concrete representative in the set: it has a specific model, a specific failure mode (lm_head weight tying), and enough context to anchor the tied-weights subgroup better than the broader, noisier reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43454 is the best single issue to represent this cluster because it is precise, actionable, and has a well-scoped bug description; the rest are mostly distinct model/config regressions rather than one shared defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "Related theme (tied weights / lm_head serialization), but these describe different failures and different affected surfaces; not the same concrete bug." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Both involve image models and resolution/outputs, but one is a nonsensical-results report and the other is a specific non-default resolution failure; not the same issue." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "One is a packaging/backend inclusion problem, the other is an audio processor sampling-rate default bug; unrelated." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Different models and different symptoms: int4 quantization memory regression vs video OOM." + }, + { + "left": "issue:43828", + "right": "issue:44683", + "accept": false, + "reason": "Both mention dtype/compiled attention behavior, but the failing path and trigger are different (autocast mismatch vs torch>=2.9 compiled flex_attention)." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Both are Qwen-family loading/runtime problems, but one is FineGrainedFP8Config and the other is GGUF loading under v5; not the same bug." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "Different models and failure modes: BeitImageProcessorFast label reduction vs Molmo missing tied-weights metadata." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Both mention a mismatch in generated/loading behavior, but one is resume_from_checkpoint key mismatch and the other is Qwen2.5-VL rope position scaling; unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Both touch model-loading/config-related behavior, but one is an audio chat-template sampling-rate default and the other is PEFT local checkpoint loading for GraniteSpeech." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Different models and root causes: Whisper loading failure vs meta-device loading regressions across some models." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both mention offloading/quantization, but one is device_map=auto dequantized-model loading and the other is quantization offloading behavior in general; not a single code-path bug." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "One is a CPU-offload device mismatch for bark-small, the other is a generic torch.export failure with torch_compilable_check; different problems." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Completely different bugs: BarkProcessor voice_preset vs generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Different components and failures: GLM-4V loading vs tokenizer loading for EMBEDDIA/est-roberta." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer crash on NER/padding vs export failure for torch_compilable_check; no shared underlying bug." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Both are audio/codec-related only at a very broad level, but the failures are distinct: CPU-offload device mismatch vs DAC from_latents mismatch." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Both are transformers v5 loading/config regressions, but one is init_empty_weights/_is_hf_initialized argument handling and the other is strict config for granite_speech." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Different models and bug classes: generation with inputs_embeds/past_key_values vs Qwen3 auto device mapping cuda assert." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "MIMI encoder padding-mask batching bug vs Perceiver non-default resolution failure; unrelated." + }, + { + "left": "issue:43632", + "right": "issue:44164", + "accept": false, + "reason": "Both are v5 serialization/loading regressions, but one is _is_hf_initialized flag behavior and the other is extra_state handling; not the same issue." + }, + { + "left": "issue:44610", + "right": "issue:45325", + "accept": false, + "reason": "Both concern vision models, but one is processor image-size mismatch and the other is temporal position-id scaling in Qwen2.5-VL." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "One is tied-weight serialization/text generation, the other is torch.compile + SDPA failure in Bamba; different code paths." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Tied lm_head weights vs dtype mismatch in bfloat16 inference are different defects." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Different multimodal batching/shape bugs: MIMI encoder padding mask vs OmDet-Turbo processor/model resolution mismatch." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "Both are multimodal example/fine-tuning issues, but one is a doc example model/processor mismatch and quantization failure; the other is iterable-dataset multi-image finetuning failure." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading breakage vs non-persistent buffer junk in v5; different mechanisms." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "Both involve weight/state serialization in v5, but one is lm_head.weight inconsistency and the other is visual encoder keys in Qwen3.5 save_pretrained; not the same bug." + }, + { + "left": "issue:43296", + "right": "issue:44991", + "accept": false, + "reason": "Different targets and symptoms: PaddleOCR-VL load failure in vLLM vs tokenizer loading for est-roberta." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Unrelated: tied lm_head weights vs BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43296", + "right": "issue:44877", + "accept": false, + "reason": "PaddleOCR-VL load failure vs strict config preventing granite_speech config load; different models and causes." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Different issues: Qwen3 auto device mapping cuda assert vs Llava Next segmentation fault." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Both are Qwen-family runtime bugs, but one is device mapping/cuda assert and the other is flash-attention generation correctness; not the same concrete bug." + }, + { + "left": "issue:43792", + "right": "issue:44683", + "accept": false, + "reason": "Whisper loading failure and compiled flex_attention failure are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Both mention model state/weights, but one is missing lm_head tying in Mistral3ForConditionalGeneration and the other is incorrect visual encoder keys on 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": 10, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:33357", + "issue:34567", + "issue:35707", + "issue:36010", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43388", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43653", + "issue:43708", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44292", + "issue:44361", + "issue:44423", + "issue:44479", + "issue:44514", + "issue:44545", + "issue:44610", + "issue:44671", + "issue:44743", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44918", + "issue:44991", + "issue:45059", + "issue:45072", + "issue:45161", + "issue:45406", + "issue:45464" + ], + "soft_pairs": [ + "issue:44423|issue:45406", + "issue:44186|issue:45072", + "issue:34567|issue:40990", + "issue:43526|issue:43881", + "issue:43873|issue:44756", + "issue:43577|issue:43708", + "issue:42617|issue:42915", + "issue:43550|issue:43720", + "issue:44610|issue:44898", + "issue:44186|issue:44610", + "issue:44877|issue:44991", + "issue:44479|issue:44918", + "issue:36331|issue:42915", + "issue:36331|issue:42617", + "issue:44671|issue:44743", + "issue:43316|issue:44913", + "issue:43550|issue:43606", + "issue:42915|issue:43317", + "issue:41720|issue:42617", + "issue:44292|issue:44479", + "issue:41720|issue:45161", + "issue:43531|issue:43572", + "issue:43388|issue:45059", + "issue:44186|issue:44361", + "issue:43540|issue:43782", + "issue:41720|issue:43873", + "issue:42915|issue:43322", + "issue:45406|issue:45464", + "issue:36010|issue:42617", + "issue:36331|issue:41720", + "issue:44514|issue:44545", + "issue:33357|issue:35707", + "issue:43606|issue:43720", + "issue:41720|issue:43746", + "issue:43550|issue:43653" + ], + "prepared_review_unit_hash": "3a222a946e2e3f76a5bf3c98b16724e41d5c3611dabca5c2249f5ac2bfd0ce04", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38118, + "estimated_input_tokens": 9530, + "estimated_eval_tokens": 19316 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a mixed cluster of unrelated issues across trainers, tokenizers, multimodal processing, quantization, and serving. Only issue 44514/44545 looks like a true duplicate pair; the rest should stay separate.", + "confidence": 0.96, + "canonical_issue_reason": "Issue 44545 is the clearest canonical choice because it is an exact duplicate of 44514 with the cleaner title and a bit more discussion/inbound activity.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44545 is the best representative issue in this set because it is the only clearly duplicated bug report and is phrased more cleanly than its twin.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both are serve/runtime crashes, but they hit different code paths and different processors/models." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer padding/NER crash vs dtype mismatch in inference; unrelated bugs." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token counting and GPT-OSS perplexity are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs a GLM-4V loading failure." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Both mention memory/offload behavior, but one is quantization offload and the other is mmap/OOM on Strix Halo." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Model dtype loading bug vs Trainer checkpoint max_steps calculation; different subsystems." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "3d_parallel.py runtime failure and Qwen3-MoE FP8 loading failure are not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "torch.compile/SDPA failure vs accelerate loading of packed BitNet weights; distinct causes." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Both are image-size-related, but they involve different models, processors, and failure modes." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer NER/padding crash vs processor output size mismatch; unrelated." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading and tokenizer loading regressions are different issues." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Video-input regression vs SFT unpacking error for Qwen3.5 embeddings; different paths." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "CustomTrainer signature change vs Qwen3-MoE FP8 loading failure." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Unexpected trainer kwarg and 3d_parallel startup failure are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "CamemBERT MLM predictions and Qwen3.5 recurrent-state caching are separate bugs." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Both are config/API issues, but for different models and different behavior." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "torch.compile SDPA failure and CPU offload device mismatch are different code paths." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "FP8 MoE loading and dequantized device_map offload failures are not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 device-map cuda assert and 3d_parallel.py failure are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44479", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime issue vs Qwen VL video regression; different problems." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Different models and failures: device-map assert vs tensor-parallel not working." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Sliding-window Qwen3-MoE bug vs StableLmConfig pad_token_idx regression." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Metrics label dropping and SAM3 PCS text/box behavior are unrelated." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizers and different crash modes." + }, + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Video-input ValueError vs weight_only loading error; distinct Qwen3 multimodal issues." + }, + { + "left": "issue:41720", + "right": "issue:43873", + "accept": false, + "reason": "Device-map cuda assert and quantization offload behavior are different failures." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Qwen3-MoE FP8 issue and Llava Next segmentation fault are unrelated." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Gemma4Processor _tokenizer crash and Qwen3.5 streaming API failure are different bugs." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import error and 3d_parallel runtime issue are unrelated." + }, + { + "left": "issue:36331", + "right": "issue:41720", + "accept": false, + "reason": "Trainer custom loss signature bug and Qwen3 auto device mapping assert are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": true, + "reason": "Same bug report with nearly identical title and description; clear duplicate pair." + }, + { + "left": "issue:33357", + "right": "issue:35707", + "accept": false, + "reason": "MacOS CLIP bus error and progressive generation with inputs_embeds are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "CPU offload device mismatch vs packed-weight unpacking during accelerate load; different root causes." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Qwen3 device-map assert and GraniteSpeech PEFT checkpoint loading are unrelated." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Bamba torch.compile failure and BigBirdTokenizer special-token registration bug are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The duplicate call on 44514/44545 is well supported by the nearly identical titles and the higher discussion/inbound activity on 44545. The other soft-edge rejections are phrased cautiously enough and do not overstate evidence 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": 11, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:30064", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43596", + "issue:43606", + "issue:43645", + "issue:43653", + "issue:43746", + "issue:43782", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44220", + "issue:44368", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44671", + "issue:44843", + "issue:44898", + "issue:44918", + "issue:44936", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45183", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45479" + ], + "soft_pairs": [ + "issue:30064|issue:34634", + "issue:44492|issue:44509", + "issue:44368|issue:45357", + "issue:43606|issue:43653", + "issue:44625|issue:45479", + "issue:43421|issue:43927", + "issue:44898|issue:45072", + "issue:43782|issue:45381", + "issue:34567|issue:35707", + "issue:34634|issue:41720", + "issue:43381|issue:43844", + "issue:44077|issue:44625", + "issue:42886|issue:44843", + "issue:43421|issue:43653", + "issue:44451|issue:44991", + "issue:44062|issue:44451", + "issue:44918|issue:44936", + "issue:43994|issue:44671", + "issue:39692|issue:44610", + "issue:44987|issue:45042", + "issue:43531|issue:44589", + "issue:43421|issue:44186", + "issue:45081|issue:45356", + "issue:43746|issue:45381", + "issue:45183|issue:45479", + "issue:39692|issue:43873", + "issue:43531|issue:43645", + "issue:43596|issue:44220", + "issue:43746|issue:43873", + "issue:43540|issue:44008" + ], + "prepared_review_unit_hash": "5b2f9c6073d60d8a19a22a62c14fb6388c1c02ce29b29ac8d119b49b23e4a1f5", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37017, + "estimated_input_tokens": 9255, + "estimated_eval_tokens": 18766 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a broad set of unrelated Transformers issues; only one soft pair looks like the same tokenizer-regex regression family. Most others share a subsystem name at best, but not the same bug.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 45356 is the strongest canonical candidate because it most clearly captures the shared tokenizer regex regression path (`fix_mistral_regex`) and is broader than the narrower crash report in 45081.", + "canonical_pr_reason": null, + "best_issue_reason": "45356 is the most representative and actionable issue here: it describes the regression, the affected tokenizer path, and the warning/codec symptoms in one place.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Different products and failure modes: image segmentation map processing vs BarkProcessor voice preset handling." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "A typo in cache strategy docs is unrelated to stale v5 pipeline-task documentation." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "Both involve Qwen3.5, but one is a tie-word-embeddings warning and the other is incorrect visual encoder keys on save; different bugs." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "CPU offload device mismatch for Bark is unrelated to BigBirdTokenizer special-token decode behavior." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "Both mention num_labels, but one is config propagation in Qwen3.5 while the other is a cross-model zero-loss classification bug." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Runtime post-processor syncing of special tokens is not the same as losing custom token IDs after save/load." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Perceiver image-resolution handling and bfloat16 dtype mismatch in unrelated models are distinct issues." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Different Qwen VL bugs: one is a weight_only load failure, the other is incorrect video vision_position_ids." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token-count tracking is unrelated to progressive generation with inputs_embeds and past_key_values." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice preset parsing is unrelated to Qwen3 device-map CUDA assertion failures." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Gradient checkpointing in eval mode and abnormal gradients with ZeRO-3 are different training-time problems." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "A model post_init policy issue is not the same as num_labels propagation in Qwen3.5." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both are offline/tokenizer-related, but 44843 is specifically the `model_info()` call in `_patch_mistral_regex`; 42886 is a broader cache-load failure and not clearly the same bug." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Special-token post-processor updates are not the same as BigBirdTokenizer not registering the mask token as special." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Two different model-specific tokenizer load failures; same general area, different concrete bugs." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "`AddedToken(..., special=...)` argument misuse is unrelated to ScandiBERT loading failure." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "A Qwen3.5/TRl embedding-unpacking failure is not the same as trainer.evaluate() failing after train()." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and outputs: SigLIP2 nonsensical predictions vs CamemBERT masked-LM regression." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Doc-example model/processor mismatch and quantization errors are not the same as OmDet-Turbo producing the wrong image size." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Model-loading failure for a specific repo is unrelated to PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE sliding-window behavior is unrelated to missing Float8 storage object type support." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "Runtime special-token/post-processor syncing is a different tokenizer bug from LayoutLMv2 NER padding/truncation crashes." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": true, + "reason": "Both point to the same `fix_mistral_regex` / `_patch_mistral_regex` tokenizer regression path; 45356 is the broader regression report, and 45081 is the crash manifestation." + }, + { + "left": "issue:43746", + "right": "issue:45381", + "accept": false, + "reason": "PEFT checkpoint loading for GraniteSpeech is unrelated to Qwen2.5-VL video position IDs." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Validation messaging for `input_ids`/`inputs_embeds` and degenerate classification loss with `num_labels=1` are different bugs." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "A documentation/example issue is not the same as offloading/quantization behavior." + }, + { + "left": "issue:43531", + "right": "issue:43645", + "accept": false, + "reason": "Qwen3-MoE sliding-window handling is unrelated to Jupyter custom-model initialization in Transformers 5.0.0." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "DeepSpeed ZeRO-3/BERT initialization and audio fbank extraction are unrelated failures." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "PEFT adapter loading and quantization offloading problems are different code paths." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Video-input processing in Qwen3OmniMoe is unrelated to Gemma 3n forward variable-name collision." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The single accepted soft pair (45081/45356) is plausible from the titles, and the rest are appropriately rejected as distinct bugs rather than the same issue." + }, + "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": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:30064", + "issue:36010", + "issue:40444", + "issue:43335", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43618", + "issue:43643", + "issue:43644", + "issue:43650", + "issue:43653", + "issue:43697", + "issue:43716", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43927", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44220", + "issue:44442", + "issue:44448", + "issue:44488", + "issue:44561", + "issue:44661", + "issue:44671", + "issue:44811", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45381" + ], + "soft_pairs": [ + "issue:40444|issue:43746", + "issue:43618|issue:43697", + "issue:43716|issue:44008", + "issue:43720|issue:43819", + "issue:44220|issue:44661", + "issue:43653|issue:43720", + "issue:43335|issue:43756", + "issue:43421|issue:44811", + "issue:44186|issue:44898", + "issue:44843|issue:45081", + "issue:43550|issue:45072", + "issue:43550|issue:43927", + "issue:43540|issue:45381", + "issue:30064|issue:36010", + "issue:43577|issue:43818", + "issue:44062|issue:44488", + "issue:43643|issue:44877", + "issue:43531|issue:43643", + "issue:43577|issue:43582", + "issue:43782|issue:44977", + "issue:43644|issue:43749", + "issue:43653|issue:43819", + "issue:44448|issue:44671", + "issue:44561|issue:45020", + "issue:43550|issue:43819", + "issue:43825|issue:43994", + "issue:44186|issue:44442", + "issue:43825|issue:43827", + "issue:43650|issue:43906" + ], + "prepared_review_unit_hash": "a2c63805655c48b788c892666a775eff18288b1fdb59ff147847fabd6298c362", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "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 mostly a set of unrelated Transformers bugs that only share broad themes like tokenizer/config loading, multimodal inputs, and v5 regressions. I found no strong duplicate pairs to merge; the closest matches are still different concrete failure modes.", + "confidence": 0.81, + "canonical_issue_reason": "#45020 is the broadest open issue in the set and best captures the shared theme of recent Transformers/remote_code regressions, even though it is still too general to be a true duplicate target.", + "canonical_pr_reason": null, + "best_issue_reason": "#45020 is the most suitable issue to keep as the cluster representative because it is open, broad, and thematically closest to several remote_code / version-regression reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:40444", + "right": "issue:43746", + "accept": false, + "reason": "Different problems: Qwen2.5-VL iterable multi-image finetuning vs GraniteSpeech PEFT checkpoint loading." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "Both are v5 regressions, but one is CLIP attentions output missing and the other is RTDetrV2 output drift; different code paths." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Unrelated multimodal dtype mismatch vs Gemma3n variable-name collision causing an AttributeError." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Different subsystems and failure modes: accelerate loading/unpacked weights vs DAC forward/from_latents STE mismatch." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction bug vs tokenizer-mapping/new-model-template failure; not the same underlying defect." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "Tokenizer special-token registration bug vs BitNet packed-weight loading bug." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Different model/config mistakes: sparse-layer creation vs RoPE layer dropping." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Both involve token handling, but one is runtime post-processor updates and the other is batch_decode skip_special_tokens behavior." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Different model families and bugs: LayoutLMv2 tokenizer padding/NER crash vs Perceiver image size/interpolation failure." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Same helper function, but different concrete bugs: offline model_info call vs backend_tokenizer attribute crash." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Different regressions in unrelated models: torch.compile+SDPA failure vs dtype mismatch in inference." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Bamba compile/SDPA failure is unrelated to DiaConfig save/load losing token IDs." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are video-input issues, but they affect different Qwen model variants and different internals." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Completely unrelated: segmentation-map processing vs GenerationMixin import error." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Different multimodal bugs: BLIP2 dtype propagation vs Video-LLaVA missing temporal attention and weight-sharing issue." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "AddedToken special-arg duplication is not the same as failing to load a specific tokenizer model." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both concern config/loading, but one is missing fields from trust_remote_code and the other is strict config blocking granite_speech." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to trust_remote_code config field loss." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "Different bugs: BLIP2 dtype mismatch vs Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Both are Qwen-related, but one is weight_only loading and the other is flash-attention generation behavior." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Non-persistent buffer initialization junk vs FSDP CPU RAM efficient loading breakage are different loader issues." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration bug vs audio codec latent conversion mismatch; no shared code defect." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Both are output regressions in v5, but they involve different models and likely different root causes." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "#44561 is a specific remote_code break caused by a removed utility; #45020 is a broader umbrella report." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure is unrelated to DAC latent reconstruction mismatch." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline error messaging about translation support is unrelated to SigLIP2 nonsensical outputs." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer/model issues: LayoutLMv2 NER batching crash vs FastSpeech2ConformerTokenizer loading failure." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "One is a misleading runtime error message; the other is stale docs still mentioning pipeline after removals." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "No overlap: a vague data request vs a reproduction of an existing 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": 13, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:41720", + "issue:42175", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43452", + "issue:43454", + "issue:43526", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43638", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43782", + "issue:43819", + "issue:43854", + "issue:44060", + "issue:44291", + "issue:44368", + "issue:44485", + "issue:44509", + "issue:44554", + "issue:44568", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44811", + "issue:44821", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45406", + "issue:45488", + "issue:45538" + ], + "soft_pairs": [ + "issue:44821|issue:45084", + "issue:43606|issue:45072", + "issue:41720|issue:44991", + "issue:44805|issue:44936", + "issue:44610|issue:45072", + "issue:30064|issue:36331", + "issue:42175|issue:45081", + "issue:44485|issue:44509", + "issue:43782|issue:45325", + "issue:43720|issue:45072", + "issue:44060|issue:44368", + "issue:34634|issue:36010", + "issue:43262|issue:43819", + "issue:45081|issue:45406", + "issue:43582|issue:44857", + "issue:43749|issue:44291", + "issue:43653|issue:44671", + "issue:43526|issue:43697", + "issue:43526|issue:44554", + "issue:43653|issue:44912", + "issue:45084|issue:45538", + "issue:43454|issue:43577", + "issue:44568|issue:45488", + "issue:34634|issue:36331", + "issue:43746|issue:44811", + "issue:43257|issue:43329", + "issue:43638|issue:44936", + "issue:43452|issue:44991", + "issue:43854|issue:44977" + ], + "prepared_review_unit_hash": "9d221b1395c0533dbd2ccc35199fb719a5ece8bbdd004d786e834b4a4dea64f4", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36932, + "estimated_input_tokens": 9233, + "estimated_eval_tokens": 18722 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: the soft pairs mostly connect unrelated issues that only share broad themes like loading, tokenizers, or model config. I reject all soft edges as false positives and do not see a single true canonical issue in this set.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "Different bugs: loading an AutoImageProcessor from URL vs a template compilation error in chat templating." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Different subsystems and symptoms: CPU offload device mismatch vs bfloat16 dtype mismatch." + }, + { + "left": "issue:41720", + "right": "issue:44991", + "accept": false, + "reason": "Unrelated failures: Qwen3 auto device mapping CUDA assert vs tokenizer loading for a specific RoBERTa model." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "Mask/index shape error during model use is not the same as trainer.evaluate() failing after training." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Processor image-size mismatch and dtype mismatch are different code paths and different models." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "ImageProcessor void segmentation handling is unrelated to CustomTrainer.compute_loss signature changes." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "Packaging/backend dependency issue is unrelated to a Mistral regex patch crash." + }, + { + "left": "issue:44485", + "right": "issue:44509", + "accept": false, + "reason": "GLM RoPE implementation discussion and removed docs pipeline tasks are not the same bug." + }, + { + "left": "issue:43782", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3VL weight_only loading error is different from Qwen2.5-VL rope index scaling." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight loading failure is unrelated to bfloat16 dtype mismatches in other models." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Both mention tied-weights warnings, but they concern different models and different underlying causes." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "Bark voice_preset behavior and a GenerationMixin import error are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting is unrelated to DAC.from_latents/STE mismatch." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Tokenizer backend_tokenizer attribute crash is not the same as Gemma4Processor missing _tokenizer." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "Apple Silicon allocator TypeError and CUDA float16 loss crash are distinct platform/backend bugs." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and init_empty_weights _is_hf_initialized are different loading-path regressions." + }, + { + "left": "issue:43653", + "right": "issue:44671", + "accept": false, + "reason": "BigBirdTokenizer special-token decode bug is not the same as CamemBERT MLM prediction regression." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BEiT reduce_labels bug and RTDetrV2 output-difference regression are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "Image label reduction bug is unrelated to an MPS attention correctness issue." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "Tokenizer special-token registration problem is unrelated to BitNet packed-weight unpacking during loading." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Template-node compilation error and CLIPTokenizer model_max_length behavior are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "AyaVision lm_head tying bug and BLIP2 dtype persistence are different model-loading issues." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different tokenizers and different behaviors." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "BarkProcessor voice preset and trainer compute_loss signature mismatch do not share a code path." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "PEFT checkpoint loading failure and Whisper batch_decode skip_special_tokens handling are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Qwen3 MOE weight conversion/loading and multimodal token counting are different bugs." + }, + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Zero3/non-pretrained BERT index error is not the same as evaluate() failing after train()." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "gguf_file breaks generic from_pretrained loading, while this is a model-specific tokenizer load regression." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "GLM-4.7-Flash unit-test loading failure and Qwen3.5 flash-attention generation issues are separate model bugs." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "Same as above: chat-template compilation error is unrelated to CLIPTokenizer max length." + } + ] + }, + "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": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:33357", + "issue:34567", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43262", + "issue:43317", + "issue:43329", + "issue:43450", + "issue:43452", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43582", + "issue:43645", + "issue:43696", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43819", + "issue:43906", + "issue:43927", + "issue:43931", + "issue:44291", + "issue:44479", + "issue:44560", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44756", + "issue:44811", + "issue:44912", + "issue:44938", + "issue:44987", + "issue:45042", + "issue:45072", + "issue:45356", + "issue:45357", + "issue:45381", + "issue:45538" + ], + "soft_pairs": [ + "issue:38175|issue:44610", + "issue:44589|issue:45042", + "issue:43257|issue:43696", + "issue:43819|issue:43927", + "issue:39692|issue:44912", + "issue:43262|issue:44811", + "issue:43720|issue:44610", + "issue:43550|issue:44912", + "issue:36010|issue:43645", + "issue:44568|issue:45356", + "issue:43749|issue:44756", + "issue:43329|issue:44479", + "issue:43257|issue:43931", + "issue:43531|issue:45042", + "issue:36010|issue:36331", + "issue:43329|issue:43450", + "issue:43257|issue:43756", + "issue:43577|issue:45072", + "issue:43697|issue:45357", + "issue:43452|issue:43582", + "issue:42175|issue:44938", + "issue:41720|issue:43540", + "issue:44479|issue:45381", + "issue:43927|issue:44912", + "issue:43540|issue:44560", + "issue:33357|issue:34567", + "issue:43540|issue:44479", + "issue:44987|issue:45538", + "issue:42915|issue:43742", + "issue:44291|issue:45042", + "issue:43317|issue:45538", + "issue:43906|issue:45381" + ], + "prepared_review_unit_hash": "0a415cc16abf8e9e034411ee112be17254e24e2bf8fd7c8866ff66d757e19813", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37399, + "estimated_input_tokens": 9350, + "estimated_eval_tokens": 18956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated issues grouped by loose theme (tokenizers, multimodal/video, loading, quantization). I found one likely duplicate pair in the Qwen video-input regression area; the rest are too model- or symptom-specific to merge confidently. No PRs are present.", + "confidence": 0.73, + "canonical_issue_reason": "issue:44479 is the broadest and most central bug report in the only clearly overlapping area here: a v5.3.0 video-input regression affecting multiple Qwen VL/MoE models.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44479 best represents the duplicate-worthy subset because it spans multiple affected models and the shared video-input regression pattern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Different models and failures: SigLIP2 zero-probabilities vs OmDet-Turbo processor/model input-size mismatch." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Unrelated backend/type error versus PIL image-processor dependency regression." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Different problems: Qwen3 MoE weight conversion under accelerate/deepspeed vs GPT-oss OOM." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "DAC forward/from_latents mismatch is unrelated to DiaConfig save/load token-ID loss." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "Docs/example errors for SigLIP2 are not the same bug as MXFP4 loading fallback on git-oss-20b." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Both are audio-related, but one is chat-template sample-rate handling and the other is batch_decode special-token behavior." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Different code paths: packed-weight loading for BitNet vs processor output size mismatch for OmDet-Turbo." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to MXFP4 loading fallback in git-oss-20b." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "ImportError for GenerationMixin is not the same bug as custom model initialization breaking in Jupyter." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and distinct tokenizer code paths." + }, + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "FSDP CPU RAM efficient loading and Strix Halo mmap/OOM are different loading issues." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Both mention video branches, but one is undefined helper names in token counting while the other is a broader video-input regression; not clearly the same concrete bug." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior is unrelated to PIL/torchvision backend requirements." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "GenerationMixin import failure and custom trainer compute_loss signature mismatch are separate API breakages." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Undefined video-token helper names is not the same as batched video processor shape output." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE loading/conversion problem is unrelated to Smollm3 RoPE-layer configuration." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "BLIP2 dtype initialization issue does not match SwitchTransformers/TimmWrapperModel bfloat16 dtype mismatches." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "RTDetrV2 output differences in v5 are unrelated to Qwen3.5 visual-encoder key saving regression." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "Tokenizer/model gguf loading breakage is unrelated to AppleSilicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Missing TensorFlow backend in torch install and Python 3.14 import failure are different packaging/runtime issues." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Auto device-mapping CUDA assert on A800 is not the same as video-input processing errors in Qwen3OmniMoe." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both describe the same Qwen video-input regression in transformers 5.3.0, with 45381 sounding like a more specific symptom of the broader bug in 44479." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "Custom token IDs lost on save/load is unrelated to MXFP4 quantization fallback." + }, + { + "left": "issue:43540", + "right": "issue:44560", + "accept": false, + "reason": "Different affected models and symptoms: Qwen3OmniMoe video ValueError vs Qwen3-VL-embedding StopIteration." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS CLIP bus error and TrainerState token counter not updating are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both involve video, but one is a Qwen3OmniMoe ValueError and the other is a cross-model v5.3.0 regression; not enough to treat as the same bug." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Loading failure for physical-intelligence/fast is unrelated to CLIPTokenizer model_max_length behavior." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Qwen3Moe FP8 loading failure and MobileLLM key error are separate model-loading bugs." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "init_empty_weights/_is_hf_initialized argument error is unrelated to PIL backend torchvision requirements." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "GPU+CPU offload dequantized loading failure is unrelated to CLIPTokenizer max-length behavior." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "An isolated reproduction of another issue does not match the Qwen2.5-VL video position-id regression specifically." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet, and the duplicate judgment is conservative. The only accepted soft-edge pair (44479/45381) is plausibly the same Qwen video-input regression, while the rest are appropriately separated by model, symptom, or code path. No unsupported PR claims were made." + }, + "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": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:34567", + "issue:34689", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:42175", + "issue:42915", + "issue:43452", + "issue:43493", + "issue:43526", + "issue:43577", + "issue:43582", + "issue:43643", + "issue:43646", + "issue:43688", + "issue:43697", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43824", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44484", + "issue:44488", + "issue:44514", + "issue:44561", + "issue:44589", + "issue:44704", + "issue:44792", + "issue:44821", + "issue:44898", + "issue:44964", + "issue:44991", + "issue:45042", + "issue:45081", + "issue:45137", + "issue:45216", + "issue:45290", + "issue:45325", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45538" + ], + "soft_pairs": [ + "issue:45137|issue:45405", + "issue:42915|issue:45538", + "issue:43526|issue:45479", + "issue:42175|issue:44488", + "issue:42175|issue:43824", + "issue:42915|issue:44821", + "issue:44062|issue:44991", + "issue:38175|issue:44898", + "issue:28282|issue:34689", + "issue:43582|issue:43782", + "issue:43646|issue:43749", + "issue:43493|issue:43994", + "issue:43643|issue:45375", + "issue:28282|issue:29127", + "issue:43756|issue:45325", + "issue:43742|issue:44291", + "issue:36010|issue:42175", + "issue:44484|issue:44704", + "issue:34567|issue:36331", + "issue:44291|issue:44821", + "issue:44792|issue:44964", + "issue:43452|issue:44488", + "issue:44062|issue:45081", + "issue:43688|issue:43749", + "issue:44514|issue:45290", + "issue:43452|issue:43577", + "issue:43643|issue:44561", + "issue:44514|issue:45381", + "issue:43742|issue:44589", + "issue:43697|issue:45216", + "issue:45042|issue:45081" + ], + "prepared_review_unit_hash": "00b380b72988e65112ab1a1ad6dcf3ebae820ed33a970f16d839f0d258c7e93a", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37198, + "estimated_input_tokens": 9300, + "estimated_eval_tokens": 18856 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous; the soft pairs mostly share broad Transformers/model-loading vocabulary, not the same underlying bug. No PRs are present, and I don\u2019t see a safe single canonical issue for the whole set.", + "confidence": 0.88, + "canonical_issue_reason": "No single issue is a safe canonical representative; the cluster mixes unrelated bugs across loading, tokenizers, processors, training, and version-regression reports.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue stands out as a global anchor because none clearly subsumes the others or shares the same root cause.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque underflow is unrelated to a PEFT version bump." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and CLIPTokenizer max_length behavior are different bugs." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "BeitImageProcessorFast label reduction and zero-loss sequence classification are separate code paths." + }, + { + "left": "issue:42175", + "right": "issue:44488", + "accept": false, + "reason": "Missing TensorFlow backend in a torch install is not the same as failing to load cjvt/sleng-bert." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Package/backend availability issue differs from missing Qwen2_5_VLForConditionalGeneration import." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "FineGrainedFP8Config failure is unrelated to loading AutoImageProcessor from a URL." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "AddedToken duplicate-special-arg error is a different tokenizer bug from est-roberta loading failure." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "SigLIP2 zero probabilities and Perceiver non-default-resolution failure are distinct model issues." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "PyTorch-not-found import error is unrelated to the Llama 3.2 Vision loading regression." + }, + { + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "Apple Silicon caching_allocator_warmup TypeError is not the same as Qwen3VL weight_only load failure." + }, + { + "left": "issue:43643", + "right": "issue:43749", + "accept": false, + "reason": "AutoConfig trust_remote_code field loss and FSDP CPU RAM efficient loading are unrelated." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX discrepancy and nonsensical pipeline outputs are different problems." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Missing AutoConfig fields and missing deepstack_visual_indexes are both config issues, but not the same bug." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "PyTorch import error and LayoutLMv3 box-information error are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Smollm3 RoPE-layer drop and Qwen2.5-VL temporal position scaling are different model-specific bugs." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM key error and init_empty_weights _is_hf_initialized TypeError are separate loading failures." + }, + { + "left": "issue:36010", + "right": "issue:42175", + "accept": false, + "reason": "GenerationMixin import breakage and TensorFlow backend packaging are unrelated." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "save_pretrained shard-size behavior is unrelated to AutoProcessor cached_file kwargs propagation." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token counting and custom compute_loss signature mismatch are different training bugs." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "init_empty_weights argument handling is unrelated to loading AutoImageProcessor from URL." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Janus test failure and Phi-4 multimodal loading failure are different models and failures." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "gguf_file/pretrained loading bug is not the same as the cjvt/sleng-bert model load issue." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "AddedToken special-arg duplication and Mistral regex backend_tokenizer crash are different tokenizer paths." + }, + { + "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:45290", + "accept": false, + "reason": "Batched apply_chat_template padding bug and assistant tool-call content bug are distinct chat-template failures." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file/pretrained loading and BLIP2 dtype propagation are unrelated." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "AutoConfig field loss and removal of is_torch_fx_available affecting trust_remote_code are different regressions." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template batching crash and Qwen2.5-VL video vision_position_ids bug are not the same issue." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "MobileLLM key error and Float8 storage lookup failure are separate model-loading/storage issues." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output drift in v5 and Qwen3.5 save_pretrained regression are unrelated." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "PIL image processors requiring torchvision and Mistral regex patch crash are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 16, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:35141", + "issue:38175", + "issue:40444", + "issue:41720", + "issue:41762", + "issue:43122", + "issue:43295", + "issue:43329", + "issue:43452", + "issue:43525", + "issue:43531", + "issue:43577", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43819", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44479", + "issue:44554", + "issue:44568", + "issue:44625", + "issue:44743", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45005", + "issue:45325", + "issue:45356", + "issue:45440" + ], + "soft_pairs": [ + "issue:43531|issue:44821", + "issue:44625|issue:44877", + "issue:43819|issue:44811", + "issue:43720|issue:44898", + "issue:43688|issue:45440", + "issue:43653|issue:44568", + "issue:44464|issue:44743", + "issue:43452|issue:44843", + "issue:44466|issue:45005", + "issue:41762|issue:44936", + "issue:43295|issue:45356", + "issue:24643|issue:29127", + "issue:40444|issue:44811", + "issue:41720|issue:43906", + "issue:43525|issue:43643", + "issue:44361|issue:44442", + "issue:38175|issue:43295", + "issue:43577|issue:43697", + "issue:43653|issue:44361", + "issue:44843|issue:44991", + "issue:28282|issue:32090", + "issue:28282|issue:33357", + "issue:28282|issue:35141", + "issue:44479|issue:44936", + "issue:43122|issue:43906", + "issue:44977|issue:45356", + "issue:44464|issue:44977", + "issue:30064|issue:33666", + "issue:43653|issue:43927", + "issue:43329|issue:45325", + "issue:43577|issue:44554" + ], + "prepared_review_unit_hash": "45c285c43b60a2b0b7569517c5ec3d5a8b065fbd0095ed0750578a0c20d8b088", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37383, + "estimated_input_tokens": 9346, + "estimated_eval_tokens": 18948 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the items span unrelated Transformers bugs across tokenizers, configs, multimodal processors, training/DeepSpeed, and version regressions. None of the soft pairs look like the same concrete underlying fix, so I would not collapse any of them as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Different subsystems: Qwen3-MoE sliding-window/recurrent-state behavior vs loading AutoImageProcessor from a URL." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-related, but one is Qwen3.5 num_labels propagation and the other is strict loading of granite_speech config; different bugs and code paths." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "DAC latent decoding mismatch is unrelated to Whisper batch_decode ignoring skip_special_tokens." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading and Perceiver positional interpolation are unrelated model-loading failures." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Both involve model correctness, but they target different MoE/model implementations and different failure modes." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both concern special tokens, but they affect different tokenizers and different symptoms (mask token registration vs BOS/EOS insertion)." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both touch generation, but one is compiled-forward chunked generation and the other is recurrent-state reset in Qwen3.5 modular code." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "AutoTokenizer/AutoModel gguf_file breakage is not the same as an offline-mode regression from an unconditional model_info() call." + }, + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Both mention tied weights, but one is device-dependent serialization of lm_head.weight and the other is a broader translation-model tied-weights issue." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3 Gemma3 loading failure is unrelated to trainer.evaluate() failing after trainer.train()." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they involve different models and different root causes (processor.tokenizer/images vs codec handling and regex warning)." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "DeepSpeed training RuntimeError is unrelated to the LayoutLMv3 boxes error-message clarity issue." + }, + { + "left": "issue:40444", + "right": "issue:44811", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure is unrelated to Whisper decode behavior." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "Qwen3 auto device mapping on A800 is not clearly the same bug as the isolated reproduction of issue #38071." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "One is a missing pad_token_id on Llama4Config; the other is missing fields from AutoConfig with trust_remote_code=True." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer failures: MLukeTokenizer AttributeError vs AutoTokenizer failing to load FastSpeech2ConformerTokenizer." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Siglip2 zero probabilities are unrelated to the processor.tokenizer regression in v4.57.5." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Blip2 dtype loading remains float32, while RTDetrV2 is a v5 output-change regression; different mechanisms." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "BigBird special-token registration and MLukeTokenizer task-time AttributeError are unrelated." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Offline hub-call regression is different from EMBEDDIA/est-roberta tokenizer loading failure." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing PyTorch import error is unrelated to Trainer's _gpu_broadcast_one NoneType error." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "PyTorch not found and MacOS CLIP bus error are unrelated issues." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "Import-time PyTorch absence is unrelated to tied-embedding reinitialization after resizing token embeddings." + }, + { + "left": "issue:44479", + "right": "issue:44936", + "accept": false, + "reason": "Video-input regression in several Qwen VL models is unrelated to trainer.train()/evaluate() lifecycle failure." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "Tokenizer-output differences across versions are not the same as the isolated reproduction of issue #38071." + }, + { + "left": "issue:44977", + "right": "issue:45356", + "accept": false, + "reason": "Qwen3.5 flash-attention generation failure and Kimi-K2.5 tokenizer codec/regex regression are different bugs." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Chunked generation with compiled forward and Qwen3.5 flash-attention failure are different inference paths and root causes." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Void segmentation-map processing is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "BigBird special-token registration is unrelated to DiaConfig losing custom token IDs on save/load." + }, + { + "left": "issue:43329", + "right": "issue:45325", + "accept": false, + "reason": "Both involve multimodal/video internals, but one is an undefined helper in token counting and the other is incorrect rope-position scaling." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "Blip2 dtype propagation and an MPS attention correctness bug are unrelated code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 17, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:32090", + "issue:33666", + "issue:34567", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:43012", + "issue:43257", + "issue:43262", + "issue:43278", + "issue:43299", + "issue:43329", + "issue:43334", + "issue:43452", + "issue:43493", + "issue:43504", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43688", + "issue:43716", + "issue:43720", + "issue:43742", + "issue:43756", + "issue:43825", + "issue:43844", + "issue:43873", + "issue:43927", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44479", + "issue:44610", + "issue:44625", + "issue:44821", + "issue:44849", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45084", + "issue:45200", + "issue:45229", + "issue:45357", + "issue:45405" + ], + "soft_pairs": [ + "issue:43531|issue:43742", + "issue:44479|issue:44625", + "issue:43550|issue:44361", + "issue:41720|issue:44464", + "issue:43504|issue:43720", + "issue:43012|issue:43577", + "issue:43504|issue:43550", + "issue:32090|issue:33666", + "issue:32090|issue:34567", + "issue:43262|issue:45084", + "issue:43504|issue:44610", + "issue:43278|issue:43688", + "issue:44849|issue:45357", + "issue:43452|issue:44451", + "issue:45200|issue:45229", + "issue:43334|issue:43572", + "issue:43756|issue:44913", + "issue:43493|issue:43825", + "issue:43540|issue:43716", + "issue:33666|issue:36010", + "issue:43742|issue:44821", + "issue:43720|issue:43927", + "issue:43606|issue:43927", + "issue:43525|issue:43572", + "issue:43688|issue:43873", + "issue:43278|issue:43844", + "issue:43720|issue:44361", + "issue:43540|issue:44977", + "issue:43257|issue:43299", + "issue:44964|issue:45405", + "issue:39692|issue:43493", + "issue:43329|issue:43606" + ], + "prepared_review_unit_hash": "2cc32ad50f9c4e3a78770b7769f5e41343bdc12e6c584720d1c9088bdce15d15", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37251, + "estimated_input_tokens": 9313, + "estimated_eval_tokens": 18882 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is mostly a set of distinct Transformers bugs with only loose topical overlap (often model-family or multimodal-loading related). None of the soft-edge pairs look like true duplicates or mergeable PR-equivalents.", + "confidence": 0.92, + "canonical_issue_reason": "Issue 43329 is the clearest, most concrete bug report in the set: it names the exact failing utility, the undefined symbols, and the affected video code path across multiple VLM processors.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43329 is the strongest standalone canonical candidate because it has a specific root cause and broad impact, making it easier to represent the cluster than the more model-specific or symptom-only reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Both are model-loading/training failures, but one is a Qwen3-MoE sliding-window issue and the other is a MobileLLM key error; different code paths and symptoms." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "One is a video-input regression across several VLMs; the other is missing num_labels propagation in Qwen3.5. Different bug classes." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Bamba torch.compile+SDPA failure is unrelated to MLukeTokenizer task attribute errors; no shared root cause." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "Auto device mapping CUDA assert for Qwen3 is unrelated to chunked generation inconsistencies under compiled forward." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Legacy-field model loading failure for BEiT is unrelated to BitNet packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "A compile-time bf16 precision warning is not the same issue as BLIP-2 dtype staying float32 after loading." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Different models and failure modes: BEiT legacy config field vs Bamba compile/SDPA behavior." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Trainer GPU broadcast NoneType error is not the same as Qwen2-VL multi-GPU training support/problem." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer broadcast NoneType error and num_input_tokens_seen not updating are distinct Trainer bugs." + }, + { + "left": "issue:43262", + "right": "issue:45084", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and template-node compilation errors are unrelated." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "BEiT pretrained preset loading and OmDet-Turbo processor/model input-size mismatch are different issues." + }, + { + "left": "issue:43278", + "right": "issue:43688", + "accept": false, + "reason": "Embedding dtype drift in train/eval is unrelated to auxiliary-loss normalization in MoE models." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Qwen3.5 output_hidden_states bug and incorrect visual encoder save_pretrained keys are different regressions." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "gguf_file loader breakage and inability to load a specific model are too broad and do not share a concrete root cause." + }, + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Gemma 4 mm_token_type_ids fine-tuning issue is unrelated to Gemma4 multi-GPU OOM." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both involve missing config/token fields, but one is Qwen3-VL pad_token_id and the other is StableLm pad_token_idx; different models and different missing attributes." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Smollm3 RoPE-layer count bug and GPTNeoX rotary_pct reload bug are different configuration problems." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX discrepancy is not the same as a pipeline translation-task support/error-message regression." + }, + { + "left": "issue:43540", + "right": "issue:43716", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError and Mistral-3 image-preprocessor dtype mismatch are different multimodal issues." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "Qwen2-VL multi-GPU training and GenerationMixin import failure are unrelated." + }, + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "A model loading KeyError for MobileLLM is unrelated to AutoImageProcessor URL loading." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading and lost custom token IDs on save/load are different defects." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is unrelated to DiaConfig token-ID persistence." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Llama4Config missing pad_token_id and StableLmConfig missing pad_token_idx are similar in shape but different models, fields, and fixes." + }, + { + "left": "issue:43688", + "right": "issue:43873", + "accept": false, + "reason": "Auxiliary-loss normalization and quantization offloading behavior are different concerns." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "BF16-to-FP32 dtype drift in evaluate is unrelated to gradient explosion with HfDeepSpeedConfig + ZeRO-3." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "BitNet packed-weight loading and MLukeTokenizer task AttributeError are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Video-input processing failure in Qwen3OmniMoe and flash-attention generation issues in Qwen3.5 are distinct bugs." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Qwen3 MOE weight conversion with accelerate+deepspeed is different from Qwen3VL MoE loading breakage on dev transformers." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "A multimodal model-loading failure and a dependency version bump are not duplicates." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 documentation example errors and SigLIP2 HF-vs-JAX implementation discrepancy are different problem statements." + }, + { + "left": "issue:43329", + "right": "issue:43606", + "accept": false, + "reason": "Undefined video-token helper symbols in multimodal token counting is unrelated to a CPU-offload device mismatch in bark-small." + } + ] + }, + "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": 18, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:15354", + "issue:33357", + "issue:33666", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43493", + "issue:43504", + "issue:43540", + "issue:43572", + "issue:43575", + "issue:43582", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43701", + "issue:43746", + "issue:43756", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44060", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44423", + "issue:44466", + "issue:44488", + "issue:44493", + "issue:44521", + "issue:44554", + "issue:44589", + "issue:44734", + "issue:44792", + "issue:44843", + "issue:44977", + "issue:45084", + "issue:45200", + "issue:45290", + "issue:45405", + "issue:45446", + "issue:45520" + ], + "soft_pairs": [ + "issue:33666|issue:36331", + "issue:43493|issue:43844", + "issue:44589|issue:45520", + "issue:44488|issue:44843", + "issue:43756|issue:44060", + "issue:43646|issue:44466", + "issue:43688|issue:43746", + "issue:44521|issue:45290", + "issue:44423|issue:44734", + "issue:33357|issue:33666", + "issue:43824|issue:44589", + "issue:39692|issue:43295", + "issue:43504|issue:43606", + "issue:43994|issue:44493", + "issue:43504|issue:43653", + "issue:43927|issue:44361", + "issue:43575|issue:45405", + "issue:43572|issue:44291", + "issue:43278|issue:43701", + "issue:44792|issue:45405", + "issue:43257|issue:45405", + "issue:43606|issue:44112", + "issue:15354|issue:38175", + "issue:44554|issue:45446", + "issue:43582|issue:44977", + "issue:45084|issue:45520", + "issue:43540|issue:45200" + ], + "prepared_review_unit_hash": "b332f3d48f39d653d098c8cd6f8aadeed19f740f8ecb06c607a5a53551ebb105", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 27, + "serialized_chars": 35422, + "estimated_input_tokens": 8856, + "estimated_eval_tokens": 17968 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "All soft pairs appear to be distinct bugs or regressions despite some shared subsystems, so none should be deduplicated. The strongest single issue to keep is the open offline-regression in `AutoTokenizer.from_pretrained` because it is concrete, user-facing, and has a clear code-path target.", + "confidence": 0.82, + "canonical_issue_reason": "`issue:44843` is the most canonical issue here: it is open, specific, reproducible, and points to a concrete regression in a core loading path (`AutoTokenizer.from_pretrained` / offline mode).", + "canonical_pr_reason": null, + "best_issue_reason": "`issue:44843` is also the best issue candidate overall because it is actionable and broad-impact, while the rest are either narrower, already closed, or clearly unrelated to one another.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Different problems: multi-GPU training for Qwen2-VL vs a `compute_loss` signature mismatch in CustomTrainer." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is unrelated to the ZeRO-3 gradient blow-up report." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "One is a missing Float8 storage type error; the other is a `flash_attn` import key error on Python 3.13." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "Both are loading-related, but one is a specific model failing to load while the other is an offline-mode regression in tokenizer patching." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE-layer dropping and Qwen3-Next tied-weights warnings are different model/config bugs." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Custom model initialization breakage is not the same as device-dependent `lm_head.weight` serialization inconsistency." + }, + { + "left": "issue:43688", + "right": "issue:43746", + "accept": false, + "reason": "Aux-loss normalization and GraniteSpeech PEFT checkpoint loading are unrelated code paths." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve `apply_chat_template`, but one is zero assistant masks for multimodal input and the other is a crash with tool-call messages and no content." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are server crashes, but they fail in different paths: continuous batching multimodal handling vs KV-cache continuation indexing." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "A MacOS CLIP bus error is unrelated to Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Missing Qwen2.5-VL import and missing Float8 storage are unrelated failures." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "SigLIP2 documentation mistakes/quantization failure are not the same regression as the processor.tokenizer/images-to-tokenizer issue." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Legacy-field model loading failure is unrelated to a CPU offload device mismatch." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 nonsense outputs and unexpected position-id keys describe different bugs." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "Loading a BEiT segmentation preset due to a legacy field is unrelated to BigBirdTokenizer special-token registration." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "DiaConfig save/load token-ID loss and MLukeTokenizer AttributeError are different tokenizer/config issues." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Tensor-parallel OOM when loading Qwen2-57B is unrelated to the PEFT version pin problem." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Missing `pad_token_idx` in StableLmConfig and unexpected `_is_hf_initialized` during `init_empty_weights` are different compatibility bugs." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "Embedding dtype drift and checkpoint key mismatch are separate training/evaluation issues." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "A failing Janus image-generation test is not the same as a dependency version bump problem." + }, + { + "left": "issue:43257", + "right": "issue:45405", + "accept": false, + "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed is unrelated to the unreleased PEFT version requirement." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "CPU offload device mismatch in suno/bark-small is not the same as a stale GraniteSpeech CI test." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript generator-expression support and SigLIP2 zero-probability outputs are unrelated." + }, + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "An MPS attention correctness bug is distinct from a PyTorch version check used for AuxRequest import." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon allocator TypeError and Qwen3.5 flash-attention generation failure are different issues." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template-node compilation failure and `flash_attn` import key errors are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Qwen3OmniMoe video-processing ValueError is unrelated to Gemma 4 mm token type IDs defaulting 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": 19, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:37428", + "issue:38175", + "issue:39401", + "issue:40990", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43388", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43572", + "issue:43575", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43856", + "issue:43873", + "issue:43957", + "issue:43975", + "issue:43994", + "issue:44315", + "issue:44360", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44514", + "issue:44521", + "issue:44554", + "issue:44561", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44625", + "issue:44849", + "issue:44898", + "issue:44936", + "issue:44964", + "issue:44987", + "issue:45072", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45356", + "issue:45412" + ], + "soft_pairs": [ + "issue:43232|issue:44849", + "issue:45072|issue:45198", + "issue:43844|issue:44964", + "issue:39401|issue:44568", + "issue:44315|issue:44849", + "issue:37428|issue:43957", + "issue:44554|issue:45356", + "issue:43295|issue:44610", + "issue:43334|issue:43525", + "issue:43493|issue:43701", + "issue:45200|issue:45325", + "issue:44898|issue:45412", + "issue:43873|issue:44464", + "issue:44466|issue:45127", + "issue:40990|issue:44625", + "issue:43388|issue:43526", + "issue:44514|issue:44521", + "issue:43844|issue:44936", + "issue:43575|issue:44464", + "issue:37428|issue:43824", + "issue:43295|issue:43450", + "issue:43572|issue:44987", + "issue:44442|issue:45198", + "issue:43824|issue:43975", + "issue:43572|issue:44589", + "issue:43295|issue:43873", + "issue:38175|issue:45412", + "issue:43278|issue:43856", + "issue:43295|issue:43994", + "issue:44360|issue:44561" + ], + "prepared_review_unit_hash": "f3dd6d94c4f14dc576e971102d0047f066b31c42408d51fc3d0680028a68586b", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36893, + "estimated_input_tokens": 9224, + "estimated_eval_tokens": 18704 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "None of the soft pairs look like true duplicates or the same code change; most only share a broad subsystem. The strongest standalone issue here is the open multimodal chat-template bug (#44521), which is concrete and actionable.", + "confidence": 0.81, + "canonical_issue_reason": "#44521 is open, has a clear reproduction focus, and describes a concrete failure in a widely used multimodal API (`apply_chat_template`).", + "canonical_pr_reason": null, + "best_issue_reason": "#44521 is the most suitable anchor issue: specific, user-facing, currently open, and likely to attract related reports in the same area.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Different bugs: generation kwargs update after `sync_gpus` vs Qwen3.5 hidden-states behavior." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "Unrelated failures: bfloat16 dtype mismatch in inference vs save/tokenization failure for a wav2vec2 model." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "Different code paths: ZeRO-3 gradient blow-up vs model loading failure in latest transformers." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer issues, but one is wrong `offset_mapping` and the other is missing BOS/EOS insertion; not the same bug." + }, + { + "left": "issue:44315", + "right": "issue:44849", + "accept": false, + "reason": "Liger Kernel application in `model_init` is unrelated to Qwen3.5 `output_hidden_states` behavior." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "ImportError for a flash-attention helper and meta-device model loading breakage are different problems." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness issue and tokenizer codec regression are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Different regressions: processor/tokenizer access breakage vs OmDet-Turbo processor output size mismatch." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "Same symptom (`pad_token_id` missing), but different model/config classes and likely separate fixes." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 HF/JAX discrepancy is unrelated to resume-from-checkpoint key mismatch." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Gemma 4 `mm_token_type_ids` handling and Qwen2.5-VL rope scaling are different bugs." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver resolution handling and RT-DETR memory release are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:44464", + "accept": false, + "reason": "Quantization/offloading behavior and compiled-forward chunked generation are different issues." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Serialization inconsistency for tied weights and LoRA-merge model collapse are not the same bug." + }, + { + "left": "issue:40990", + "right": "issue:44625", + "accept": false, + "reason": "High perplexity on gpt-oss and Qwen3.5 `num_labels` propagation are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:43526", + "accept": false, + "reason": "Different trainer/processor label bugs; one drops tuple elements, the other reduces labels too aggressively." + }, + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Both involve `apply_chat_template`, but one is a batched padding crash and the other is all-zero assistant masks." + }, + { + "left": "issue:43844", + "right": "issue:44936", + "accept": false, + "reason": "ZeRO-3 gradient instability and `trainer.evaluate()` failing after training are unrelated." + }, + { + "left": "issue:43575", + "right": "issue:44464", + "accept": false, + "reason": "Tensor-parallel OOM on model load is unrelated to compiled-forward chunked generation inconsistencies." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Different ImportErrors affecting different model families and code paths." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to batched video processor shape handling." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Missing `pad_token_idx` and a transformers version loading failure are different issues." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Tokenizer load failure and save/tokenization failure are separate bugs in different models." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Import failure for a class vs incorrect detokenization are not the same underlying problem." + }, + { + "left": "issue:43572", + "right": "issue:44589", + "accept": false, + "reason": "Missing config field and Float8 storage lookup error are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor regression and quantization offloading behavior do not describe the same bug." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 zero-probability issue is unrelated to RT-DETR memory reclamation." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Embedding dtype mismatch during evaluation and Qwen3 MoE memory inefficiency are different problems." + }, + { + "left": "issue:43295", + "right": "issue:43994", + "accept": false, + "reason": "Processor/tokenizer regression and SigLIP2 nonsensical outputs are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA ReLU discussion and removal of `is_torch_fx_available` affecting remote code 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": 20, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:29942", + "issue:32090", + "issue:37428", + "issue:38175", + "issue:39692", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43335", + "issue:43404", + "issue:43425", + "issue:43450", + "issue:43493", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43824", + "issue:43825", + "issue:43827", + "issue:43901", + "issue:43931", + "issue:44112", + "issue:44351", + "issue:44448", + "issue:44462", + "issue:44493", + "issue:44561", + "issue:44568", + "issue:44610", + "issue:44743", + "issue:44779", + "issue:44849", + "issue:44855", + "issue:44857", + "issue:44991", + "issue:45003", + "issue:45083", + "issue:45127", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45310", + "issue:45381", + "issue:45478" + ], + "soft_pairs": [ + "issue:44849|issue:45003", + "issue:38175|issue:43493", + "issue:43827|issue:43901", + "issue:43653|issue:44112", + "issue:42915|issue:43824", + "issue:43450|issue:43493", + "issue:44568|issue:44991", + "issue:45127|issue:45245", + "issue:45290|issue:45381", + "issue:43819|issue:45083", + "issue:43450|issue:43575", + "issue:44462|issue:44561", + "issue:44561|issue:44779", + "issue:44610|issue:44857", + "issue:43819|issue:44112", + "issue:43262|issue:43450", + "issue:44448|issue:44743", + "issue:43606|issue:45083", + "issue:43278|issue:43825", + "issue:29942|issue:32090", + "issue:45310|issue:45478", + "issue:43611|issue:43931", + "issue:37428|issue:43425", + "issue:43335|issue:43550", + "issue:43819|issue:44493", + "issue:39692|issue:43526", + "issue:43450|issue:43526", + "issue:44855|issue:45083", + "issue:37428|issue:44351", + "issue:45200|issue:45381", + "issue:39692|issue:44493", + "issue:43404|issue:45200", + "issue:43335|issue:43653" + ], + "prepared_review_unit_hash": "22cc6a136bde560f840e2604829e7954f2b7123f90bbb7127afe62cecebacf24", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37646, + "estimated_input_tokens": 9412, + "estimated_eval_tokens": 19080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a heterogeneous mix of unrelated Transformers bug reports; there is one clear exact duplicate pair about the Qwen3.5 MoE from_pretrained error. Most soft matches are only superficial subsystem similarity and should stay separate.", + "confidence": 0.91, + "canonical_issue_reason": "issue:45310 is the cleaner canonical issue because issue:45478 is an exact duplicate with the same title and same Qwen3.5 MoE from_pretrained failure.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best representative issue in the only true duplicate pair; it is specific, well-scoped, and has a matching later duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44849", + "right": "issue:45003", + "accept": false, + "reason": "Different bugs: Qwen3.5 hidden-states behavior vs unsafe sys.modules access." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "Same model family, but different symptoms and likely different root causes; not enough to merge." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both mention pipeline docs, but one is about v5 removals and the other about return_all_scores behavior." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Unrelated CI failures: BigBirdTokenizer decode issue vs GraniteSpeech device override test." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Different models and different failure modes: FP8 config error vs import error." + }, + { + "left": "issue:43450", + "right": "issue:43493", + "accept": false, + "reason": "Video processor shape bug vs SigLIP2 implementation discrepancy; not the same bug." + }, + { + "left": "issue:44568", + "right": "issue:44991", + "accept": false, + "reason": "Tokenizer special-token behavior issue vs tokenizer loading failure for a specific repo." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge collapse and category-count runtime limit are unrelated." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Chat-template tool-call crash vs Qwen2.5-VL video position-id bug." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different helper paths and different failures; no concrete overlap." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor shape bug vs tensor-parallel OOM are unrelated." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "Tokenizer.json loading bug vs removal of is_torch_fx_available; different code paths." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regressions, but they concern different tokenization/model-loading behaviors." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Processor input-size mismatch vs LwDetr AMP crash; different subsystems." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent mismatch vs stale CI device override test are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate bug vs video batched-shape bug." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus v4/v5 output change vs Qwen3.5 recurrent-state reset are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch vs qwen3_omni_moe feature-length helper behavior." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Dtype change in evaluation vs pipeline error-message wording." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures and Trainer _gpu_broadcast_one NoneType error are unrelated." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Exact duplicate: same title, same Qwen3.5 MoE from_pretrained error, same underlying bug." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "Base model prefix loading regression vs Qwen3-VL weight-shape mismatch." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "Different import/version problems: flash attention utility import vs Torch 2.10 compatibility." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug vs Bamba torch.compile/SDPA failure." + }, + { + "left": "issue:43819", + "right": "issue:44493", + "accept": false, + "reason": "Different bugs: DAC latent conversion vs position-id anomalies across models." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 docs example errors vs BeitImageProcessorFast label reduction bug." + }, + { + "left": "issue:43450", + "right": "issue:43526", + "accept": false, + "reason": "Video processor batch-shape issue vs label-reduction bug; no shared code-path." + }, + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Python 3.13 IndentationError in DebertaV2Model vs qwen3_omni_moe helper behavior." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Different missing symbols causing different import errors." + }, + { + "left": "issue:45200", + "right": "issue:45381", + "accept": false, + "reason": "Gemma 4 text-only fine-tuning token IDs vs Qwen2.5-VL video vision_position_ids." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "SigLIP2 docs/quantization issues vs position-id regressions; not the same bug." + }, + { + "left": "issue:43404", + "right": "issue:45200", + "accept": false, + "reason": "Mistral3 weight-tying issue vs Gemma 4 mm_token_type_ids defaulting issue." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "SwitchTransformers sparse-layer config bug vs BigBirdTokenizer special-token registration." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The duplicate-pair call is well grounded: issue:45310 and issue:45478 have the same title and clearly describe the same Qwen3.5 MoE from_pretrained failure. The rest of the pair verdicts stay conservative and do not overclaim duplicate status from superficial similarity alone." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 21, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:37428", + "issue:38175", + "issue:40444", + "issue:41720", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43329", + "issue:43335", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43723", + "issue:43873", + "issue:43976", + "issue:43994", + "issue:44112", + "issue:44292", + "issue:44448", + "issue:44451", + "issue:44462", + "issue:44466", + "issue:44493", + "issue:44554", + "issue:44568", + "issue:44779", + "issue:44857", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45083", + "issue:45229", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45491", + "issue:45520" + ], + "soft_pairs": [ + "issue:29127|issue:32090", + "issue:44977|issue:45229", + "issue:44448|issue:44779", + "issue:38175|issue:44493", + "issue:44292|issue:45520", + "issue:43335|issue:43504", + "issue:43550|issue:44112", + "issue:43335|issue:45083", + "issue:43335|issue:45072", + "issue:44568|issue:45491", + "issue:43720|issue:44112", + "issue:44448|issue:44977", + "issue:40444|issue:43526", + "issue:43723|issue:44554", + "issue:43335|issue:44112", + "issue:34689|issue:35141", + "issue:44857|issue:45072", + "issue:43606|issue:44857", + "issue:45372|issue:45406", + "issue:43873|issue:44493", + "issue:43066|issue:44462", + "issue:43873|issue:45229", + "issue:43278|issue:43329", + "issue:43701|issue:45083", + "issue:29942|issue:35141", + "issue:43550|issue:45083", + "issue:41720|issue:45229", + "issue:32090|issue:33357", + "issue:43976|issue:45440", + "issue:37428|issue:44987", + "issue:44451|issue:45520", + "issue:45372|issue:45459", + "issue:44448|issue:44466", + "issue:43065|issue:45412", + "issue:43065|issue:43994" + ], + "prepared_review_unit_hash": "74ce5f7cfbb12487c06b0137928f505c6b7c41ac7e61423a2b1d6fef7262b6ed", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38315, + "estimated_input_tokens": 9579, + "estimated_eval_tokens": 19414 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft pair looks like the same underlying bug/change; the set is a collection of unrelated Transformers issues across tokenizers, vision models, attention backends, loading, and CI. The clearest canonical issue is the tied-weights serialization regression.", + "confidence": 0.9, + "canonical_issue_reason": "issue:44466 is the most concrete, well-scoped regression report here: it has a clear v4 vs v5 behavior split, an explicit symptom (`lm_head.weight` serialization), and a narrow code path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44466 is the strongest representative issue for triage: specific, reproducible, version-bounded, and directly tied to a likely single fix.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "Different failures and code paths: LayoutLMv3 box-content error messaging vs Trainer `_gpu_broadcast_one` NoneType broadcast." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Both mention model inference problems, but one is a flash-attention generation bug and the other is a multi-GPU OOM on Gemma4." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Different models and symptoms: Pegasus output mismatch vs DeepSeek tokenizer regression." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "SIGLIP2 zero-probability issue is unrelated to the position-id unexpected key regression." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Both touch runtime/attention setup, but one is an NVFP4 model error and the other is a Python 3.13 flash_attn import KeyError." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction bug is unrelated to BEiT legacy-field loading failure." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "Different subsystems: Bamba torch.compile+SDPA failure vs GraniteSpeech CI device-override test flake." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "SwitchTransformers config bug and qwen3_omni_moe helper-length issue are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "Different problems: sparse-layer config creation vs dtype mismatches in bfloat16 inference." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-token handling is unrelated to Gemma3 NaN embeddings under mixed-length sliding-window attention." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Packed-weight loading bug is unrelated to the GraniteSpeech CI test issue." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Pegasus v4/v5 output drift is not the same bug as Qwen3.5 flash-attention generation failure." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "Different modalities and APIs: Qwen2.5-VL iterable dataset handling vs BEiT label reduction in the fast image processor." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "Tokenizer loading in v5 is unrelated to the MPS attention value/query head-dim correctness issue." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "SwitchTransformers config regression and GraniteSpeech CI device override are distinct." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Llama 3.2 Vision loading breakage is unrelated to the post-init output-embedding reinitialization bug." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "AMP/CUDA crash in LwDetrImageLoss is different from bfloat16 dtype mismatches in inference." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU offload device mismatch and float16 AMP crash are different runtime bugs." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Gemma4 processor import dependency issue is not the same as transformers serve missing `_tokenizer` attribute." + }, + { + "left": "issue:43873", + "right": "issue:44493", + "accept": false, + "reason": "Quantized offloading behavior is unrelated to the unexpected position-id key issue." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Wrong tokenizer decoder type and ignoring `tokenizer.json` are both tokenizer-related but distinct failure modes and fixes." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Quantization/offloading mismatch is not the same bug as Gemma4 multi-GPU OOM." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Embedding dtype drift during eval is unrelated to multimodal token counting in the video branch." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch and qwen3_omni_moe feature-length helper behavior are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures are not the same issue as embedding reinitialization after resizing." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "Bamba SDPA/compile failure is unrelated to qwen3_omni_moe length helper behavior." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "CUDA assert on Qwen3 device mapping is a different bug from Gemma4 multi-GPU OOM." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer `_gpu_broadcast_one` NoneType error and MacOS bus error on community CLIP are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python-version compatibility issue is unrelated to DeepseekV3MoE divergence from remote implementation." + }, + { + "left": "issue:37428", + "right": "issue:44987", + "accept": false, + "reason": "Flash-attention import name breakage is different from loading `physical-intelligence/fast` on transformers>=5.1.0." + }, + { + "left": "issue:44451", + "right": "issue:45520", + "accept": false, + "reason": "ScandiBERT loading failure is unrelated to the Python 3.13 `flash_attn` KeyError." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Gemma4 processor dependency import failure is unrelated to tokenizer error masking when protobuf is absent." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Pegasus output differences and `lm_head.weight` serialization inconsistency are separate regressions." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and RT-DETR memory not released are unrelated issues." + }, + { + "left": "issue:43065", + "right": "issue:43994", + "accept": false, + "reason": "Sam3PixelDecoder placeholder layer and SIGLIP2 nonsensical outputs are different bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 22, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:36010", + "issue:39692", + "issue:42915", + "issue:42994", + "issue:43257", + "issue:43262", + "issue:43278", + "issue:43334", + "issue:43381", + "issue:43421", + "issue:43504", + "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" + ], + "soft_pairs": [ + "issue:25251|issue:32090", + "issue:44186|issue:45198", + "issue:43278|issue:43381", + "issue:43653|issue:44743", + "issue:44265|issue:45198", + "issue:44361|issue:45198", + "issue:43257|issue:43278", + "issue:43994|issue:45412", + "issue:43421|issue:45491", + "issue:44871|issue:44977", + "issue:42915|issue:42994", + "issue:44206|issue:44479", + "issue:43756|issue:45440", + "issue:43504|issue:44857", + "issue:44610|issue:45412", + "issue:29942|issue:30064", + "issue:33357|issue:39692", + "issue:45103|issue:45372", + "issue:32090|issue:33290", + "issue:29127|issue:34567", + "issue:45072|issue:45229", + "issue:43824|issue:44279", + "issue:43381|issue:43701", + "issue:43653|issue:44442", + "issue:43526|issue:44186", + "issue:44464|issue:45491", + "issue:43334|issue:43531", + "issue:43262|issue:44206", + "issue:44977|issue:45245", + "issue:29942|issue:36010", + "issue:29127|issue:33357" + ], + "prepared_review_unit_hash": "6a15b86951584d181a323ab5003e3c8577ef593ee58b7f3645eb336a5808c708", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37017, + "estimated_input_tokens": 9255, + "estimated_eval_tokens": 18766 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the soft-similar pairs share broad themes (tokenizers, eval-mode bugs, model loading, CI regressions) but not the same concrete failure or code path. I would not merge any of the proposed soft edges.", + "confidence": 0.19, + "canonical_issue_reason": "There is no strong canonical issue here; the items span unrelated bugs across pipelines, tokenizers, vision processors, trainer/runtime, and model-loading paths.", + "canonical_pr_reason": "No PRs are present in the cluster.", + "best_issue_reason": "issue:45198 is the cleanest standalone bug report in the set, with a concrete model-specific failure and actionable scope, but it does not serve as a duplicate hub for the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k output-shape change and Trainer _gpu_broadcast_one NoneType crash are unrelated subsystems and failure modes." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "Both are tokenizer-related, but LayoutLMv2 NER/padding crashes and Wav2Vec2 save_pretrained/tokenization failures are different bugs." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Eval-mode dtype drift and gradient-checkpointing-in-eval are distinct issues with different triggers and code paths." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "BigBird special-token decode behavior and Qwen3-MoE recurrent-state reset are unrelated tokenizer vs model-cache problems." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export with torch_compilable_check and Wav2Vec2 save/tokenization failures are different features and failure points." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer task AttributeError and Wav2Vec2 save_pretrained/tokenization failure are separate tokenizer bugs." + }, + { + "left": "issue:43257", + "right": "issue:43278", + "accept": false, + "reason": "Qwen3 MoE weight conversion/loading and embedding dtype mismatch during eval are unrelated training/inference issues." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 nonsensical outputs and RT-DETR memory not being released describe different model families and bug classes." + }, + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Runtime special-token/post-processor update behavior is not the same as Gemma3 NaN embeddings from sliding-window attention." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "Gemma eos_token_id config mismatch and Qwen3.5 flash-attention generation issues are different model/config problems." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FineGrainedFP8Config failure in Qwen3Moe and quantized model saving failure are both quantization-adjacent but not the same bug." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported center arg in LasrFeatureExtractor and Qwen2.5/Qwen3 video-input regression are distinct regressions." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Smollm3 RoPE-layer mismatch and DeepseekV3MoE divergence concern different architectures and implementation gaps." + }, + { + "left": "issue:43504", + "right": "issue:44857", + "accept": false, + "reason": "Beit pretrained loading legacy-field issue and LwDetrImageLoss AMP/CUDA crash are unrelated vision bugs." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "OmDet-Turbo processor output-size mismatch and RT-DETR memory leak are not the same code-path problem." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test failures and void segmentation-map processing failures are separate CI vs preprocessing issues." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error for a CLIP model and SigLIP2 docs errors/quantization failure are different model and documentation issues." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotations crash and Gemma4 processor import failure are unrelated tooling vs dependency problems." + }, + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Trainer NoneType broadcast error and DeepSpeed Adafactor OOM are different runtime failures." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 error-message clarity and TrainerState num_input_tokens_seen not updating are different trainer/model concerns." + }, + { + "left": "issue:45072", + "right": "issue:45229", + "accept": false, + "reason": "dtype mismatch in bfloat16 inference and Gemma4 31B multi-GPU OOM are not duplicates." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "Qwen2.5-VL import failure and generic transformers dependency issue are too broad and not the same underlying bug." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing blocked in eval mode and resume_from_checkpoint key mismatch are unrelated checkpoint/eval behaviors." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and AutoTokenizer failing to load FastSpeech2ConformerTokenizer are different tokenizer bugs." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug and LayoutLMv2Tokenizer NER/padding crash affect different components and inputs." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Chunked generation with compiled forward and Gemma3 NaN embeddings from sliding-window attention are distinct generation vs attention bugs." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL pad_token_id attribute error and Qwen3-MoE sliding_window issue are different model/config regressions." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sample-rate defaulting and unsupported center arg in a feature extractor are unrelated audio preprocessing issues." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug and category-count overflow are clearly different failure classes." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention 2 test failures and GenerationMixin import breakage are unrelated CI/test vs import API issues." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 error messaging and CLIP MacOS bus error do not share a concrete code path." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 23, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:29127", + "issue:29942", + "issue:33290", + "issue:33666", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:39692", + "issue:42915", + "issue:43232", + "issue:43316", + "issue:43381", + "issue:43388", + "issue:43493", + "issue:43525", + "issue:43526", + "issue:43575", + "issue:43611", + "issue:43646", + "issue:43673", + "issue:43701", + "issue:43720", + "issue:43723", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:43994", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44206", + "issue:44387", + "issue:44442", + "issue:44479", + "issue:44610", + "issue:44743", + "issue:44811", + "issue:44857", + "issue:44898", + "issue:44964", + "issue:45003", + "issue:45072", + "issue:45216", + "issue:45290", + "issue:45440", + "issue:45479", + "issue:45491" + ], + "soft_pairs": [ + "issue:29127|issue:35141", + "issue:43761|issue:44079", + "issue:44442|issue:45072", + "issue:42915|issue:43931", + "issue:43232|issue:43388", + "issue:43526|issue:44857", + "issue:43526|issue:44610", + "issue:44479|issue:45290", + "issue:44743|issue:44811", + "issue:43723|issue:45479", + "issue:45003|issue:45440", + "issue:43575|issue:43701", + "issue:43931|issue:45216", + "issue:43646|issue:44077", + "issue:43761|issue:44188", + "issue:43994|issue:44206", + "issue:43575|issue:44387", + "issue:44964|issue:45440", + "issue:29942|issue:33666", + "issue:43316|issue:43525", + "issue:39692|issue:45491", + "issue:44442|issue:44898", + "issue:33290|issue:34567", + "issue:43673|issue:44743", + "issue:34689|issue:43611", + "issue:43381|issue:43873", + "issue:43493|issue:43827", + "issue:33290|issue:35141", + "issue:44077|issue:44479", + "issue:33290|issue:34689", + "issue:43720|issue:44442" + ], + "prepared_review_unit_hash": "288d650d08c6fd12b3cd01fe7f3dd6a7631c4a034908489f19c5b93b3bd51fb6", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37034, + "estimated_input_tokens": 9259, + "estimated_eval_tokens": 18774 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The items are a heterogeneous mix of unrelated Transformers bugs/regressions across loading, generation, quantization, processors, and docs. None of the proposed soft pairs look like the same underlying defect, so I would not merge any of them as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "No single canonical issue stands out; the cluster is too heterogeneous for one issue to represent the others well.", + "canonical_pr_reason": null, + "best_issue_reason": "No strong global best issue: the set spans unrelated bug classes, so any single issue would be a poor umbrella representative.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Different problems: error-message clarity for LayoutLMv3 boxes vs token-embedding reinit in post_init." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "One is CLIPVisionModel not returning hidden_states; the other is ModelOutput key assignment when a prior key was None." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer loading failure vs dtype mismatch in bfloat16 inference; unrelated code paths." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "FineGrainedFP8Config failure on Qwen3Moe vs shape-mismatch loading for Qwen3-VL-30B." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs/sync_gpus issue vs gather_for_metrics dropping tuple labels in the last batch." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug vs LwDetrImageLoss AMP/CUDA crash." + }, + { + "left": "issue:43526", + "right": "issue:44610", + "accept": false, + "reason": "Label reduction returning one label vs OmDet-Turbo processor/model resolution mismatch." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Video-input regression in Qwen VL variants vs chat-template crash on tool-call assistant messages." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Cache/recurrent-state reset bug vs Whisper processor batch_decode skip_special_tokens handling." + }, + { + "left": "issue:43723", + "right": "issue:45479", + "accept": false, + "reason": "AutoTokenizer loading regression in v5 vs zero-loss classification bug for num_labels=1." + }, + { + "left": "issue:45003", + "right": "issue:45440", + "accept": false, + "reason": "Unsafe sys.modules access in modeling_utils vs DeepseekV3MoE implementation divergence." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "TP loading OOM for a large Qwen model vs resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Model weight-shape mismatch loading Qwen3-VL vs incorrect saved checkpoint in Qwen3.5 save_pretrained." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Custom model initialization breakage vs patchtsmixer post_init API constraint." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Hidden-states omission in CLIPVisionModel vs attention-kernel divergence caused by torch.compile branching." + }, + { + "left": "issue:43994", + "right": "issue:44206", + "accept": false, + "reason": "SigLIP2 nonsensical outputs vs unsupported center arg crash in LasrFeatureExtractor." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Model-specific TP OOM vs broader int4 quantization reserved-memory regression." + }, + { + "left": "issue:44964", + "right": "issue:45440", + "accept": false, + "reason": "Phi-4 multimodal loading failure vs DeepSeek remote/native implementation divergence." + }, + { + "left": "issue:29942", + "right": "issue:33666", + "accept": false, + "reason": "Flash Attention 2 test failures vs Qwen2-VL multi-GPU training request." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy vs Llama4Config missing pad_token_id." + }, + { + "left": "issue:39692", + "right": "issue:45491", + "accept": false, + "reason": "SigLIP2 docs example errors vs Gemma3 mixed-length GPU NaN embeddings." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading failure vs Perceiver non-default-resolution failure." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "Adafactor/deepspeed OOM vs TrainerState num_input_tokens_seen not updating." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Missing GenerationMixin cache in v5 chunked_prefill vs recurrent states resetting with cache." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Llama 3.2 Vision loading regression vs base_model_prefix-related model loading break in v5." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing blocked in eval mode vs quantization offloading not working as expected." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "SigLIP2 HF-vs-JAX implementation mismatch vs docs still referencing removed pipeline()." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "OOM with Adafactor in deepspeed vs output embedding reinitialized after resizing token embeddings." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "Optional post_init policy for patchtsmixer vs video-input regression for Qwen VL variants." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "BitNet packed-weight loading failure in accelerate vs FastSpeech2ConformerTokenizer loading failure." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 24, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:25251", + "issue:28282", + "issue:33290", + "issue:34689", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:43065", + "issue:43295", + "issue:43316", + "issue:43381", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43475", + "issue:43540", + "issue:43643", + "issue:43688", + "issue:43716", + "issue:43749", + "issue:43761", + "issue:43825", + "issue:43856", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44162", + "issue:44190", + "issue:44206", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44534", + "issue:44617", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:44913", + "issue:45127", + "issue:45137", + "issue:45200", + "issue:45372" + ], + "soft_pairs": [ + "issue:41628|issue:45372", + "issue:43749|issue:43931", + "issue:43643|issue:44913", + "issue:43873|issue:44871", + "issue:39692|issue:44206", + "issue:44190|issue:44496", + "issue:43381|issue:43856", + "issue:33290|issue:36331", + "issue:44855|issue:45137", + "issue:34689|issue:36010", + "issue:43540|issue:44514", + "issue:43316|issue:44877", + "issue:44162|issue:44792", + "issue:43388|issue:43688", + "issue:42175|issue:43316", + "issue:43404|issue:43441", + "issue:16998|issue:22355", + "issue:25251|issue:28282", + "issue:43065|issue:44617", + "issue:43316|issue:43716", + "issue:41950|issue:43475", + "issue:43295|issue:43825", + "issue:45127|issue:45200", + "issue:43761|issue:44479", + "issue:44077|issue:44534" + ], + "prepared_review_unit_hash": "b32a38b4f6dd8d6378d8b620f50fb05531abef9b816f957194331f96ed17b631", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 25, + "serialized_chars": 35183, + "estimated_input_tokens": 8796, + "estimated_eval_tokens": 17848 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a noisy collection of unrelated Transformers issues across imports, configs, training, multimodal processors, and docs/regressions. None of the soft pairs look like the same underlying bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.97, + "canonical_issue_reason": "The set is heterogeneous; there is no single underlying bug or duplicate family to use as a canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is globally suitable as a duplicate hub because the items span different subsystems, failure modes, and model families.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols, different components, and different failure causes." + }, + { + "left": "issue:43749", + "right": "issue:43931", + "accept": false, + "reason": "One is about FSDP CPU RAM efficient loading; the other is a Qwen3-VL weight-shape loading mismatch. Different bugs." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "Both concern config behavior, but one is missing fields with trust_remote_code and the other is rotary_pct not persisting on reload." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offloading behavior and Gemma-3 eos_token_id inconsistency are unrelated issues." + }, + { + "left": "issue:39692", + "right": "issue:44206", + "accept": false, + "reason": "Both mention docs/examples, but they describe different model-specific errors and different code paths." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "A local dataset loading problem is not the same as an unrecognized model/config.json model_type error." + }, + { + "left": "issue:43381", + "right": "issue:43856", + "accept": false, + "reason": "Gradient checkpointing in eval mode and Qwen3 MoE memory inefficiency are different training/runtime problems." + }, + { + "left": "issue:33290", + "right": "issue:36331", + "accept": false, + "reason": "An optimizer OOM in DeepSpeed and a custom trainer signature mismatch are unrelated bugs." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 import parsing failure and DeepSpeed ZeRO3 deque underflow are different failure modes." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "A model-loading regression for Llama 3.2 vision is not the same as a GenerationMixin import error." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Both involve Qwen multimodal input handling, but the failing code paths and symptoms differ (video processing vs batched chat template padding)." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Both are config-related, but one is an API inconsistency in Gemma3TextConfig and the other is strict loading for granite_speech." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and a janus test failure are unrelated model-specific issues." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "A last-batch metric gathering bug is not the same as auxiliary loss normalization in MoE models." + }, + { + "left": "issue:42175", + "right": "issue:43316", + "accept": false, + "reason": "Backend packaging/install issues are unrelated to Gemma3TextConfig API discrepancies." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Weight tying in Mistral3 and FlashAttention failures in Ministral-3 are different concrete bugs." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Model max length behavior for DeBERTa-V3 is unrelated to a missing transformers.onnx module import." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k output nesting and missing PyTorch for AutoModel are entirely different issues." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "A dummy Conv2d implementation in Sam3PixelDecoder is not the same as Sam3Video CUDA OOM." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Gemma3TextConfig API mismatch and Mistral-3 image preprocessor dtype mismatch are different bugs." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification processor lookup and missing fpn_position_embeddings in Sam3Video are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor/tokenizer regression and a pipeline error-message wording bug are different code-path issues." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge collapse with extended vocab and mm_token_type_ids defaults for Gemma 4 are unrelated problems." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression and Qwen video input regression are different model families and failure paths." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "PatchTSMixer post_init allowance and non-persistent buffer junk filling are unrelated v5 behavior changes." + } + ] + }, + "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": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:32090", + "issue:35141", + "issue:41720", + "issue:42617", + "issue:43065", + "issue:43295", + "issue:43388", + "issue:43452", + "issue:43525", + "issue:43531", + "issue:43550", + "issue:43575", + "issue:43582", + "issue:43606", + "issue:43646", + "issue:43650", + "issue:43701", + "issue:43742", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43906", + "issue:43931", + "issue:43994", + "issue:44060", + "issue:44190", + "issue:44220", + "issue:44242", + "issue:44464", + "issue:44479", + "issue:44496", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44734", + "issue:44792", + "issue:44871", + "issue:44913", + "issue:44933", + "issue:44938", + "issue:44964", + "issue:44977", + "issue:45245", + "issue:45290", + "issue:45362", + "issue:45381", + "issue:45406", + "issue:45542" + ], + "soft_pairs": [ + "issue:43550|issue:43701", + "issue:43606|issue:43701", + "issue:43295|issue:44871", + "issue:44734|issue:45406", + "issue:43452|issue:44496", + "issue:43646|issue:44913", + "issue:43906|issue:45290", + "issue:43761|issue:44242", + "issue:43575|issue:43742", + "issue:42617|issue:43575", + "issue:43931|issue:44060", + "issue:44521|issue:45381", + "issue:43575|issue:43873", + "issue:44792|issue:44977", + "issue:44479|issue:44734", + "issue:32090|issue:35141", + "issue:44464|issue:44871", + "issue:43525|issue:43531", + "issue:44933|issue:45362", + "issue:43065|issue:44610", + "issue:43827|issue:43994", + "issue:44534|issue:44913", + "issue:41720|issue:45245", + "issue:44938|issue:45542", + "issue:44190|issue:44964", + "issue:43388|issue:43582", + "issue:43650|issue:44220" + ], + "prepared_review_unit_hash": "82c10297158f9c2c9aab27273d670dd9546443aec4a0e49c81a0a771e44c61fd", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35601, + "estimated_input_tokens": 8901, + "estimated_eval_tokens": 18058 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This similarity cluster is noisy: the paired issues span unrelated bugs across training, loading, multimodal chat templates, device mapping, serving, docs, and model-specific regressions. I do not see any true duplicate pair among the soft edges, so all candidates should be rejected.", + "confidence": 0.95, + "canonical_issue_reason": "No single canonical issue fits this set; the items are thematically broad but describe different concrete failures in different code paths and models.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue is appropriate because the cluster is not a duplicate set; the closest thing to a representative item would still be arbitrary.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "Different problems: torch.compile/SDPA failure in Bamba vs checkpoint key mismatch in resume_from_checkpoint." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch in bark-small is unrelated to checkpoint key mismatch on resume." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Custom processor/tokenizer regression in v4.57.5 is unrelated to Gemma-3 eos_token_id config inconsistency." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "Both involve serve, but one is KV-cache continuation indexing and the other is Gemma4Processor missing _tokenizer; different code paths." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file handling for tokenizer/model loading is not the same bug as an unrecognized model missing model_type." + }, + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Transformers 5 custom model initialization breakage is broader and distinct from GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:43906", + "right": "issue:45290", + "accept": false, + "reason": "Isolated reproduction of another issue is not the same as apply_chat_template crashing on tool-call assistant messages." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression is unrelated to load balancing loss omission when output_router_logits=False." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "Qwen2 large-model OOM with tensor parallelism is unrelated to a key error when loading MobileLLM-125M." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "3d_parallel.py execution failure is a different runtime issue from tensor-parallel OOM on Qwen2-57B." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Weight-shape mismatch on Qwen3-VL loading is different from an incorrect tied-weights warning in Qwen3-Next." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "All-zero assistant masks in multimodal chat templating is not the same as wrong vision_position_ids for qwen2.5-vl video input." + }, + { + "left": "issue:43575", + "right": "issue:43873", + "accept": false, + "reason": "Model OOM under tp is unrelated to offloading not working as expected with quantization." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "A failed janus image-generation test is not the same bug as Qwen3.5 flash-attention generation issues." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Video-input regression across Qwen VL models is unrelated to serve KV-cache continuation tensor indexing." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer _gpu_broadcast_one TypeError and output embedding reinitialization after resize are different bugs." + }, + { + "left": "issue:44464", + "right": "issue:44871", + "accept": false, + "reason": "Chunked generation inconsistency with compiled forward is unrelated to Gemma-3 eos_token_id config mismatch." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config and sliding_window behavior in Qwen3-MoE are separate model config issues." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "Missing import from image_utils is unrelated to Qwen3.5 chat crashes." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and OmDet-Turbo processor size mismatch are different vision-model issues." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Documentation still referencing pipeline() is unrelated to Siglip2 producing nonsensical outputs with AutoModel/pipeline." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk in v5 is unrelated to GPTNeoX rotary_pct not round-tripping." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3 auto device mapping cudaErrorAssert and category-count overflow are unrelated failures." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import/load failure is not the same as the undefined tf backend caused by only tensorboard being installed." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading for a no-trainer script is unrelated to loading Phi-4-multimodal-instruct." + }, + { + "left": "issue:43388", + "right": "issue:43582", + "accept": false, + "reason": "gather_for_metrics dropping tuple labels and Apple Silicon caching_allocator_warmup TypeError are unrelated." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "The placeholder issue 'ADD THE DATA' is clearly unrelated to _torch_extract_fbank_features()." + } + ] + }, + "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": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:36246", + "issue:38175", + "issue:38617", + "issue:39692", + "issue:41628", + "issue:41950", + "issue:42175", + "issue:43065", + "issue:43116", + "issue:43295", + "issue:43335", + "issue:43404", + "issue:43479", + "issue:43540", + "issue:43550", + "issue:43643", + "issue:43644", + "issue:43761", + "issue:43854", + "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:44496", + "issue:44683", + "issue:44734", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44913", + "issue:45003", + "issue:45127", + "issue:45216", + "issue:45276", + "issue:45335", + "issue:45357", + "issue:45372", + "issue:45375", + "issue:45446" + ], + "soft_pairs": [ + "issue:45127|issue:45357", + "issue:43761|issue:44743", + "issue:43644|issue:44913", + "issue:44355|issue:44855", + "issue:44077|issue:44079", + "issue:43540|issue:44734", + "issue:43976|issue:44855", + "issue:44496|issue:45372", + "issue:43295|issue:45276", + "issue:43550|issue:44190", + "issue:43335|issue:44855", + "issue:43404|issue:45216", + "issue:43116|issue:44190", + "issue:39692|issue:44190", + "issue:43644|issue:44871", + "issue:41950|issue:44016", + "issue:43479|issue:45375", + "issue:44186|issue:44734", + "issue:36246|issue:41628", + "issue:38175|issue:43065", + "issue:44246|issue:45003", + "issue:44466|issue:44913", + "issue:36246|issue:38617", + "issue:44683|issue:45446", + "issue:44016|issue:44220", + "issue:42175|issue:44279", + "issue:44112|issue:44792", + "issue:43854|issue:44792", + "issue:43295|issue:45335", + "issue:43643|issue:44496" + ], + "prepared_review_unit_hash": "2ce840829fb2977f4e5290789276d9cee27dadbc0ba4a57cfa60941aadd0437f", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37008, + "estimated_input_tokens": 9252, + "estimated_eval_tokens": 18760 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: it mixes unrelated import errors, config/serialization regressions, model-specific runtime bugs, and example/script failures. None of the soft pairs look like the same concrete underlying bug, so I would not merge any of them as duplicates.", + "confidence": 0.7, + "canonical_issue_reason": "Issue 41628 is the broadest, most user-facing core API break in the set: a plain `transformers` import failure with a clear reproduction path. It is a reasonable anchor for nearby import/export regressions, though the cluster overall is still too mixed for a true duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 41628 is the most generally useful issue to keep as the cluster representative: concise, high-impact, and centered on public importability rather than a model-specific edge case.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "Both concern Qwen3.5 save/pretrained behavior, but one is LoRA merge plus extended-vocab collapse while the other is incorrect visual encoder keys; different concrete failure modes and code paths." + }, + { + "left": "issue:43761", + "right": "issue:44743", + "accept": false, + "reason": "Both involve model internals, but CLIPVisionModel missing hidden states and Qwen recurrent state reset are distinct bugs in different models and execution paths." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "One is a v5 buffer serialization issue and the other is GPTNeoX config reload losing `rotary_pct`; different subsystems and symptoms." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both are Python/import-related, but one is about compiled Python files broadly and the other is a specific `@torch.jit.script` parsing failure on Python 3.13." + }, + { + "left": "issue:44077", + "right": "issue:44079", + "accept": false, + "reason": "These are unrelated: a `patchtsmixer` post-init constraint versus `ModelOutput` key assignment semantics." + }, + { + "left": "issue:43540", + "right": "issue:44734", + "accept": false, + "reason": "Different failures: Qwen3OmniMoe video input validation versus `transformers serve` KV-cache continuation tensor indexing." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Both reference Python-version breakage, but they are not the same bug: one is a 5.1.0 compatibility problem and the other is an import-time indentation/parsing error." + }, + { + "left": "issue:44496", + "right": "issue:45372", + "accept": false, + "reason": "Distinct loading problems for different models: unrecognized model/config versus a missing `ReasoningEffort` import breaking Gemma 4 processor loading." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Both are regression-style API issues, but one is processor/tokenizer behavior and the other is token embedding resizing not propagating to tied outputs; not the same code-path problem." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "A torch.compile/SDPA model bug and a dataset-loading script issue are unrelated." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Different failures in different areas: SwitchTransformers sparse-layer initialization versus DebertaV2 import parsing on Python 3.13." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "One is lm_head weight tying in Mistral3; the other is Qwen3.5 save_pretrained checkpoint corruption. Same broad theme, but not the same bug." + }, + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Both are classification example-script problems, but multi-label empty results and local dataset loading failure are different issues." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "Different example/script bugs: SigLIP2 doc/model mismatch and quantization errors versus local dataset loading in image classification." + }, + { + "left": "issue:43644", + "right": "issue:44871", + "accept": false, + "reason": "Unrelated config/serialization bug versus Gemma-3 EOS token inconsistency." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Video-classification pipeline processor lookup and a notebook syntax error are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Both are multimodal config issues, but they concern different models and different missing/defaulted fields." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Tokenizer padding/truncation crashes for LayoutLMv2 versus serve-time KV cache indexing are different bugs." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but one is a missing submodule export for Qwen2_5_VLImageProcessor and the other is a root `AutoImageProcessor` import failure; not the same symbol or path." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "SigLIP2 zero-probabilities and a dummy Conv2d in Sam3PixelDecoder are unrelated model behavior issues." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowness and unsafe `sys.modules` access are different concerns; no shared concrete bug." + }, + { + "left": "issue:44466", + "right": "issue:44913", + "accept": false, + "reason": "Inconsistent `lm_head.weight` serialization and GPTNeoX `rotary_pct` reload loss are separate serialization/config regressions." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are ImportErrors from different symbols and modules; they do not point to one shared failing code path." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Both touch flex_attention, but one is a torch>=2.9 compiled runtime failure and the other is a version-check/import bug; too different to merge." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "A notebook syntax error and `_torch_extract_fbank_features()` behavior are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "One is missing TensorFlow from the torch extra install, the other is a generic dependency issue; not the same defect." + }, + { + "left": "issue:44112", + "right": "issue:44792", + "accept": false, + "reason": "Different failing tests in different models/subsystems, with no shared code path." + }, + { + "left": "issue:43854", + "right": "issue:44792", + "accept": false, + "reason": "Unit-test model loading for GLM-4.7-Flash and Janus image generation failures are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Different embedding-resize regressions in different model families; not the same underlying bug." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "AutoConfig missing fields under `trust_remote_code` and an unrecognized model/config.json error are different loading 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": 27, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:38175", + "issue:41950", + "issue:42907", + "issue:43299", + "issue:43441", + "issue:43479", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43577", + "issue:43650", + "issue:43673", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44112", + "issue:44242", + "issue:44279", + "issue:44297", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44462", + "issue:44464", + "issue:44496", + "issue:44521", + "issue:44617", + "issue:44683", + "issue:44871", + "issue:44877", + "issue:44933", + "issue:44964", + "issue:44987", + "issue:45020", + "issue:45042", + "issue:45081", + "issue:45200", + "issue:45216", + "issue:45245", + "issue:45278", + "issue:45325", + "issue:45357", + "issue:45405", + "issue:45542" + ], + "soft_pairs": [ + "issue:43299|issue:45216", + "issue:42907|issue:43441", + "issue:44112|issue:44964", + "issue:44016|issue:44062", + "issue:44871|issue:45245", + "issue:43673|issue:44336", + "issue:43976|issue:44987", + "issue:43526|issue:43901", + "issue:44496|issue:45042", + "issue:43824|issue:44933", + "issue:43976|issue:44279", + "issue:43299|issue:45357", + "issue:43577|issue:45216", + "issue:43901|issue:44496", + "issue:44075|issue:44368", + "issue:44521|issue:45325", + "issue:43854|issue:44964", + "issue:44242|issue:45200", + "issue:44464|issue:45245", + "issue:44683|issue:45542", + "issue:43976|issue:45405", + "issue:44351|issue:45278", + "issue:43479|issue:43525", + "issue:41950|issue:43650", + "issue:44496|issue:44877", + "issue:41950|issue:45020", + "issue:44462|issue:45081", + "issue:43550|issue:44964", + "issue:44279|issue:45405", + "issue:44297|issue:44462", + "issue:43299|issue:43854", + "issue:38175|issue:44617" + ], + "prepared_review_unit_hash": "7e6bc0c48c242057aa6a79801ded70c588c5647447ead5627399b7467d87fe40", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37202, + "estimated_input_tokens": 9301, + "estimated_eval_tokens": 18858 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items in this cluster are unrelated Transformers bugs touching different models, APIs, or subsystems. The only plausible duplicate is the Qwen3.5 `save_pretrained` regression pair, where the later report looks like the same checkpoint-serialization bug resurfacing.", + "confidence": 0.68, + "canonical_issue_reason": "issue:45216 is the clearest canonical target for the Qwen3.5 `save_pretrained` regression, and issue:45357 reads like a follow-up on the same broken serialization path.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45216 is the best duplicate anchor in this cluster because it is concrete, reproducible, and directly matches the only strong soft-edge pair.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Different model families and failure modes: Qwen3VL MoE loading vs Qwen3.5 checkpoint saving." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Different bugs: dequantized Ministral save failure vs FlashAttention loading failure." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "CI test/device override issue is unrelated to Phi-4 multimodal model loading." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error and AddedToken argument handling are unrelated problems." + }, + { + "left": "issue:44871", + "right": "issue:45245", + "accept": false, + "reason": "Different topics: eos_token_id config mismatch vs category-count runtime limit." + }, + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Generation cache bug and ANSI coloring in loading_report are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Both mention version compatibility, but the affected code paths and failures are different." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to a documentation mismatch." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Unrecognized-model loading error is not the same as the torchvision backend requirement regression." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and modules." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "Generic dependency/version complaint does not match the Python-version-specific issue." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Same broad area, but this is not the same bug: loading regression vs saved visual-encoder key regression." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "BLIP2 dtype propagation and Qwen3.5 checkpoint saving are different code paths." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Documentation mismatch is unrelated to model loading failure." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "Optimizer argument handling and tie_word_embeddings warning are different issues." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Multimodal assistant mask bug is unrelated to Qwen2.5-VL RoPE indexing." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Different models and failure points, so not the same underlying bug." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "Load-balancing loss logic and Gemma 4 multimodal token defaults are unrelated." + }, + { + "left": "issue:44464", + "right": "issue:45245", + "accept": false, + "reason": "Chunked-generation correctness and category-limit runtime error are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention regression has nothing to do with tensorboard/TF backend setup." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python support issue is unrelated to the PEFT minimum-version bump." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing import is not the same as a broad upgrade-time import breakage report." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Different configs and attributes: Phi4Multimodal default init vs Llama4 pad_token_id." + }, + { + "left": "issue:41950", + "right": "issue:43650", + "accept": false, + "reason": "Video pipeline processor lookup bug is unrelated to the placeholder issue title." + }, + { + "left": "issue:44496", + "right": "issue:44877", + "accept": false, + "reason": "Unrecognized model loading and strict granite_speech config validation are different failures." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Different symptoms and scopes; one is pipeline processor lookup, the other is remote_code compatibility." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer JSON selection and Mistral regex patching are unrelated tokenizer bugs." + }, + { + "left": "issue:43550", + "right": "issue:44964", + "accept": false, + "reason": "torch.compile/SDPA failure is unrelated to Phi-4 multimodal loading." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "Generic dependency issue does not match the PEFT version bump problem." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer class serialization mismatch is different from AutoTokenizer ignoring repository tokenizer.json." + }, + { + "left": "issue:43299", + "right": "issue:43854", + "accept": false, + "reason": "Different models and different loading failures." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Zero-probability output bug and CUDA OOM 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": 28, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:39692", + "issue:42175", + "issue:42994", + "issue:43065", + "issue:43122", + "issue:43262", + "issue:43295", + "issue:43317", + "issue:43352", + "issue:43441", + "issue:43450", + "issue:43475", + "issue:43650", + "issue:43673", + "issue:43723", + "issue:43761", + "issue:43784", + "issue:43824", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44246", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44589", + "issue:44617", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44898", + "issue:44987", + "issue:45250", + "issue:45276", + "issue:45290", + "issue:45362", + "issue:45397", + "issue:45542" + ], + "soft_pairs": [ + "issue:43295|issue:44779", + "issue:44462|issue:44779", + "issue:39692|issue:43901", + "issue:43650|issue:45290", + "issue:44016|issue:44291", + "issue:44466|issue:45276", + "issue:43450|issue:44279", + "issue:43065|issue:44898", + "issue:43441|issue:44683", + "issue:43262|issue:44521", + "issue:43723|issue:44162", + "issue:42994|issue:43317", + "issue:44261|issue:44263", + "issue:44623|issue:45397", + "issue:43122|issue:43650", + "issue:44623|issue:44749", + "issue:43784|issue:45542", + "issue:44671|issue:44779", + "issue:43673|issue:43761", + "issue:44987|issue:45542", + "issue:43901|issue:43994", + "issue:44297|issue:45397", + "issue:42175|issue:43976", + "issue:43901|issue:44246", + "issue:43475|issue:44016", + "issue:43824|issue:43976", + "issue:43352|issue:45250", + "issue:43295|issue:44617", + "issue:43450|issue:44617", + "issue:44589|issue:45362" + ], + "prepared_review_unit_hash": "15432a2b69e664e2d31f2fb355c88b21d64699c3652235b785012c46a9fdb971", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35851, + "estimated_input_tokens": 8963, + "estimated_eval_tokens": 18182 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated transformer regressions, docs issues, tokenizer/model bugs, and a few model-specific failures. None of the soft pairs look like the same underlying bug/change, so I would not merge any of them. The best representative issue is the SigLIP2 correctness report because it is concrete and model/pipeline-focused.", + "confidence": 0.78, + "canonical_issue_reason": "issue:43994 is the clearest, most concrete bug report in the set: it names a specific model, reproduces incorrect behavior through AutoModel/pipeline, and is broad enough to represent the SigLIP2-related failure class.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43994 is the best overall representative because it describes a user-visible correctness failure rather than a narrow docs typo or an unrelated subsystem regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 regression reports around tokenization, but they describe different failure modes and likely different code paths (processor.tokenizer access vs Deepseek tokenization output)." + }, + { + "left": "issue:44462", + "right": "issue:44779", + "accept": false, + "reason": "One is about AutoTokenizer ignoring tokenizer.json from the repo; the other is model-specific Deepseek tokenization drift. Same broad area, not the same bug." + }, + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both mention docs, but one is a SigLIP2 example/model mismatch and quantization failure while the other is a pipeline docs wording mismatch. Different issues." + }, + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "Unrelated topics: a placeholder 'ADD THE DATA' issue versus a chat-template crash with tool calls." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "A notebook syntax error is unrelated to the init_empty_weights/_is_hf_initialized loading bug." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "One concerns inconsistent lm_head.weight serialization; the other is gemma4 resize_token_embeddings behavior. Different model mechanics." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video processor batch-shape handling is unrelated to a dependency issue with transformers." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Sam3PixelDecoder dummy Conv2d and Perceiver image classification failure are different model bugs." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "Both mention FlashAttention, but they target different failures: unsupported FA2 for one model versus compiled flex_attention breakage on torch>=2.9." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both touch apply_chat_template, but one is a sampling-rate default problem for audio and the other is all-zero assistant masks for multimodal inputs." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "Tokenizer loading failure and ESM2 being broken are unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving and dequantized model loading with device_map=auto are distinct quantization/offload problems." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "Completely different bugs: MLA q_a_layernorm precision/config issue versus torch.split return values in GlmMoeDsaIndexer." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "processor.save_pretrained missing files and gemma-4 zero3 from_pretrained are separate save/load issues." + }, + { + "left": "issue:43122", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer behavior regression and a placeholder issue are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "A save_pretrained file-missing bug and a performance/regression report about filtering data are not the same bug." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "Import-time NameError in sentence-transformers and a TensorFlow backend packaging issue are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "CamemBERT masked-LM prediction drift and Deepseek tokenizer errors affect different model paths and outputs." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache missing during chunked_prefill is unrelated to CLIPVisionModel.hidden_states handling." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Model load failure for physical-intelligence/fast and missing TensorFlow backend from pip extras are different package/model issues." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Both involve user-facing behavior, but one is a text-classification docs mismatch and the other is a SigLIP2 correctness bug. Not the same underlying problem." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch and gemma-4 zero3 from_pretrained are separate serialization/loading bugs." + }, + { + "left": "issue:42175", + "right": "issue:43976", + "accept": false, + "reason": "TensorFlow backend packaging and Python version compatibility are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "Docs behavior mismatch and slow import are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:44016", + "accept": false, + "reason": "Sam3Video encoder output attribute error and a notebook syntax error do not share a bug root cause." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Missing Qwen2.5-VL export and Python version support regression are different issues." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "One is a specific model not supporting Flash Attention 2.0 yet; the other is just a generic Flash Attention 2.0 issue title, with no evidence they are the same bug." + }, + { + "left": "issue:43295", + "right": "issue:44617", + "accept": false, + "reason": "Processor.tokenizer regression and Sam3Video CUDA OOM are unrelated." + }, + { + "left": "issue:43450", + "right": "issue:44617", + "accept": false, + "reason": "Video processor shape bug and Sam3Video CUDA OOM are different failure modes." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage import/type error and Qwen3.5 chat crash are unrelated." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 29, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:43066", + "issue:43299", + "issue:43441", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43540", + "issue:43596", + "issue:43673", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44162", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44336", + "issue:44351", + "issue:44373", + "issue:44462", + "issue:44485", + "issue:44496", + "issue:44561", + "issue:44661", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44877", + "issue:44987", + "issue:45003", + "issue:45200", + "issue:45276", + "issue:45292", + "issue:45356", + "issue:45362", + "issue:45375", + "issue:45397", + "issue:45459", + "issue:45542" + ], + "soft_pairs": [ + "issue:43525|issue:43881", + "issue:44188|issue:44336", + "issue:41628|issue:43976", + "issue:44295|issue:45397", + "issue:42491|issue:43299", + "issue:41950|issue:44220", + "issue:44246|issue:44496", + "issue:44336|issue:44373", + "issue:44462|issue:45356", + "issue:44661|issue:45542", + "issue:43526|issue:45003", + "issue:43994|issue:45276", + "issue:43531|issue:45362", + "issue:36246|issue:42757", + "issue:43673|issue:44561", + "issue:36246|issue:44351", + "issue:44336|issue:44485", + "issue:44162|issue:45200", + "issue:44242|issue:44857", + "issue:44246|issue:44871", + "issue:44779|issue:45292", + "issue:44295|issue:44749", + "issue:44877|issue:45375", + "issue:43441|issue:43540", + "issue:36246|issue:43596", + "issue:43066|issue:44779", + "issue:44987|issue:45459", + "issue:43901|issue:45003" + ], + "prepared_review_unit_hash": "6ae017b0a452d92b7054ca6fe19a0339a81d63160526e76e1c8b7fb58b7d3e41", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 35892, + "estimated_input_tokens": 8973, + "estimated_eval_tokens": 18202 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: most items are unrelated regressions, import/export failures, tokenizer/model-loading bugs, or docs issues touching different code paths. I do not see any soft pair that is clearly the same underlying bug or change, so no duplicate merges are warranted.", + "confidence": 0.95, + "canonical_issue_reason": "issue:41628 is the most broadly scoped, user-facing import/export regression in core Transformers APIs, making it the best anchor for a heterogeneous cluster of similar-looking but distinct failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:41628 is the most generally representative issue in this set because it concerns a top-level import failure affecting core library usability, unlike the more model-specific or incidental reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Different models and different failure points; both are loading errors, but not the same bug." + }, + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Attention-kernel compile divergence is unrelated to ANSI output in loading_report." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "One is an import error, the other is a Python-version compatibility issue." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Different symptoms and code paths: position_ids buffer access vs gemma4 ZeRO3 loading." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen MoE, but they describe different breakages in different releases and loading paths." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification image-processor lookup is unrelated to fbank feature extraction." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import performance regression is unrelated to unrecognized model/config loading." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "Terminal ANSI handling and a docstring typo are not the same issue." + }, + { + "left": "issue:44462", + "right": "issue:45356", + "accept": false, + "reason": "Tokenizer file precedence and a Kimi tokenizer codec regression are distinct tokenizer bugs." + }, + { + "left": "issue:44661", + "right": "issue:45542", + "accept": false, + "reason": "Tokenizer mapping logic is unrelated to tensorboard/TensorFlow backend detection." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "BeitImageProcessorFast label reduction is unrelated to unsafe sys.modules access." + }, + { + "left": "issue:43994", + "right": "issue:45276", + "accept": false, + "reason": "SigLIP2 incorrect outputs and resize_token_embeddings propagation are different model behaviors." + }, + { + "left": "issue:43531", + "right": "issue:45362", + "accept": false, + "reason": "Qwen3-MoE sliding-window logic and Qwen3.5-35B chat crashes are separate problems." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Different missing symbols from different packages; both are import errors but not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Cache handling during chunked_prefill and removal of is_torch_fx_available are unrelated regressions." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Both are import failures, but they concern different symbols and modules." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI output in loading_report and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaults are different model-specific issues." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Load-balancing loss logic and an AMP/CUDA crash in LwDetrImageLoss are unrelated." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import slowness is unrelated to Gemma-3 eos_token_id inconsistency." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Deepseek tokenizer regression and output_embeddings resize propagation are different code paths." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "A position_ids buffer error is not the same as a broad performance regression after upgrading Transformers." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both mention strict config, but they involve different models and different missing fields." + }, + { + "left": "issue:43441", + "right": "issue:43540", + "accept": false, + "reason": "FlashAttention failure for Ministral-3 and Qwen3OmniMoe video input processing are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Different model-loading errors with no shared code-path evidence." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Tokenizer decoder type mismatch and Deepseek codec regression are distinct tokenizer issues." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Model loading failure and protobuf error masking are unrelated causes." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docs mismatch for return_all_scores and unsafe sys.modules access 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": 30, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:41628", + "issue:41950", + "issue:42673", + "issue:42886", + "issue:43065", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43295", + "issue:43381", + "issue:43408", + "issue:43441", + "issue:43475", + "issue:43540", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43673", + "issue:43704", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44246", + "issue:44297", + "issue:44336", + "issue:44361", + "issue:44368", + "issue:44466", + "issue:44496", + "issue:44623", + "issue:44734", + "issue:44749", + "issue:44869", + "issue:44933", + "issue:44977", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45278", + "issue:45292", + "issue:45335", + "issue:45356", + "issue:45459" + ], + "soft_pairs": [ + "issue:42886|issue:45229", + "issue:44995|issue:45200", + "issue:41628|issue:41950", + "issue:43257|issue:45137", + "issue:43065|issue:43408", + "issue:44496|issue:45003", + "issue:43232|issue:44336", + "issue:43262|issue:44246", + "issue:43295|issue:45292", + "issue:44060|issue:44077", + "issue:43475|issue:43540", + "issue:44466|issue:45335", + "issue:43653|issue:44162", + "issue:44368|issue:44977", + "issue:44933|issue:45459", + "issue:43441|issue:43606", + "issue:43673|issue:44734", + "issue:44869|issue:45356", + "issue:43232|issue:43673", + "issue:43931|issue:44368", + "issue:44297|issue:44623", + "issue:43673|issue:45278", + "issue:43646|issue:44162", + "issue:43381|issue:45292", + "issue:43381|issue:45335", + "issue:28282|issue:30990", + "issue:44361|issue:44749", + "issue:42673|issue:43704", + "issue:44077|issue:45003" + ], + "prepared_review_unit_hash": "7b3875622749e34cc602835f5fb648637318212191ac07e65ecdbd8888cc3442", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36373, + "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 highly heterogeneous: the items mostly cover unrelated Transformers bugs across import/load, generation, tokenizers, multimodal processors, and model-specific regressions. I don\u2019t see any true duplicate pairs among the soft candidates.", + "confidence": 0.36, + "canonical_issue_reason": "No single issue is a clear canonical duplicate for the cluster. If forced to pick the broadest representative, issue 45278 is the closest because it describes wide-ranging import failures after upgrade, but it does not actually subsume the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45278 is the most generic user-facing regression in the set and is the closest thing to an umbrella report, though the cluster overall is too mixed to justify a strong canonical choice.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "Offline tokenizer cache loading and Gemma4 multi-GPU CUDA OOM are unrelated failure modes." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "A stale indexer cache crash in GLM-MoE is not the same as Gemma 4 requiring default mm_token_type_ids." + }, + { + "left": "issue:41628", + "right": "issue:41950", + "accept": false, + "reason": "Missing AutoImageProcessor import and a video-classification pipeline misusing image processors are different bugs." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "Qwen3 MOE weight conversion with accelerate/deepspeed is not the same as a ZeRO3 deque underflow." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and a model-type warning for sam3_video vs sam3_tracker are separate SAM3 issues." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "Unrecognized model/config loading and unsafe sys.modules access in modeling_utils are not the same code-path problem." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "Generation kwargs after sync_gpus and ANSI codes in loading_report are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "Audio chat-template sampling rate defaults and slow import times are different issues." + }, + { + "left": "issue:43295", + "right": "issue:45292", + "accept": false, + "reason": "A processor/tokenizer regression with images is not the same as resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "Incorrect tied-weights warning in Qwen3-Next and patchtsmixer post_init policy are unrelated." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Missing fpn_position_embeddings in SAM 3 Video and Qwen3OmniMoe video-input ValueError are different failures." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Inconsistent lm_head serialization and t5gemma decoder.embed_tokens not updating are related to embedding resizing, but they are distinct bugs and not mergeable as one fix." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and broad ESM2 breakage are not the same underlying defect." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "A tie_word_embeddings warning during Qwen3.5 LoRA fine-tuning is not the same as flash-attention generation misbehavior." + }, + { + "left": "issue:44933", + "right": "issue:45459", + "accept": false, + "reason": "Missing import from image_utils and protobuf decode-error handling hiding tokenizer errors are unrelated." + }, + { + "left": "issue:43441", + "right": "issue:43606", + "accept": false, + "reason": "FlashAttention failure for Ministral-3 and CPU offload device mismatch for bark-small are different model-specific bugs." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Missing GenerationMixin cache during chunked prefill and a serve API KV-cache indexing crash are not the same code-path." + }, + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Whisper word-timestamp decoding crash and Kimi-K2.5 tokenizer regression are unrelated." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both concern generation internals, but one is sync_gpus kwargs handling and the other is missing cache in chunked prefill; not the same bug." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Qwen3-VL weight shape mismatch and Qwen3.5 tied-embedding warning are different model-loading vs config-warning issues." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Tokenizer save_pretrained metadata mismatch and processor.save_pretrained missing files are distinct serialization bugs." + }, + { + "left": "issue:43673", + "right": "issue:45278", + "accept": false, + "reason": "A generation cache regression is not the same as broad import errors after upgrading." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Transformers 5 breaking custom model init and ESM2 being broken are different reports, even if both are high-level regressions." + }, + { + "left": "issue:43381", + "right": "issue:45292", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resize_token_embeddings behavior are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:45335", + "accept": false, + "reason": "Gradient checkpointing eval-mode support and t5gemma embedding resize propagation are different issues." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "PyTorch missing ImportError and Sentence Transformers loading hang are not the same underlying problem." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "MLukeTokenizer task AttributeError and the Chinese performance regression after upgrade are unrelated." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": false, + "reason": "These are duplicate titles, but the paired items are separate reports of the same Qwen3ForCausalLM VRAM leak; as a soft-duplicate they could be the same bug, but the evidence here is only title-level and one is much shorter. Rejecting conservatively because there is no body/diff confirmation." + }, + { + "left": "issue:44077", + "right": "issue:45003", + "accept": false, + "reason": "patchtsmixer post_init policy and sys.modules access in modeling_utils 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": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:30990", + "issue:35141", + "issue:36010", + "issue:41628", + "issue:42222", + "issue:42371", + "issue:42831", + "issue:42898", + "issue:42994", + "issue:43232", + "issue:43377", + "issue:43475", + "issue:43479", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43701", + "issue:43873", + "issue:43976", + "issue:44038", + "issue:44079", + "issue:44164", + "issue:44188", + "issue:44222", + "issue:44242", + "issue:44351", + "issue:44568", + "issue:44623", + "issue:44661", + "issue:44749", + "issue:44792", + "issue:44869", + "issue:44933", + "issue:44945", + "issue:44964", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45200", + "issue:45230", + "issue:45310", + "issue:45362", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45478" + ], + "soft_pairs": [ + "issue:44749|issue:45310", + "issue:45230|issue:45397", + "issue:44038|issue:44623", + "issue:43475|issue:45381", + "issue:43475|issue:43643", + "issue:42994|issue:43482", + "issue:43701|issue:44749", + "issue:42371|issue:45092", + "issue:45081|issue:45103", + "issue:45375|issue:45478", + "issue:41628|issue:44933", + "issue:45310|issue:45375", + "issue:43873|issue:44945", + "issue:42222|issue:45200", + "issue:43475|issue:44661", + "issue:42994|issue:43525", + "issue:42831|issue:44222", + "issue:45362|issue:45375", + "issue:45310|issue:45397", + "issue:43232|issue:44188", + "issue:44222|issue:45310", + "issue:41628|issue:44351", + "issue:42994|issue:44164", + "issue:43232|issue:44792", + "issue:44038|issue:45310", + "issue:30990|issue:35141", + "issue:43377|issue:44242", + "issue:43673|issue:44188", + "issue:43479|issue:44079", + "issue:36010|issue:41628", + "issue:42898|issue:44568", + "issue:43479|issue:44869", + "issue:44964|issue:45137", + "issue:43976|issue:44933" + ], + "prepared_review_unit_hash": "646d62ac58760121446704a8bccf7a7decaefe268b10983d03d02b353b4c09f6", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37532, + "estimated_input_tokens": 9383, + "estimated_eval_tokens": 19022 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: most items are unrelated model-specific regressions, import errors, or configuration bugs. I did not find any soft pair that clearly describes the same underlying bug/change. The strongest candidate issue is the duplicated Qwen3.5-Moe from_pretrained report (#45310, exact twin of #45478).", + "confidence": 0.36, + "canonical_issue_reason": "Issue #45310 is the cleanest canonical choice because it has an exact title duplicate in #45478 and describes a concrete, self-contained regression.", + "canonical_pr_reason": null, + "best_issue_reason": "Best representative of the cluster, if one must be chosen, because it is a clear bug report with an exact duplicate and the most obvious dedupe target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "Different problems: performance regression in data filtering after upgrade vs a Qwen3.5-Moe from_pretrained failure." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report vs a Gemma-4 ZeRO3 from_pretrained issue; no shared concrete code path." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe bug vs processor.save_pretrained missing files; unrelated symptoms and code paths." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Different models and failures: SAM 3 Vision missing attribute vs Qwen2.5-VL video position-id bug." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM 3 Vision attribute error vs AutoConfig trust_remote_code missing fields; unrelated issues." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model saving failure vs Qwen2.5-GGUF loading failure; one is save-path, the other load-path." + }, + { + "left": "issue:43701", + "right": "issue:44749", + "accept": false, + "reason": "Checkpoint resume key mismatch is unrelated to the slow filtering regression." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF32 API settings change vs remote-code checkpoint/meta-init incompatibility; different subsystems and bugs." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex patch crash vs auto_docstring annotations crash; no shared underlying code path." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5-Moe, but one is a missing config field while the other is a generic from_pretrained error; not enough to treat as the same bug." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but they reference different missing symbols and likely different fixes." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "Related model family, but one is a generic from_pretrained error and the other is a specific missing config field; too weak to merge." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading behavior vs pipeline-parallel generation output correctness; distinct bugs." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "VitPose breakage vs Gemma 4 token-type-id defaulting; unrelated model families and code paths." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "Model output attribute missing vs tokenizer mapping registration failure; unrelated." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized model saving failure vs missing pad_token_id on Llama4Config; different issue classes." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FP8 accuracy regression vs FP8 moe save_pretrained bug; both FP8-related but not the same bug." + }, + { + "left": "issue:45362", + "right": "issue:45375", + "accept": false, + "reason": "Both are Qwen3.5-related, but one is a chat crash and the other is a config-field omission; not the same underlying defect." + }, + { + "left": "issue:45310", + "right": "issue:45397", + "accept": false, + "reason": "Same method name in the title, but different model families and failure modes; not a duplicate." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs update after sync_gpus vs attention kernel divergence under torch.compile; unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 moe save_pretrained issue vs Qwen3.5-Moe from_pretrained error; different operations and failures." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Different import errors for different objects; no evidence they stem from the same bug." + }, + { + "left": "issue:42994", + "right": "issue:44164", + "accept": false, + "reason": "Both involve saving/loading, but one is quantized model saving and the other is extra_state handling; too broad to merge." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation bookkeeping bug vs a Janus model test failure; not the same code path." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Qwen3-VL-Moe bug vs Qwen3.5-Moe loading error; different models and bugs." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Sentence Transformers loading hang vs token-embedding resize reinitialization; unrelated." + }, + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "MIMI padding-mask discrepancy vs missing load-balancing loss when router logits are off; unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44188", + "accept": false, + "reason": "Generation cache missing in v5 chunked prefill vs torch.compile branching divergence; different problems." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Multimodal config default initialization bug vs ModelOutput None-key assignment bug; unrelated." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "Import errors for different names from different modules; not the same issue." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer behavior changes in v5, but they affect different features and code paths." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Multimodal config initialization vs Whisper timestamp decode crash; unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal loading regression vs DeepSpeed ZeRO3 deque error; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version compatibility issue vs missing import from image_utils; 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": 32, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:41628", + "issue:42175", + "issue:42757", + "issue:42831", + "issue:42898", + "issue:43278", + "issue:43295", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:44060", + "issue:44077", + "issue:44188", + "issue:44206", + "issue:44222", + "issue:44242", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44442", + "issue:44448", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44913", + "issue:44933", + "issue:44977", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45137", + "issue:45276", + "issue:45310", + "issue:45356", + "issue:45406", + "issue:45459" + ], + "soft_pairs": [ + "issue:42175|issue:44933", + "issue:43784|issue:43824", + "issue:43278|issue:45137", + "issue:44623|issue:45310", + "issue:44188|issue:44373", + "issue:44060|issue:45125", + "issue:44734|issue:45103", + "issue:42898|issue:45356", + "issue:45137|issue:45276", + "issue:43723|issue:44568", + "issue:42898|issue:44779", + "issue:43874|issue:45092", + "issue:44077|issue:44242", + "issue:42898|issue:44448", + "issue:41628|issue:45459", + "issue:44222|issue:44297", + "issue:42898|issue:43295", + "issue:44442|issue:45459", + "issue:43479|issue:43644", + "issue:44222|issue:44623", + "issue:42831|issue:44623", + "issue:44206|issue:45103", + "issue:22355|issue:28282", + "issue:44297|issue:45310", + "issue:44483|issue:45406", + "issue:41628|issue:42757", + "issue:44222|issue:44484", + "issue:44263|issue:44360", + "issue:43723|issue:44977", + "issue:44263|issue:45092", + "issue:44295|issue:44623", + "issue:44514|issue:45103", + "issue:43479|issue:44913", + "issue:44373|issue:44485" + ], + "prepared_review_unit_hash": "9d83b6a203fbdbcf2af92fdfa8eb4259690c6be1eaa7a34d2cbfaec6865643af", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37801, + "estimated_input_tokens": 9451, + "estimated_eval_tokens": 19158 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is heterogeneous: mostly distinct Transformers v5 regressions, import errors, and model-specific API bugs. I don\u2019t see any soft pair that clearly describes the same underlying change or bug, so I\u2019d anchor the cluster on the broadest tokenizer-regression issue rather than treating these as true duplicates.", + "confidence": 0.41, + "canonical_issue_reason": "issue:42898 is the broadest user-facing regression in the set, centered on a v5 tokenizer behavior change, and it sits closest to several tokenizer-related similarity links.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42898 is the best representative issue: broad, clearly described, and more general than the model-specific or one-off API/import failures around it.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Different problems: pip backend/install packaging vs an image_utils import/export issue." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they target different symbols and different failure paths." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "One is dtype drift between train/eval, the other is a ZeRO3 deque/indexing crash." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained missing files is unrelated to a Qwen3.5 MoE from_pretrained failure." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Attention kernel divergence under torch.compile is unrelated to a docstring issue." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Different Qwen3 issues: a tied-weights warning vs missing tensor-parallel plan support." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serving KV-cache indexing crash is unrelated to auto_docstring annotation handling." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they involve different code paths and different model families." + }, + { + "left": "issue:45137", + "right": "issue:45276", + "accept": false, + "reason": "ZeRO3 deque crash is unrelated to resize_token_embeddings not propagating changes." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading failure and BOS/EOS special-token behavior are different bugs." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Both are v5 tokenizer regressions, but the reported symptoms and affected models differ." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-patch method is unrelated to remote-code meta-init incompatibility." + }, + { + "left": "issue:44077", + "right": "issue:44242", + "accept": false, + "reason": "PatchTSMixer post_init policy and MoE load-balancing loss are unrelated." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Tokenizer spacing behavior changes are not the same as Pegasus output differences." + }, + { + "left": "issue:41628", + "right": "issue:45459", + "accept": false, + "reason": "Missing AutoImageProcessor import is unrelated to tokenizer error masking without protobuf." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both involve save_pretrained, but one is FP8 MoE saving and the other is tokenizer config metadata." + }, + { + "left": "issue:42898", + "right": "issue:43295", + "accept": false, + "reason": "Tokenizer cleanup behavior and processor.tokenizer regressions are different API breaks." + }, + { + "left": "issue:44442", + "right": "issue:45459", + "accept": false, + "reason": "FastSpeech2 tokenizer loading and protobuf error handling are unrelated." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Phi4Multimodal config defaults and non-persistent buffer junk are different initialization bugs." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "FP8 MoE save_pretrained and processor save_pretrained missing files are different components and failures." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FineGrainedFP8 accuracy loss is unrelated to processor save_pretrained file omission." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "Feature extractor center-arg crash is unrelated to auto_docstring annotation handling." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "No module named transformers.onnx is not the same as missing PyTorch for AutoModel." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer_class metadata mismatch is unrelated to Qwen3.5 MoE loading failure." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Both involve serving, but one is chat/completions request handling and the other is a Gemma4Processor attribute crash." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Missing AutoImageProcessor import and missing is_offline_mode import are different symbols and causes." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "MoE FP8 save_pretrained is unrelated to the max_shard_size question." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both mention the DSA indexer, but they describe different missing operations and bugs." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "AutoTokenizer loading failure is unrelated to Qwen3.5 flash-attention generation drift." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "DSA indexing return values are unrelated to meta-initialization compatibility." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Position_ids buffer access error is unrelated to processor save_pretrained file output." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Batch chat-template crash and auto_docstring attribute crash are unrelated code paths." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Multimodal config defaulting and GPTNeoX rotary_pct reload behavior are different configuration bugs." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "A wrong docstring and GLM-5 RoPE implementation are not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 33, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:29127", + "issue:30990", + "issue:33357", + "issue:38175", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43475", + "issue:43576", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44442", + "issue:44488", + "issue:44514", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44743", + "issue:44829", + "issue:44871", + "issue:44945", + "issue:44991", + "issue:45092", + "issue:45245", + "issue:45278", + "issue:45290", + "issue:45310", + "issue:45357" + ], + "soft_pairs": [ + "issue:44261|issue:45092", + "issue:43723|issue:44871", + "issue:30990|issue:38175", + "issue:43723|issue:44991", + "issue:45092|issue:45357", + "issue:43723|issue:44442", + "issue:42886|issue:42994", + "issue:42831|issue:45310", + "issue:41628|issue:43824", + "issue:42831|issue:44038", + "issue:43576|issue:43784", + "issue:43122|issue:44521", + "issue:44263|issue:44373", + "issue:42757|issue:45278", + "issue:44117|issue:44704", + "issue:42886|issue:43066", + "issue:43122|issue:44514", + "issue:30990|issue:33357", + "issue:44704|issue:45290", + "issue:43232|issue:45245", + "issue:42371|issue:44263", + "issue:44295|issue:44297", + "issue:42907|issue:44945", + "issue:43232|issue:44743", + "issue:43976|issue:44945", + "issue:39401|issue:44488", + "issue:42907|issue:43937", + "issue:43408|issue:43475", + "issue:44625|issue:44829", + "issue:29127|issue:30990", + "issue:41628|issue:45278" + ], + "prepared_review_unit_hash": "3458d1d92146aa682107f5786c686155787816a6f66d83c5db5d944fb6461d91", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36063, + "estimated_input_tokens": 9016, + "estimated_eval_tokens": 18288 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly over-similar rather than truly duplicate: it mixes tokenizer-loading regressions, import-symbol breakages, quantization/save issues, multimodal chat-template bugs, and unrelated model-specific failures. I would not merge any of the soft pairs.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43723 is the clearest representative of the tokenizer-loading/import regression subset and is the most concrete anchor among the similarly worded v5-related items.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the broadest umbrella for the cluster's v5 upgrade/import-breakage theme, though it is still too vague to serve as a precise duplicate anchor.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "Different bugs: MLA rms_norm_eps precision/config mismatch vs old InternVL2 remote-code/meta-init incompatibility." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading regression vs Gemma eos_token_id configuration inconsistency." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Unrelated loading hang vs zero-probability inference issue." + }, + { + "left": "issue:43723", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer load failures, but they involve different models and different failure modes." + }, + { + "left": "issue:45092", + "right": "issue:45357", + "accept": false, + "reason": "Both involve Qwen3.5, but remote-code/meta-init incompatibility is not the same as save_pretrained key corruption." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "Generic AutoTokenizer v5 loading failure is not the same as FastSpeech2ConformerTokenizer-specific loading failure." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline cache tokenizer loading bug vs quantized model saving failure." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "FP8 accuracy regression vs Qwen3.5 Moe from_pretrained error." + }, + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Different missing-symbol import errors for different classes/models." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "FineGrainedFP8 accuracy issue vs Qwen3-VL-Moe bug." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "CLI/env command bug vs sentence-transformers import NameError." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Tokenization output differences vs multimodal assistant_mask generation bug." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "torch.split return handling vs docstring typo." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "Offline-mode import error is a different root cause than broad post-upgrade import failures." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES None handling vs AutoProcessor cached_file kwargs propagation." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline tokenizer cache failure vs wrong decoder type in v5." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "General tokenization differences vs batched apply_chat_template crash." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Different runtime/loading failures with no shared concrete code path." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "cached_file kwargs propagation vs chat-template crash on assistant tool-call messages." + }, + { + "left": "issue:43232", + "right": "issue:45245", + "accept": false, + "reason": "Generation kwargs update bug vs category-cardinality runtime error." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 settings warning vs torch.split return-value handling." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "position_ids buffer access error vs tokenizer save_pretrained config mismatch." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized model save failure vs pipeline-parallelism output bug." + }, + { + "left": "issue:43232", + "right": "issue:44743", + "accept": false, + "reason": "Different generation/cache bugs in separate code paths." + }, + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Python version compatibility issue vs pipeline-parallel output corruption." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Qwen3 tokenizer offset_mapping bug vs unrelated tokenizer load failure." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Model saving failure vs invalid GenerationConfig." + }, + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Type-mismatch warning vs missing-attribute crash in the SAM3 video path." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "num_labels propagation bug vs flash_attention_3 training degeneration." + }, + { + "left": "issue:29127", + "right": "issue:30990", + "accept": false, + "reason": "LayoutLMv3 error-message clarity issue vs sentence-transformers loading hang." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Missing AutoImageProcessor import and broad import failures are different root causes and symbols." + } + ] + }, + "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": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:36296", + "issue:38617", + "issue:39401", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42757", + "issue:42831", + "issue:42907", + "issue:43064", + "issue:43116", + "issue:43122", + "issue:43278", + "issue:43441", + "issue:43452", + "issue:43493", + "issue:43550", + "issue:43673", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43937", + "issue:43992", + "issue:44038", + "issue:44075", + "issue:44222", + "issue:44261", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44373", + "issue:44485", + "issue:44521", + "issue:44704", + "issue:44779", + "issue:44936", + "issue:44945", + "issue:44964", + "issue:44977", + "issue:45072", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45446", + "issue:45478" + ], + "soft_pairs": [ + "issue:44360|issue:44485", + "issue:43116|issue:45200", + "issue:39401|issue:44521", + "issue:44261|issue:44373", + "issue:44038|issue:44297", + "issue:43122|issue:44779", + "issue:42371|issue:42831", + "issue:44038|issue:44295", + "issue:36296|issue:43116", + "issue:42907|issue:43452", + "issue:44038|issue:44222", + "issue:43992|issue:44704", + "issue:43122|issue:44977", + "issue:43278|issue:44945", + "issue:45216|issue:45478", + "issue:43824|issue:44351", + "issue:42907|issue:44222", + "issue:42757|issue:44351", + "issue:42222|issue:43441", + "issue:42673|issue:45072", + "issue:42907|issue:44964", + "issue:43784|issue:45446", + "issue:43064|issue:43673", + "issue:43550|issue:43784", + "issue:22355|issue:29127", + "issue:38617|issue:45278", + "issue:43937|issue:44485", + "issue:43116|issue:43493", + "issue:42371|issue:43874", + "issue:44075|issue:44936", + "issue:44222|issue:45478" + ], + "prepared_review_unit_hash": "2cc98af0dc2389b505f1f844e95fc7122d99c398c5e5d06f281a64cc9aa93f9b", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36505, + "estimated_input_tokens": 9127, + "estimated_eval_tokens": 18510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft-edge pair looks like the same underlying bug or change; the set is mostly distinct import regressions, tokenizer issues, model-specific failures, and training/inference bugs. I would not merge any of the proposed pairs.", + "confidence": 0.91, + "canonical_issue_reason": "No exact duplicate stands out; issue 45278 is the broadest umbrella report (many import errors after upgrading to 5.5.0) and is the best single issue to anchor this set.", + "canonical_pr_reason": null, + "best_issue_reason": "45278 is the most general and reusable issue in the group, with clear upgrade context and enough breadth to subsume related import-failure reports if needed.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "Different topics: DSA indexer/ReLU vs GLM-5 RoPE implementation." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Both involve training/examples, but one is multi-label classification output and the other is Gemma 4 mm_token_type_ids handling." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Both are multimodal/tokenization-related, but the concrete bugs differ: offset_mapping vs assistant_masks." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "MLA q_a_layernorm precision/config bug is unrelated to a position_ids docstring issue." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe from_pretrained bug is unrelated to tokenizer.save_pretrained writing the wrong tokenizer_class." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they cite different models and no shared concrete code-path is evident." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 API warning/behavior is unrelated to FineGrainedFP8 accuracy." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe loading issue is unrelated to position_ids buffer access." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor-parallel training bug and multi-label classification empty results are different failure modes." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized save failure and gguf_file loading breakage are different code paths." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Qwen3-VL-Moe load error and FP8 save_pretrained moe issue are separate model/runtime problems." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "UMT5Encoder missing weights and AutoProcessor kwargs forwarding are unrelated loader bugs." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "Different tokenizer regressions affecting different model families; not the same bug." + }, + { + "left": "issue:43278", + "right": "issue:44945", + "accept": false, + "reason": "Embedding dtype mismatch in evaluate is unrelated to pipeline-parallel wrong LLM output." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5 and save/load, but one is save_pretrained checkpoint corruption while the other is from_pretrained loading failure." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Different missing symbols: Qwen2_5_VLForConditionalGeneration vs HybridCache." + }, + { + "left": "issue:42907", + "right": "issue:44222", + "accept": false, + "reason": "Saving dequantized Ministral/Devstral weights and FP8 MoE saving are related only at a high level, not the same bug." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Different import errors from different symbols and likely different dependency breakages." + }, + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "VitPose model breakage is unrelated to Ministral-3 FlashAttention failure." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM and dtype mismatch in bfloat16 inference are distinct issues." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Dequantized save failure and Phi-4 multimodal load failure are different model-loading/saving paths." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "sentence-transformers import NameError and flex_attention PyTorch version check are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "Wrong optimizer states under FSDP2/PEFT and missing GenerationMixin cache are separate training vs generation bugs." + }, + { + "left": "issue:43550", + "right": "issue:43784", + "accept": false, + "reason": "torch.compile + SDPA model failure is unrelated to a missing nn import on package load." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "No module transformers.onnx is unrelated to a LayoutLMv3 error-message clarity issue." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing symbol import is not the same as a broad bundle of import errors after upgrade." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GLM-5 GenerationConfig validation and GLM-5 RoPE implementation are different aspects of the model." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "Multi-label classification example failure and SigLIP2 implementation discrepancy are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 configuration warning and GLM46V image-patch API missing method are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "SGD args ignored and trainer.evaluate() failing after train() are different training pipeline bugs." + }, + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both mention MoE/save/load, but one is FP8 save_pretrained and the other is a Qwen3.5 from_pretrained 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": 35, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:33453", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42617", + "issue:42673", + "issue:43116", + "issue:43408", + "issue:43421", + "issue:43450", + "issue:43577", + "issue:43582", + "issue:43742", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:43931", + "issue:43937", + "issue:43976", + "issue:43986", + "issue:44038", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44291", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44496", + "issue:44779", + "issue:44829", + "issue:44945", + "issue:44977", + "issue:45071", + "issue:45081", + "issue:45083", + "issue:45216", + "issue:45310", + "issue:45341", + "issue:45405", + "issue:45446", + "issue:45464", + "issue:45478", + "issue:45542" + ], + "soft_pairs": [ + "issue:43116|issue:43825", + "issue:44038|issue:45478", + "issue:43976|issue:45446", + "issue:39401|issue:44779", + "issue:43931|issue:44945", + "issue:45083|issue:45446", + "issue:33453|issue:39401", + "issue:43937|issue:44977", + "issue:43827|issue:45446", + "issue:42673|issue:43906", + "issue:44291|issue:45071", + "issue:43450|issue:43986", + "issue:45405|issue:45446", + "issue:44829|issue:45216", + "issue:44484|issue:45310", + "issue:39401|issue:43421", + "issue:38617|issue:41628", + "issue:44117|issue:45081", + "issue:42673|issue:43582", + "issue:44410|issue:45310", + "issue:43408|issue:43742", + "issue:42673|issue:43577", + "issue:42222|issue:45542", + "issue:42371|issue:44261", + "issue:43937|issue:44496", + "issue:44483|issue:45464", + "issue:38617|issue:44220", + "issue:42617|issue:45341", + "issue:42175|issue:42222" + ], + "prepared_review_unit_hash": "1ed81e8be86640d4d6d216b4d90b40bc753d13bc7ffc1353fc074f10c02239c3", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35697, + "estimated_input_tokens": 8925, + "estimated_eval_tokens": 18106 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster does not look like a duplicate set: the issues span unrelated tokenizer, model-loading, backend/version-check, docs, and API regressions. I rejected every soft pair.", + "confidence": 0.93, + "canonical_issue_reason": "No canonical issue: these reports cover unrelated bugs and no single item is a clear duplicate hub.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue: the cluster is heterogeneous, so any representative issue would be arbitrary.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Different problems: example script multi-label output vs v5 pipeline error messaging." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen model families and different failure modes; not the same bug." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version compatibility bug vs PyTorch import/version check." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both tokenizer regressions, but for different models and symptoms (offset mapping vs incorrect outputs)." + }, + { + "left": "issue:43931", + "right": "issue:44945", + "accept": false, + "reason": "Model weight-shape loading error vs pipeline-parallelism output corruption." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "qwen3_omni_moe feature-length helper issue vs flex_attention import version check." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Generic tokenizer loading regression vs specific Qwen3 offset-mapping bug." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Different model-specific generation failures; no shared code-path evidence." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs mentioning removed pipeline API vs flex_attention import gating." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "VRAM leak in multithreaded dataloader use vs an isolated reproduction of another issue." + }, + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Unexpected init_empty_weights argument vs PretrainedConfig type-checking breakage." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Video processor batch-shape bug vs missing-torchvision crash path." + }, + { + "left": "issue:45405", + "right": "issue:45446", + "accept": false, + "reason": "Dependency version bump issue vs PyTorch version check bug." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "Flash-attention training degeneration vs save_pretrained checkpoint regression." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Question about shard size default vs Qwen3.5 from_pretrained failure." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Different tokenizer internals: offset mapping bug vs runtime special-token/post-processor update bug." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Different missing imports; same broad area but not the same underlying defect." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping None handling vs Mistral regex patch crash." + }, + { + "left": "issue:42673", + "right": "issue:43582", + "accept": false, + "reason": "VRAM leak vs Apple Silicon TypeError; unrelated failures." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "qwen3next missing projections vs Qwen3.5 from_pretrained error." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Model-type mismatch warning vs unrelated MobileLLM key error." + }, + { + "left": "issue:42673", + "right": "issue:43577", + "accept": false, + "reason": "VRAM leak in threaded loading vs dtype mismatch on Blip2 load." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "Vitpose model breakage vs TensorFlow backend detection issue." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API guidance bug vs MLA rms_norm_eps precision issue." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Invalid generation config vs unrecognized model config; different load/generation paths." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Both hit chat/completions, but one is a general v5 API rejection and the other is a model-specific streaming inference failure." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "ImportError for configuration_utils symbol vs audio feature-extraction helper issue." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel.py execution failure vs testing_utils bug; no shared root cause." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "TensorFlow backend packaging issue vs vitpose model breakage." + } + ] + }, + "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": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:38617", + "issue:41628", + "issue:42222", + "issue:42757", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43335", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43531", + "issue:43582", + "issue:43673", + "issue:43874", + "issue:43931", + "issue:43976", + "issue:43986", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44410", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44704", + "issue:44829", + "issue:44933", + "issue:44987", + "issue:45003", + "issue:45071", + "issue:45103", + "issue:45245", + "issue:45278", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45459", + "issue:45478", + "issue:45542" + ], + "soft_pairs": [ + "issue:44933|issue:45278", + "issue:44484|issue:45478", + "issue:43066|issue:43122", + "issue:43673|issue:45341", + "issue:43097|issue:44493", + "issue:42222|issue:45459", + "issue:44410|issue:45478", + "issue:43874|issue:44261", + "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:45003|issue:45341", + "issue:43931|issue:44410", + "issue:43097|issue:43452", + "issue:43986|issue:45341", + "issue:44117|issue:44987", + "issue:43335|issue:45071", + "issue:43408|issue:44368", + "issue:43931|issue:44038", + "issue:43874|issue:44263", + "issue:44829|issue:45245", + "issue:43986|issue:45372", + "issue:43976|issue:45071", + "issue:43531|issue:45341", + "issue:43064|issue:44315", + "issue:38617|issue:42757", + "issue:44261|issue:44485", + "issue:44410|issue:45375", + "issue:44704|issue:45103", + "issue:43582|issue:45341", + "issue:44038|issue:44410", + "issue:44062|issue:44117", + "issue:43986|issue:44117", + "issue:38617|issue:44351" + ], + "prepared_review_unit_hash": "8263c209cb20b9c64aa70fbac49ea47fa4391208bb69fd32ce9904a01bb3870d", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 37, + "serialized_chars": 38097, + "estimated_input_tokens": 9525, + "estimated_eval_tokens": 19306 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is dominated by Transformers v5 regression reports, but they span many unrelated subsystems (imports, tokenizer mappings, model config, generation, FSDP, vision/video processors). The broadest umbrella issue is the open report about many import errors after upgrading to 5.5.0, but the soft pairs are mostly adjacent symptoms rather than the same concrete bug, so none should be merged as duplicates.", + "confidence": 0.63, + "canonical_issue_reason": "issue:45278 is the broadest umbrella report in the set: it explicitly covers many import failures after upgrading Transformers, which matches the dominant theme of the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 best represents the cluster because it is the most general, user-facing summary of the repeated v5 import regressions; the other issues are narrower, model-specific, or unrelated follow-on bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44933", + "right": "issue:45278", + "accept": false, + "reason": "Related import-regression theme, but 45278 is an umbrella report while 44933 is a specific image_utils import failure; not clearly the same bug." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Completely different symptoms: shard-size behavior vs Qwen3.5 MoE from_pretrained loading failure." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Both tokenizer-related, but one is a decoder-type bug and the other is a tokenization behavior change; different concrete failures." + }, + { + "left": "issue:43673", + "right": "issue:45341", + "accept": false, + "reason": "Chunked-prefill cache issue vs a testing_utils bug; unrelated code paths." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Embeddings tying removal warning vs unexpected key/position-id issue; different regression classes." + }, + { + "left": "issue:42222", + "right": "issue:45459", + "accept": false, + "reason": "Vitpose model breakage vs tokenizer protobuf error masking; unrelated." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen-family model failures with different missing pieces and loading paths." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Missing image-patch API vs missing rms_norm_eps in config; different model-family bugs." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Both mention FlashAttention, but one is an inference failure for a specific model and the other is degenerate training with FA3; not the same code-path problem." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "AutoProcessor/torchvision loading crash vs save_pretrained shard sizing; unrelated." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "A precision warning during bfloat16 compilation vs a model-type mismatch warning; not the same underlying bug." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "Both GLM-related, but one is a torch.split bug and the other is a RoPE implementation issue; different fixes." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "AutoImageProcessor import error vs PretrainedConfig type-checking regression; different problems." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type-checking regression in v5.4 vs TensorBoard-only backend detection error; unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45341", + "accept": false, + "reason": "Unsafe sys.modules access vs a testing_utils bug; different subsystems and behaviors." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch vs Qwen3next missing projections; both model-specific but not the same defect." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Both are loading/API regressions, but one is an embeddings-tie API removal issue and the other is gguf_file breaking tokenizer/model loading." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "AutoProcessor torchvision crash vs testing_utils bug; unrelated." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "TOKENIZER_MAPPING_NAMES returning None is a generic mapping bug, but 44987 is a specific model loading failure; not clearly the same root cause." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "SwitchTransformers config construction bug vs PretrainedConfig type checking regression; different code paths." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "Model-type mismatch warning vs tie_word_embeddings warning; both warnings only, but not the same underlying issue." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Different Qwen/VL loading failures with different causes." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different GLM family bugs: missing image-patch method vs torch.split return handling." + }, + { + "left": "issue:44829", + "right": "issue:45245", + "accept": false, + "reason": "FlashAttention training degeneration vs a categorical-cardinality runtime limit; unrelated." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Processor loading without torchvision vs missing ReasoningEffort import from mistral_common; different dependency failures." + }, + { + "left": "issue:43976", + "right": "issue:45071", + "accept": false, + "reason": "Python version compatibility issue vs PretrainedConfig type-checking regression; different scope." + }, + { + "left": "issue:43531", + "right": "issue:45341", + "accept": false, + "reason": "Qwen3-MoE sliding_window bug vs testing_utils bug; unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Optimizer-state corruption with FSDP2/PEFT/cpu_ram_efficient_loading vs Liger Kernel not applied in model_init; different training mechanics." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but they target different symbols from different packages and likely different dependency/version causes." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Missing config.rms_norm_eps precision issue vs GLM-5 RoPE implementation bug; not the same defect." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Different Qwen-family config/model issues; one is missing projections, the other a missing vision config field." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwargs propagation bug vs auto_docstring crash under future annotations; unrelated." + }, + { + "left": "issue:43582", + "right": "issue:45341", + "accept": false, + "reason": "Apple Silicon allocator TypeError vs testing_utils bug; no overlap in code path." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Both Qwen-family, but one is a general v5/Qwen3-VL-Moe issue and the other is a missing projection layer in qwen3next; not the same bug." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "AddedToken argument collision vs tokenizer mapping None handling; different tokenizer layers." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "AutoProcessor crash without torchvision vs tokenizer mapping assumption; unrelated." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Both are cannot-import-name failures, but the missing symbols are different and there is no evidence of a shared root cause." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 37, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:36683", + "issue:38617", + "issue:42757", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43381", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43526", + "issue:43550", + "issue:43582", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43825", + "issue:43867", + "issue:43873", + "issue:43901", + "issue:43906", + "issue:43937", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44117", + "issue:44230", + "issue:44368", + "issue:44380", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44655", + "issue:44683", + "issue:45290", + "issue:45381", + "issue:45479", + "issue:45538" + ], + "soft_pairs": [ + "issue:43502|issue:43992", + "issue:43097|issue:43873", + "issue:43937|issue:45538", + "issue:43992|issue:44484", + "issue:43824|issue:43986", + "issue:43066|issue:43906", + "issue:43825|issue:44655", + "issue:43352|issue:44380", + "issue:38617|issue:43097", + "issue:43097|issue:43901", + "issue:43012|issue:43550", + "issue:43012|issue:44368", + "issue:42886|issue:43381", + "issue:43208|issue:43550", + "issue:42907|issue:44655", + "issue:44380|issue:45479", + "issue:43525|issue:44117", + "issue:43352|issue:43976", + "issue:43064|issue:44380", + "issue:43208|issue:43526", + "issue:44483|issue:44514", + "issue:43618|issue:44380", + "issue:43618|issue:43761", + "issue:36683|issue:43582", + "issue:43012|issue:44683", + "issue:44483|issue:45290", + "issue:42757|issue:43824", + "issue:44038|issue:44230", + "issue:44483|issue:45381", + "issue:43299|issue:43867", + "issue:38617|issue:43502", + "issue:43901|issue:44655", + "issue:43756|issue:44485", + "issue:42994|issue:44655", + "issue:36683|issue:43475" + ], + "prepared_review_unit_hash": "8826a6feeec8aceb5d35a5135e50cf402733cb3df2ee08cfe7a77ed87dda00e7", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 37965, + "estimated_input_tokens": 9492, + "estimated_eval_tokens": 19240 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of Transformers v5 regressions, model-specific loading/config bugs, and a few quantization/attention issues. The items do not collapse into a single duplicate, so I rejected all soft edges and picked the most broadly representative v5 regression issue as the canonical anchor.", + "confidence": 0.56, + "canonical_issue_reason": "Issue 43097 is the clearest broad v5 regression / API-breakage report in the set and is more representative of the cluster than the highly model-specific or narrowly scoped bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "43097 is the best global issue candidate because it captures a user-facing v5 compatibility break with clear downstream impact and sits closest to the general regression theme seen across the cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "Different failures: offline/network requests during load vs missing embed_tokens.weight when loading UMT5; not the same bug." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "One is a removed API symbol, the other is a quantization offloading problem; different code paths." + }, + { + "left": "issue:43937", + "right": "issue:45538", + "accept": false, + "reason": "GenerationConfig validation for GLM-5 is unrelated to CLIPTokenizer model_max_length behavior." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Checkpoint/shard loading issue vs save_pretrained shard-size question; not duplicate." + }, + { + "left": "issue:43824", + "right": "issue:43986", + "accept": false, + "reason": "Import error for a specific Qwen2.5-VL class is unrelated to torchvision-missing AutoProcessor crash." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "No evidence they target the same tokenizer-decoder bug; 43906 is only an isolated reproduction reference." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Pipeline task messaging vs saving Pipeline objects are different behaviors." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Both involve attention backends, but they affect different models and different concrete failures." + }, + { + "left": "issue:38617", + "right": "issue:43097", + "accept": false, + "reason": "Both are v5 API breakages, but they concern different missing symbols and different fixes." + }, + { + "left": "issue:43097", + "right": "issue:43901", + "accept": false, + "reason": "Removed config flag vs stale docs for return_all_scores; not the same underlying issue." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "PyTorch precision warning in compilation is not the same as a Bamba SDPA compile failure." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Warning about bfloat16 compile precision is unrelated to the tie_word_embeddings warning during fine-tuning." + }, + { + "left": "issue:42886", + "right": "issue:43381", + "accept": false, + "reason": "Offline cache loading and gradient-checkpointing eval-mode behavior are unrelated." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training bugs are model-specific and distinct from Bamba torch.compile/SDPA failure." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Quantized/dequantized model saving is not the same as saving Pipeline objects." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Attention backend scaling bug and degenerate single-label classification loss are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:44117", + "accept": false, + "reason": "Missing pad_token_id on Llama4Config and tokenizer mapping returning None are different load-time issues." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "A model-specific Flash Attention limitation is unrelated to Python version compatibility." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "Distributed optimizer-state bug and GPT2 attention scaling bug are unrelated." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "xLSTM training blockers do not match a BeitImageProcessorFast label-reduction bug." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat/completions request handling and chat template batching crash are separate code paths." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIP output assignment and GPT2 attention scaling are different model bugs." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Both are CLIP regressions, but one is attentions missing and the other is hidden_states missing; not enough evidence they are the same bug." + }, + { + "left": "issue:36683", + "right": "issue:43582", + "accept": false, + "reason": "Gemma3Config missing vocab_size is unrelated to Apple Silicon caching_allocator_warmup TypeError." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "bfloat16 precision warning is unrelated to compiled flex_attention failure on newer torch." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Server request acceptance and assistant-tool-call chat templating are different failures." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Different import errors from different modules/classes; not a duplicate." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Qwen3-VL-Moe loading regression is not the same as fp8 support request." + }, + { + "left": "issue:44483", + "right": "issue:45381", + "accept": false, + "reason": "Chat completions acceptance failure is unrelated to Qwen2.5-VL video vision_position_ids correctness." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Qwen3VL-Moe loading breakage is not the same as sorted state_dict load error." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "Different failures: missing import vs unwanted network calls during local-only load." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to saving Pipeline objects." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Different RoPE-related model discussions with no evidence of the same underlying bug." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Quantized model saving failure is not the same as Pipeline.save_pretrained support." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Missing vocab_size on Gemma3Config and missing fpn_position_embeddings on Sam3VisionEncoderOutput are unrelated attribute errors." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 38, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36010", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42757", + "issue:42890", + "issue:43010", + "issue:43064", + "issue:43066", + "issue:43352", + "issue:43525", + "issue:43575", + "issue:43618", + "issue:43867", + "issue:43931", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44075", + "issue:44077", + "issue:44112", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44263", + "issue:44360", + "issue:44380", + "issue:44484", + "issue:44492", + "issue:44655", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:44977", + "issue:45071", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45341", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45440", + "issue:45478" + ], + "soft_pairs": [ + "issue:43867|issue:45216", + "issue:44220|issue:44655", + "issue:43352|issue:43937", + "issue:43066|issue:45381", + "issue:44077|issue:44380", + "issue:44263|issue:45440", + "issue:36683|issue:44077", + "issue:43064|issue:44492", + "issue:43976|issue:44938", + "issue:36683|issue:43525", + "issue:36010|issue:42757", + "issue:44188|issue:44380", + "issue:43618|issue:45216", + "issue:36683|issue:44242", + "issue:43992|issue:45310", + "issue:43010|issue:45278", + "issue:36683|issue:43352", + "issue:43352|issue:43931", + "issue:41669|issue:44246", + "issue:43867|issue:45375", + "issue:36683|issue:43064", + "issue:43992|issue:45478", + "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:44857", + "issue:42890|issue:44964", + "issue:28282|issue:33453", + "issue:42890|issue:44112", + "issue:43618|issue:44977", + "issue:43010|issue:44075", + "issue:42890|issue:45341" + ], + "prepared_review_unit_hash": "bf07f41649672b7aaee1cb440e065e4560eff65ebbae789250f80aa9fffdf3e7", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 37, + "serialized_chars": 37568, + "estimated_input_tokens": 9392, + "estimated_eval_tokens": 19040 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the candidate pairs span unrelated import, tokenizer, model-loading, training, and config bugs. I found no convincing duplicate/mergeable pairs, so no canonical issue or PR stands out.", + "confidence": 0.94, + "canonical_issue_reason": "No single issue is a clear canonical representative because the set does not share one underlying bug; the pairs are mostly unrelated across different code paths and model families.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue is a strong global best fit for the cluster because the items are not variations of one problem; selecting any one would misrepresent the rest.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Different failure modes: generic state_dict loading error vs Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:44220", + "right": "issue:44655", + "accept": false, + "reason": "Audio feature extraction bug vs pipeline save_pretrained limitation; unrelated code paths." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Flash Attention unsupported for Nemotron vs invalid GenerationConfig for GLM-5." + }, + { + "left": "issue:43066", + "right": "issue:45381", + "accept": false, + "reason": "Tokenizer decoder type mismatch vs qwen2.5-vl video vision_position_ids issue." + }, + { + "left": "issue:44077", + "right": "issue:44380", + "accept": false, + "reason": "Different issues: patchtsmixer post_init policy vs GPT2 attention scaling ignored in SDPA/FA." + }, + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "torch.split return handling in one indexer vs DeepseekV3MoE implementation divergence." + }, + { + "left": "issue:36683", + "right": "issue:44077", + "accept": false, + "reason": "Gemma3 missing vocab_size and patchtsmixer post_init are unrelated model/config bugs." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state bug vs a cache strategy typo." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Python version compatibility regression vs Python 3.14 import failure; related broadly to versioning, not same bug." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Gemma3Config missing vocab_size vs Llama4Config missing pad_token_id; different model configs." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Missing GenerationMixin import vs missing is_offline_mode import; different symbols and upstream breakages." + }, + { + "left": "issue:44188", + "right": "issue:44380", + "accept": false, + "reason": "torch.compile attention-kernel branching bug vs GPT2 attention scaling config being ignored." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIPOutput attentions assignment regression vs Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Gemma3 config attribute missing vs load balancing loss omission; unrelated subsystems." + }, + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "UMT5Encoder missing embed_tokens.weight vs Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "Cache/layer update no_grad decoration request vs broad import errors after upgrading transformers." + }, + { + "left": "issue:36683", + "right": "issue:43352", + "accept": false, + "reason": "Gemma3 config attribute error vs Nemotron Flash Attention support check; different model families." + }, + { + "left": "issue:43352", + "right": "issue:43931", + "accept": false, + "reason": "Flash Attention support gating vs Qwen3-VL weight shape mismatch; not the same bug." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Reducing import * usage for import performance vs intermittent slow import complaint; related theme, but not the same concrete fix." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Generic state_dict loading error vs missing Qwen3_5MoeVisionConfig field; different root cause." + }, + { + "left": "issue:36683", + "right": "issue:43064", + "accept": false, + "reason": "Gemma3 config attribute missing vs optimizer-state corruption under FSDP2+PEFT." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "UMT5Encoder missing embed_tokens.weight vs same Qwen3.5 MoE from_pretrained family, but a different reported failure path; not enough evidence to merge." + }, + { + "left": "issue:44938", + "right": "issue:45071", + "accept": false, + "reason": "Python 3.14 import failure vs PretrainedConfig type checking breakage in v5.4.0; unrelated symptoms." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "Generic load error when state_dict is sorted vs Qwen3.5 visual encoder key regression in save_pretrained." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Missing no_grad decoration on cache/layer updates vs Python 3.9/3.10 compatibility issue." + }, + { + "left": "issue:44938", + "right": "issue:45381", + "accept": false, + "reason": "Interpreter-version import failure vs qwen2.5-vl video position-id bug; different areas." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "DSA indexer ReLU discussion vs DeepseekV3MoE implementation divergence; not the same code-path problem." + }, + { + "left": "issue:43618", + "right": "issue:44077", + "accept": false, + "reason": "CLIPOutput attentions assignment vs patchtsmixer post_init policy; unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug vs Qwen2-57B-A14B-Instruct loading OOM; both TP-related but distinct problems." + }, + { + "left": "issue:43867", + "right": "issue:44484", + "accept": false, + "reason": "Model load error with sorted state_dict vs save_pretrained shard-size question; unrelated." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "CLIPOutput attentions regression vs float16 AMP crash in LwDetrImageLoss." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "Missing set_seed in a test vs a model load failure for Phi-4 multimodal; unrelated." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch dependency ImportError vs tokenizer-loading regression; different causes." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Flaky test missing set_seed vs stale device override CI failure in GraniteSpeech." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "CLIPOutput attentions assignment regression vs Qwen3.5 flash-attention generation bug." + }, + { + "left": "issue:43010", + "right": "issue:44075", + "accept": false, + "reason": "Missing no_grad decoration request vs SGD arguments not being used; different optimizer/cache issues." + }, + { + "left": "issue:42890", + "right": "issue:45341", + "accept": false, + "reason": "Flaky integration test setup vs a bug in testing_utils.py; not the same underlying issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 39, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:30990", + "issue:31795", + "issue:33357", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38175", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:42890", + "issue:43010", + "issue:43065", + "issue:43232", + "issue:43299", + "issue:43502", + "issue:43576", + "issue:43673", + "issue:43723", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:44062", + "issue:44075", + "issue:44222", + "issue:44230", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44368", + "issue:44373", + "issue:44387", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44655", + "issue:44749", + "issue:44871", + "issue:44908", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45375", + "issue:45468", + "issue:45478" + ], + "soft_pairs": [ + "issue:43723|issue:44556", + "issue:43502|issue:44062", + "issue:44387|issue:44556", + "issue:44222|issue:45125", + "issue:43010|issue:43065", + "issue:43010|issue:43232", + "issue:45125|issue:45478", + "issue:42548|issue:44351", + "issue:45125|issue:45375", + "issue:44355|issue:44749", + "issue:30990|issue:31795", + "issue:43502|issue:44485", + "issue:44075|issue:44871", + "issue:44315|issue:44360", + "issue:43010|issue:44368", + "issue:42890|issue:44373", + "issue:38175|issue:43502", + "issue:43299|issue:44556", + "issue:43502|issue:44961", + "issue:44355|issue:44655", + "issue:44222|issue:44230", + "issue:44355|issue:45071", + "issue:42831|issue:43874", + "issue:42890|issue:43232", + "issue:33453|issue:34689", + "issue:42757|issue:43576", + "issue:33453|issue:36296", + "issue:43827|issue:44961", + "issue:43576|issue:43824", + "issue:43576|issue:45071", + "issue:43673|issue:44492", + "issue:38617|issue:43576", + "issue:33357|issue:33453", + "issue:44961|issue:45468", + "issue:31795|issue:38617", + "issue:43576|issue:44351", + "issue:44908|issue:44961", + "issue:41628|issue:42548" + ], + "prepared_review_unit_hash": "b88019d05782831aa310221b6ba2ffb539eb544dd0a1446cc1cb9daf2cd03950", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 38, + "serialized_chars": 38525, + "estimated_input_tokens": 9632, + "estimated_eval_tokens": 19520 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly separate issues with a loose common theme of v5 regressions, loading failures, and import problems. None of the soft pairs look like the same underlying bug/change with enough specificity to merge as duplicates.", + "confidence": 0.92, + "canonical_issue_reason": "issue:44556 is a clear, actionable regression report tied to a version upgrade and model reload failure, with a concrete failure mode and environment context.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44556 is the strongest representative issue in this set because it describes a specific upgrade regression affecting checkpoint reloads and is likely to be actionable for maintainers.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Both are loading-related, but one is tokenizer loading in v5 and the other is checkpoint reload failure after upgrading; too broad and not the same code path." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "Local-files-only network leakage and AddedToken keyword duplication are unrelated bugs." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "Int4 quantization memory/OOM regression is a different failure mode from checkpoint reload incompatibility." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained moe and missing _tp_plan for tensor parallelism affect different behaviors and code paths." + }, + { + "left": "issue:43010", + "right": "issue:43065", + "accept": false, + "reason": "Cache no_grad decoration and Sam3PixelDecoder Conv2d implementation are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:43232", + "accept": false, + "reason": "Both touch generation/cache areas, but one is about no_grad decoration and the other about sync_gpus/_update_model_kwargs_for_generation; not the same bug." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5 MoE loading, but one is specifically tensor-parallel _tp_plan support while the other is a broader from_pretrained error; insufficient evidence they are the same defect." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Different missing exports: PreTrainedModel versus HybridCache." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Qwen3.5 MoE tensor-parallel loading and a missing vision config field are different model/config issues." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "Compiled Python file errors and slowed filtering after upgrade are unrelated." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence Transformers loading hang and forward-docstring confusion are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Local_files_only network requests and GLM-5 RoPE implementation are unrelated." + }, + { + "left": "issue:44075", + "right": "issue:44871", + "accept": false, + "reason": "SGD optimizer args not used and Gemma-3 eos_token_id mismatch are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger Kernel application during model_init and DSA indexer ReLU discussion are not the same issue." + }, + { + "left": "issue:43010", + "right": "issue:44368", + "accept": false, + "reason": "Cache update no_grad and tie_word_embeddings warning are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44373", + "accept": false, + "reason": "Test flakiness from missing set_seed and position_ids docstring typo are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43502", + "accept": false, + "reason": "Zero probabilities in SigLIP2 and unintended API requests during local-only loading are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Qwen3VL MoE loading breakage in v5.0 and checkpoint reload failure after v4.57->v5.2/5.3 are different regressions." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Local-files-only network requests and a placeholder issue titled 'racoon' are unrelated." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled Python file errors and Pipeline save_pretrained failure do not match." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained bug and FP8 inference support request are different change/bug requests." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled file execution errors and PretrainedConfig type-checking breakage are unrelated." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FineGrainedFP8 accuracy and missing get_number_of_image_patches in GLM46VImageProcessorFast are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:43232", + "accept": false, + "reason": "Missing set_seed in tests and generation kwargs sync bug are unrelated." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression and Llama 3.2 Vision model loading breakage are different models and failure modes." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": false, + "reason": "Missing is_offline_mode import and broken env command are different issues." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading regression and tensor parallel training bug are unrelated." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() and a placeholder issue are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "Broken env command and missing Qwen2_5_VLForConditionalGeneration export are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "Broken env command and PretrainedConfig type checking regression are unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Missing GenerationMixin cache in chunked prefill and cache strategy typo are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "Missing configuration_utils export and broken env command are different failures." + }, + { + "left": "issue:33357", + "right": "issue:33453", + "accept": false, + "reason": "MacOS bus error on CLIP model and tokenizer loading regression are not the same underlying bug." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "Placeholder issue and Gemma-4 audio positional encoding bug are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Documentation confusion in forward signatures and an ImportError for layer_type_validation are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44351", + "accept": false, + "reason": "Broken env command and missing HybridCache import are different issues." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs bug and placeholder issue are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "Missing AutoImageProcessor import and missing PreTrainedModel import are related only at a broad export level, but they are different symbols and not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 40, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:36296", + "issue:41628", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43012", + "issue:43352", + "issue:43408", + "issue:43526", + "issue:43576", + "issue:43673", + "issue:43723", + "issue:43827", + "issue:43901", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44246", + "issue:44261", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44393", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44945", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45341", + "issue:45478", + "issue:45542" + ], + "soft_pairs": [ + "issue:36296|issue:43901", + "issue:44485|issue:44961", + "issue:36296|issue:43526", + "issue:36296|issue:43012", + "issue:44273|issue:45003", + "issue:41628|issue:44355", + "issue:44261|issue:44360", + "issue:44273|issue:45542", + "issue:44623|issue:45230", + "issue:43576|issue:44556", + "issue:41669|issue:43673", + "issue:44393|issue:45071", + "issue:44038|issue:45125", + "issue:44556|issue:45092", + "issue:42371|issue:44492", + "issue:42890|issue:44908", + "issue:44704|issue:44908", + "issue:44246|issue:44273", + "issue:43408|issue:44315", + "issue:44297|issue:45230", + "issue:43576|issue:44908", + "issue:43352|issue:44393", + "issue:44908|issue:45071", + "issue:43976|issue:44393", + "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:44077|issue:44861", + "issue:43827|issue:44908", + "issue:31795|issue:33453", + "issue:41669|issue:44908", + "issue:43723|issue:44393", + "issue:44655|issue:44861", + "issue:43576|issue:44273" + ], + "prepared_review_unit_hash": "5a16c2f45821e281fc276f6522c5585957bc4f5a672e3d3053268a75b97d0e84", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 38, + "serialized_chars": 38409, + "estimated_input_tokens": 9603, + "estimated_eval_tokens": 19462 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is heterogeneous: the issue titles cover unrelated topics like docs, tokenizers, import-time behavior, model-specific bugs, tensor parallelism, and training regressions. None of the soft pairs looks like the same underlying bug/change, so all are rejected.", + "confidence": 0.97, + "canonical_issue_reason": "No single canonical issue stands out because the set is not a true duplicate cluster; the items are about different subsystems and symptoms.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44261 is the strongest standalone report here: it is specific, active, and includes concrete repro/context, but it still does not represent the rest of the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training bug vs a docs mismatch about return_all_scores; unrelated problems." + }, + { + "left": "issue:44485", + "right": "issue:44961", + "accept": false, + "reason": "GLM-5 RoPE implementation issue and an unrelated placeholder report ('racoon') do not describe the same bug." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor-parallel training bug and BeitImageProcessorFast label reduction bug are different code paths." + }, + { + "left": "issue:36296", + "right": "issue:43012", + "accept": false, + "reason": "Training bug in tensor parallelism is not the same as a PyTorch precision warning during compilation." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Both touch loading/import areas, but lazy loading failure and unsafe sys.modules access are not the same concrete defect." + }, + { + "left": "issue:41628", + "right": "issue:44355", + "accept": false, + "reason": "Missing AutoImageProcessor export is unrelated to errors running compiled Python files." + }, + { + "left": "issue:44261", + "right": "issue:44360", + "accept": false, + "reason": "Missing rms_norm_eps in MLA q_a_layernorm is unrelated to a DSA indexer ReLU issue." + }, + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading failure and a TensorFlow backend error from tensorboard-only installs are different bugs." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing files from processor.save_pretrained is not the same as an unspecified generic bug report." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Broken `transformers env` command and checkpoint reload failures after upgrade are different symptoms and fixes." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-time slowdown from import * usage is unrelated to missing GenerationMixin cache during chunked prefill." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Qwen3-VL bounding-box output issue and PretrainedConfig type-checking regression are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Generic Qwen3-VL-Moe bug report and missing `_tp_plan` for Qwen3_5Moe are not the same concrete failure." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both involve v5 compatibility, but they target different models and different initialization/reload failures." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 settings warning is unrelated to a typo in cache strategies." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Missing set_seed in a test file is not the same as inverse_sqrt scheduler kwargs being ignored." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs forwarding and inverse_sqrt scheduler kwargs handling are separate API bugs." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import slowdown and lazy loading failure are related only broadly; they are not the same underlying defect." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model-type warning on sam3_video vs sam3_tracker is unrelated to Liger Kernel not being applied with model_init." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer_class mismatch on save_pretrained is unrelated to a generic bug report." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "`transformers env` breakage and scheduler kwargs being ignored are different behaviors in different subsystems." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2.0 unsupported on NemotronHForCausalLM is unrelated to Qwen3-VL 2D bbox hallucination." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs bug and v5.4.0 type-checking regression do not share the same code path." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python version compatibility failure is unrelated to Qwen3-VL bounding-box output errors." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access error is unrelated to the generic bug report." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import * performance problem and missing HybridCache export are different import-related issues." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Model import slowdown is unrelated to a testing_utils bug." + }, + { + "left": "issue:44492", + "right": "issue:44945", + "accept": false, + "reason": "Cache-strategy typo and incorrect LLM output under pipeline parallelism are unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44492", + "accept": false, + "reason": "Import-time performance issue and a typo in cache strategy docs/code 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 with flash_attention_3." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Different Qwen model families and different from_pretrained failures; not the same defect." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Post_init allowance for patchtsmixer and AttributeError on `_tied_weights_keys` are distinct validation vs crash bugs." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing pipeline() and scheduler kwargs being ignored are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Model.forward doc confusion and tokenizer loading regression are different issues." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Import * slowdown and scheduler kwargs handling are separate problems." + }, + { + "left": "issue:43723", + "right": "issue:44393", + "accept": false, + "reason": "Tokenizer loading issue in v5 is unrelated to Qwen3-VL bounding-box output errors." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained failure and tied-weight-key AttributeError do not share the same bug." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken `transformers env` command and lazy loading failure are 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": "issue", + "component_index": 2, + "component_count": 13, + "review_unit_index": 41, + "review_unit_count": 41, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-15354-364", + "nodes": [ + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:36683", + "issue:37428", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43618", + "issue:43704", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44315", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44556", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45092", + "issue:45230", + "issue:45290", + "issue:45310", + "issue:45341", + "issue:45468" + ], + "soft_pairs": [ + "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:31795|issue:37428", + "issue:44315|issue:45092", + "issue:43704|issue:44485", + "issue:44485|issue:45468", + "issue:42371|issue:43704", + "issue:43502|issue:43519", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:44263|issue:45468", + "issue:44261|issue:45468", + "issue:43606|issue:45468", + "issue:42890|issue:43704", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "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:31515|issue:31795", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:31515|issue:36683", + "issue:43298|issue:44230" + ], + "prepared_review_unit_hash": "fb4b230679494734c760dff3bf81f71498c500f4236029ee1d7f82ab351f2bc0", + "component_budget": { + "node_count": 364, + "item_count": 364, + "soft_pair_count": 1360, + "serialized_chars": 701656, + "estimated_input_tokens": 175414, + "estimated_eval_tokens": 351084 + }, + "budget": { + "node_count": 40, + "item_count": 40, + "soft_pair_count": 36, + "serialized_chars": 33212, + "estimated_input_tokens": 8303, + "estimated_eval_tokens": 16862 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous and contains many unrelated loading, config, scheduler, and model-specific bugs. The only plausible duplicate pair is the two tokenizer-v5 reports; the rest should stay separate.", + "confidence": 0.41, + "canonical_issue_reason": "issue:43066 is the clearest concrete report in the only likely duplicate pair, and its title points to a specific tokenizer-v5 root cause rather than the broader symptom described in 42913.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43066 is the best canonical anchor available here: specific, actionable, and closest to the likely duplicate tokenizer-v5 regression.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "Different models and different bugs: a DSA indexer/ReLU issue versus Gemma-4 audio positional encoding." + }, + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "One is a generic bug report; the other is a specific Qwen3.5 MoE from_pretrained error. No shared concrete code-path." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading behavior and inverse_sqrt scheduler kwargs are unrelated subsystems." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup and a VRAM leak in Qwen3ForCausalLM are not the same bug." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are different model-specific logic bugs." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Processor timestamp math and scheduler kwargs handling are unrelated." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion in forward() does not match a model-loading regression." + }, + { + "left": "issue:31795", + "right": "issue:37428", + "accept": false, + "reason": "Doc clarification for input_ids/past_key_values is unrelated to the flash-attention import error." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Both mention model initialization/loading, but they are different failures with different mechanisms and models." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak and RoPE implementation are distinct bugs." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE logic and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 API guidance and a Qwen3 VRAM leak are unrelated." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only network behavior and timestamp calculation are different code paths." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp computation and missing save_pretrained files do not describe the same defect." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Processor math bug versus memory leak; not the same issue." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return handling in GlmMoeDsaIndexer is unrelated to Gemma-4 audio encoding." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Missing rms_norm_eps in MLA q_a_layernorm is a different model/config bug." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:42890", + "right": "issue:43704", + "accept": false, + "reason": "Missing set_seed in a test is unrelated to a runtime VRAM leak." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": true, + "reason": "Both describe the same tokenizer-v5 regression: changed tokenizer behavior and the wrong decoder type are plausibly the same underlying bug." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs handling has nothing to do with an unrelated unemployment issue." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "A tied-weights helper crash and a chat-template tool-call crash are different failures." + }, + { + "left": "issue:44998", + "right": "issue:45341", + "accept": false, + "reason": "These titles are too generic and the report contents are unrelated." + }, + { + "left": "issue:44492", + "right": "issue:44998", + "accept": false, + "reason": "Cache-strategy typo and an unrelated generic issue are not duplicates." + }, + { + "left": "issue:43618", + "right": "issue:44998", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to the generic issue." + }, + { + "left": "issue:44556", + "right": "issue:44998", + "accept": false, + "reason": "Checkpoint reload incompatibility after v5 upgrade is unrelated to the generic issue." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is unrelated to tied-weight key handling." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig is a separate config migration bug." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading and an import error from configuration_utils are unrelated." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "FP8 inference support and missing processor.save_pretrained files are different tasks." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Slow checkpoint loading and tensor-parallel training bug are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Checkpoint loading performance and forward() documentation confusion are not the same issue." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support request and a from_pretrained error are related to the model family but not the same concrete bug." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "from_pretrained slowness and tokenizer-loading regression are different loading problems." + }, + { + "left": "issue:31515", + "right": "issue:36683", + "accept": false, + "reason": "Checkpoint loading performance and missing vocab_size in Gemma3Config are unrelated." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching support for audio models and FP8 Qwen3-VL support are different feature gaps." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted soft edge, issue:42913 \u2194 issue:43066, is reasonably supported by the titles as a likely tokenizer-v5 duplicate pair, and the remaining rejections are appropriately cautious given the limited evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "f1d9ac78dd6d2efc3331a9eb42c36af343b578f6296779e178b2f4dc22699c78", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1589, + "estimated_input_tokens": 398, + "estimated_eval_tokens": 1052 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: one requests Flash Attention 2 support for more architectures, the other requests GGUF support for more architectures. They share a broad \"community contribution\" framing but target different features and code paths.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:26350 is the better anchor only in the sense that it has much higher discussion activity, but it is not a canonical duplicate of issue:33260 because the requested changes are unrelated.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different underlying feature requests: Flash Attention 2 support vs GGUF support. Same general theme, but 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": 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": "e7ae7f7efd9318d7f830210423272c4e26b5ac56cc50a2e1132b74f86a012a84", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4455, + "estimated_input_tokens": 1114, + "estimated_eval_tokens": 2484 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4455, + "estimated_input_tokens": 1114, + "estimated_eval_tokens": 2484 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are all i18n docs-translation issues, but only #27088 is a concrete Turkish request; the other three look like generic placeholder/template issues rather than the same specific change. I would not treat any pair as a true duplicate with the evidence shown.", + "confidence": 0.58, + "canonical_issue_reason": "#27088 is the only concrete, language-specific issue (Turkish). The others are generic placeholder titles, so it is the best representative if a single issue must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "#27088 is the most actionable and specific item in the cluster; the rest do not identify a concrete language request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Turkish-specific request vs a generic placeholder translation issue; not enough evidence they are the same underlying change." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Turkish-specific request vs a generic placeholder translation issue; different concrete request." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Turkish-specific request vs a generic placeholder translation issue; different concrete request." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": false, + "reason": "Both are generic placeholder translation issues, but identical template wording alone does not prove the same underlying request." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": false, + "reason": "Both are generic placeholder translation issues; the evidence is too generic to confirm a duplicate." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": false, + "reason": "Both are generic placeholder translation issues; similar template text is not enough to confirm the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 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-36817-13", + "nodes": [ + "issue:36817", + "issue:37015", + "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:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42503|issue:45027", + "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": "fd6e598fab8d2d5b389515ec200b2c59e8827bf659886f2edad94010abd96ab5", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 25, + "serialized_chars": 16004, + "estimated_input_tokens": 4001, + "estimated_eval_tokens": 8258 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 25, + "serialized_chars": 16004, + "estimated_input_tokens": 4001, + "estimated_eval_tokens": 8258 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All items are model-add/support requests, but they target different models, families, or modalities (e.g. BERT variants, TTS/ASR, audio, OCR, vision-text). The soft-similarity edges are topical, not duplicate-level; none looks like the same underlying change.", + "confidence": 0.97, + "canonical_issue_reason": "No clear canonical duplicate: the issues span distinct models and tasks, so there is no single issue that subsumes the rest.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue for deduplication; even the closest-looking pairs (like Qwen3 TTS vs ASR) are different concrete support requests.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Different model families: EuroBERT vs DEIMv2; both are add-model requests, not the same change." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBERT config support is unrelated to Qwen3-TTS support." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT addition and Qwen3-ASR support are separate model requests." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT and OpenAI weight-sparse transformer are different architectures and code paths." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT is a text model request; LFM2.5 Audio 1.5B is an audio-model request." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are distinct model additions, not duplicates." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS support are different models and tasks." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated models with different integration requirements." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT models and Qwen3-ASR support are different model targets." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are different model families and modalities." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT models vs generic BERT-like RoPE support is too broad to be the same concrete change." + }, + { + "left": "issue:42503", + "right": "issue:45027", + "accept": false, + "reason": "ModernVBERT and Voxtral TTS are unrelated support requests." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "A generic RoPE request is not the same as adding Voxtral TTS support." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Same model family, but TTS and ASR are different concrete features/code paths; not duplicate-level." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are different models, not one merged fix." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS support and DeepSeek-OCR2 support are unrelated." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "TTS support and weight-sparse transformer support are different model integrations." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are different audio-model requests." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are different audio tasks/models." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "ASR support and EUPE (perception encoder) are unrelated model requests." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and weight-sparse transformer support are different concrete changes." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText target different modalities and implementations." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Weight-sparse transformer support is unrelated to EUPE model addition." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different model support requests." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "ASR support and DeepSeek-OCR2 support are different tasks 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": 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": "29c9fb20c8846650b1f550877e68e9be4b5520638489d71054efb410d5da80d4", + "component_budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6293, + "estimated_input_tokens": 1574, + "estimated_eval_tokens": 3404 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 8, + "serialized_chars": 6293, + "estimated_input_tokens": 1574, + "estimated_eval_tokens": 3404 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is heterogeneous: the issues cover unrelated models and subsystems (Llama4 norm semantics, Mask2Former loss handling, generic loss kwargs forwarding, ModernBERT config typing, a quantization typo, and tokenizer regex warnings). No duplicate or mergeable pair is evident from the titles/evidence.", + "confidence": 0.97, + "canonical_issue_reason": "No canonical issue: the items do not describe the same underlying bug or change, only superficially similar \u201cbug report\u201d phrasing.", + "canonical_pr_reason": null, + "best_issue_reason": "No single issue is a good cluster representative because the set is not a duplicate cluster; the reports target different code paths and fixes.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Different components and bug types: Llama4 norm behavior vs a ModernBERT config type-hint issue." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Mask2Former-specific ignore_value usage is unrelated to generic loss kwargs not being forwarded." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "Model loss-parameter handling is unrelated to tokenizer regex warnings after 4.57.3." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "A model bug about ignore_value is not the same as a typo in a quantization attribute name." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "One concerns Mask2Former loss behavior; the other is only a ModernBERT config type annotation." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "Forwarding kwargs to loss calculation is a different fix from correcting a config type hint." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "ModernBERT type annotation and tokenizer regex warning are separate subsystems and failure modes." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "A config type-hint correction is unrelated to a string/attribute typo in quantization code." + } + ] + }, + "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": "57f681b619cdc07a2bfd5148a61f58df05021cc9fc7aede182aea53035d15f38", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are unrelated: one requests a specific block decoding change, while the other asks for DeepSeek v3.2 model support. They do not appear to describe the same underlying bug or feature.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "Different requests with no shared code path or concrete overlap: block decoding behavior vs model/version support." + } + ] + }, + "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": "49706203c2bcd91ac133dbb5a7930dae600073d752ba5cac72442aca0e2efb1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1583, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues are only loosely related through Trainer/customization themes, but they describe different problems: one about `remove_unused_column` customizability, the other about FLOPS estimation for custom trainers. They are not duplicates.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "Different underlying bugs/features: one concerns `remove_unused_column` behavior, the other concerns FLOPS estimation logic for custom trainers. Shared Trainer/customization context is too broad to treat as the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 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": "a7e48da9d0e8bf30527f5bfcdf805fcbd910cb0985fc70b6d2533c4ecda3257b", + "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 both model-registration/support requests, but they target different model families and different AutoModel heads, so they are not duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "Issue 43684 is the broader and clearer representative of a registration request, covering AutoModel and AutoModelForConditionalGeneration support for Qwen3-Omni.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43684 is the better cluster anchor because it is broader and more general than the sequence-classification-specific request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying requests: Qwen3-Omni registration for AutoModel/AutoModelForConditionalGeneration vs Qwen3.5 (Qwen3_5Config) support for AutoModelForSequenceClassification. They involve different models and different heads, so they should not be merged as the same issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 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": "e55b6544e51453583c1537dcb7bd4f8ffd73159339707a7912140609d4db1265", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4267, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Fett is unrelated. The only strong duplicate signal is the near-simultaneous pair 43845/43846 with the exact same title; 43859 shares the title too, but the evidence is weaker without body text and with a larger time gap, so it should not be merged as confidently.", + "confidence": 0.58, + "canonical_issue_reason": "Issue 43845 is the earliest exact-title \"huggingface \" report in the strongest duplicate pair, so it is the best representative for that cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 is the cleanest global issue representative because it matches 43846 exactly on title and body length with the tightest timestamp gap.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different title and no supporting overlap beyond generic soft similarity." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different title and no concrete evidence they describe the same underlying issue." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "Different title and no evidence tying it to the other reports." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Exact same title, same body length, and only a 28-second gap make this look like the same minimal issue report." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": false, + "reason": "Same title, but the larger time gap and different body length are not enough without body text to confirm the same issue." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": false, + "reason": "Same title, but the later timestamp and shorter body length make the duplicate claim too weak on the available evidence." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster direction is plausible, but the analyst overstates the evidence for some soft-edge pairs. The packet only supports identical titles and close timestamps/body lengths for the three \u201chuggingface \u201d issues; it does not provide body text or topic wording, so claims like \u201cclearly overlapping minimal report\u201d and \u201csame topic wording\u201d are not grounded. Because the verdicts are not consistently conservative, reject." + }, + "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": "128a5b822303d072a6c1b804fe55aa0484a2af89c064aa9d742122939aaaaa4b", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5791, + "estimated_input_tokens": 1448, + "estimated_eval_tokens": 3152 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is mostly unrelated junk/spam issues. The three issues titled \"\" share the same title and similarly minimal metadata, so they likely represent the same duplicate spam report. The documentation suggestion and the \"Google LLC\" issue do not look like the same underlying item.", + "confidence": 0.78, + "canonical_issue_reason": "Issue 44371 is the earliest of the three \"\" issues, so it is the best canonical representative for that likely-duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "44371 is the cleanest canonical issue choice because it matches the other two \"\" issues and is the earliest among them.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": true, + "reason": "Same title \"\" with similarly minimal metadata; likely the same spam/duplicate report." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": true, + "reason": "Same title \"\" with similarly minimal metadata; likely the same spam/duplicate report." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "Different title and no evidence they describe the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "\"\" and \"Check out \\\"Google LLC\\\"\" do not appear to be the same report." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Documentation suggestion versus spam placeholder; they are not the same underlying issue." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Documentation suggestion versus spam placeholder; they are not the same underlying issue." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": true, + "reason": "Same title \"\" and similarly minimal metadata; likely duplicate spam issues." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Different titles with no concrete evidence of the same bug or change." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Different titles with no concrete evidence of the same bug or change." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The clustering is directionally reasonable, but several verdict reasons overstate the evidence. The packet only shows identical titles and body lengths; it does not expose the body text, so saying the issues have the \"exact same placeholder title/body pattern\" is too strong. A safer justification would be that the three issues share the same title \"\" and have very similar metadata, so they are likely duplicates. The summary is mostly conservative, but the soft-edge accept reasons need to be tightened before accepting." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "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": "bc8e5b967778f679d004795d1e9c57704f5a7097d43aa1693f79a4492396d29e", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1645, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two closed issues are likely duplicates: they have identical titles, a strong soft-similarity signal, and #45145 is earlier with one inbound reference. The evidence supports treating #45145 as the canonical issue, but not stronger claims about body-level equivalence.", + "confidence": 0.89, + "canonical_issue_reason": "#45145 is earlier, has one inbound reference, and shares the same title plus a strong soft-similarity signal with #45151, so it is the better canonical record.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the best global issue representative because it predates #45151 and already has an inbound reference, making it the more established discussion thread.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Likely duplicate/near-duplicate based on identical titles and the soft-similarity signal; the packet does not provide enough body detail for a stronger claim." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The pairing is plausible, but the analyst overstates the evidence. The packet confirms identical titles and a soft-similarity signal (jaccard 0.63), plus #45145 has one inbound reference and is earlier. However, it does not provide the bodies for direct comparison, so claims like \"highly similar bodies\" and \"same underlying energy-reduction request\" are stronger than the packet supports. The soft-edge accept is reasonable only if phrased more conservatively (e.g., \"likely duplicate/near-duplicate based on identical title and similarity signal\")." + }, + "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": 23, + "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: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:45435", + "pull_request:45454", + "pull_request:45489" + ], + "soft_pairs": [ + "pull_request:39895|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:45435", + "pull_request:43424|pull_request:43823", + "pull_request:43823|pull_request:45454", + "pull_request:43823|pull_request:45435", + "pull_request:43823|pull_request:43995", + "pull_request:43995|pull_request:45435", + "pull_request:43995|pull_request:45213", + "pull_request:43995|pull_request:44827", + "pull_request:44827|pull_request:45489", + "pull_request:44827|pull_request:45170", + "pull_request:43823|pull_request:44827", + "pull_request:45213|pull_request:45435", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:44827|pull_request:45435", + "pull_request:45454|pull_request:45489", + "pull_request:43823|pull_request:45489", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "94eb14d0f580345f93abc1f3e0e4915efb7fc3da5e50542fa9305609303f995c", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 23, + "serialized_chars": 37423, + "estimated_input_tokens": 9356, + "estimated_eval_tokens": 18968 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 23, + "serialized_chars": 37423, + "estimated_input_tokens": 9356, + "estimated_eval_tokens": 18968 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Mostly unrelated PRs were clustered together by broad lexical similarity. The only true duplicate-style overlap is the pair of cross-entropy fixes (43251 and 43254), which patch the same function in the same way to forward supported kwargs. The rest share only broad subsystems or themes and should stay separate.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the best representative because it directly targets issue #43240 and makes the broader, cleaner fixed_cross_entropy kwargs fix; 43254 is the near-duplicate sibling patch.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the strongest concrete bug-fix candidate in the cluster: it fixes the same cross-entropy forwarding bug as 43254, has the explicit issue link, and is the most self-contained duplicate pair member.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "VideoPrism model/docs addition vs executorch dynamic-shape export test; unrelated changes." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness vs adding MobileLLM; different problems and code paths." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Cross-entropy kwargs fix vs MobileLLM model addition; no shared underlying bug or change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Loss utility fix vs Mistral4 test/integration changes; unrelated." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch dynamic-shape export test vs Mistral4 test fixes; same general area, but not the same concrete change." + }, + { + "left": "pull_request:43424", + "right": "pull_request:45435", + "accept": false, + "reason": "Executorch export testing vs Whisper tokenizer boundary fix; unrelated code paths." + }, + { + "left": "pull_request:43424", + "right": "pull_request:43823", + "accept": false, + "reason": "Executorch export test vs MobileLLM model addition; unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45454", + "accept": false, + "reason": "New MobileLLM model vs Gemma4 text-only training behavior; different models and fixes." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45435", + "accept": false, + "reason": "MobileLLM model addition vs Whisper tokenizer bugfix; unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "MobileLLM addition vs Falcon output-interface refactor; different targets." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45435", + "accept": false, + "reason": "Falcon refactor vs Whisper tokenizer indexing fix; not the same bug or change." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon model refactor vs model-creation skill/docs; unrelated." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon standardized-output refactor vs Mistral4 test fixes; different concerns." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45489", + "accept": false, + "reason": "Mistral4 test/integration fixes vs Gemma3n/Gemma4 cache-sharing alignment; only broad model-code overlap, not the same concrete change." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 tests vs layrnorm->layernorm renaming across CLIP-like models; unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:44827", + "accept": false, + "reason": "MobileLLM addition vs Mistral4 tests; unrelated." + }, + { + "left": "pull_request:45213", + "right": "pull_request:45435", + "accept": false, + "reason": "Model-creation skill/docs vs Whisper tokenizer bugfix; no shared underlying fix." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 tests vs model-creation skill/docs; unrelated." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "MobileLLM model addition vs model-creation skill/docs; not the same artifact or bug." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45435", + "accept": false, + "reason": "Mistral4 test fixes vs Whisper tokenizer bugfix; different code paths." + }, + { + "left": "pull_request:45454", + "right": "pull_request:45489", + "accept": false, + "reason": "Both touch Gemma-family files, but one is Gemma4 training text-only handling and the other aligns Gemma3n cache sharing to Gemma4; not mergeable as one PR." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45489", + "accept": false, + "reason": "MobileLLM addition vs Gemma3n/Gemma4 cache-sharing alignment; unrelated." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Both patch fixed_cross_entropy in the same way to forward supported kwargs to nn.functional.cross_entropy; the differences are superficial and could be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only clearly mergeable duplicate-style pair is 43251/43254, which both patch `fixed_cross_entropy` to forward supported kwargs; the rest are reasonably described as broad-similarity but not same-bug overlaps. No soft-edge verdict appears overstated." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 23, + "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": "f4d7b9c68979cb4cf1a84f6731b4dd69143ac1da48946a24ac572084f2274e88", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs add VibeVoice support, but they are not duplicates: #40546 is the base VibeVoice implementation, while #42781 adds a separate realtime variant plus acoustic tokenizer and generation changes. They share a model family and some filenames, but target different feature sets and would not naturally merge into one PR.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "#40546 is the more canonical base implementation: it introduces VibeVoice itself, has broader discussion/activity, and establishes the core model integration that the realtime PR builds on.", + "best_issue_reason": null, + "best_pr_reason": "#40546 is the best representative for the cluster because it is the foundational VibeVoice integration rather than a derivative realtime extension.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Shared VibeVoice files indicate related work, but #42781 adds realtime-specific functionality and extra tokenizer/generation/model changes, so this is not the same concrete bug/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": 3, + "component_count": 23, + "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": "111efb8a2628271e93a508492452600fab7eedfd4c5d9a4eb02310ce9528e21c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4675, + "estimated_input_tokens": 1169, + "estimated_eval_tokens": 2594 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated pull requests in different model areas: TimesFM covariate forecasting vs. DINOv3 image classification support. They should not be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 41224 is the more self-contained and narrowly scoped change, with a concrete feature addition and supporting docs/tests; it is the cleaner representative PR in this cluster, though it is not a duplicate of 40755.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models, different tasks, and different code paths: TimesFM forecasting with covariates vs. DINOv3 image classification. They do not appear to fix the same underlying bug or implement the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 4, + "component_count": 23, + "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-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "6a294e22620e8bea8f4323a527dafc9a2ef2e366387013b7472c23e0fd9ad6a7", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5929, + "estimated_input_tokens": 1483, + "estimated_eval_tokens": 3222 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5929, + "estimated_input_tokens": 1483, + "estimated_eval_tokens": 3222 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about adding DEIMv2 support, but they are not the same concrete change set: #41356 is an earlier, smaller model/image-processor addition, while #44339 is a broader follow-up that adds the full Transformers integration and related infrastructure.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "#44339 is the better canonical PR because it is the more complete DEIMv2 integration: it includes the model, conversion script, loss/auto-mapping updates, docs, and tests, whereas #41356 is an earlier partial implementation.", + "best_issue_reason": null, + "best_pr_reason": "#44339 is the strongest representative for this cluster since it covers the full DEIMv2 feature landing and is the most comprehensive change set.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model family and shared issue target, but not the same concrete PR-level change: #44339 is a much broader, later integration with additional files and functionality, so this looks like a follow-up rather than a duplicate that should be merged together." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 23, + "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": "3158db4718741a459f2fae2b875c3bb402f8525ae37ca5244a849ee58d4de934", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6722, + "estimated_input_tokens": 1681, + "estimated_eval_tokens": 3618 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6722, + "estimated_input_tokens": 1681, + "estimated_eval_tokens": 3618 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated model-introduction PRs that happen to share the standard Hugging Face scaffolding for adding a new model, but they target different models, code paths, and docs. They should not be deduplicated.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different model additions (DeepSeek OCR vs Isaac) with distinct implementation files and tests; shared auto-registration/doc plumbing is too generic to indicate the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 6, + "component_count": 23, + "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": "6dbb4aff2fd97b61412995079ce86b2b1200f501c1c10add90cf8e0a305bf4b0", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5407, + "estimated_input_tokens": 1352, + "estimated_eval_tokens": 2960 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5407, + "estimated_input_tokens": 1352, + "estimated_eval_tokens": 2960 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two unrelated model-addition PRs, not duplicates. They share some auto-registry boilerplate and model-package wiring, but one adds InternVLFlash and the other adds AXK1, so they should stay separate.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR #42166 is the more complete model integration patch, but it is not a duplicate of #45426; the two PRs target different models and different code paths.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42166", + "right": "pull_request:45426", + "accept": false, + "reason": "Reject: shared registration files are generic boilerplate; the PRs add different models (InternVLFlash vs AXK1) and are not the same concrete fix/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": 23, + "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": "8cd3490ce52b1234efd62fa98103ad157e14da6a15dabadf4b58e3a8d736acac", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 10170, + "estimated_input_tokens": 2543, + "estimated_eval_tokens": 5342 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 10170, + "estimated_input_tokens": 2543, + "estimated_eval_tokens": 5342 + }, + "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 true duplicate set. The only substantive Whisper fix is 42227; the others are unrelated test churn or a separate dequant/loading change.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "42227 is the clearest, most specific change: it fixes Whisper `return_language` propagation in the ASR pipeline and has an explicit issue target.", + "best_issue_reason": null, + "best_pr_reason": "42227 is the best representative PR because it is a concrete bug fix with a clear scope and direct issue linkage; the others are either unrelated or not substantive duplicates.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42227", + "right": "pull_request:43291", + "accept": false, + "reason": "Both are Whisper-related, but they fix different code paths: 42227 is ASR pipeline `return_language` plumbing, while 43291 changes Whisper tokenization decode/timestamp handling. Not the same underlying change." + }, + { + "left": "pull_request:42227", + "right": "pull_request:43665", + "accept": false, + "reason": "43665 is unrelated test-file churn across CLIP/ViT with placeholder assertions, not the same bug or fix as Whisper return-language propagation." + }, + { + "left": "pull_request:42227", + "right": "pull_request:44815", + "accept": false, + "reason": "44815 is a separate dequant/model-loading change in FP8 and Mistral-related files, unrelated to Whisper ASR behavior." + }, + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "43291 is a Whisper tokenizer change; 43665 is unrelated test noise in image models. No shared underlying bug." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Different subsystems and problems: Whisper decode logic versus FP8/dequant and model loading." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "Completely unrelated: synthetic test edits in CLIP/ViT versus a real dequant/loading 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": 8, + "component_count": 23, + "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": "69f62cfdea8fb12f0d202a020ab44b95e932b5797a539476a505733fa8cb3a8f", + "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 in workflow files, but they target different dependency bumps and different failure modes: one is a Node 24 compatibility sweep for core workflow actions, the other upgrades docker/build-push-action in Docker image workflows. They are related maintenance, not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #42975 is the cleaner canonical representative because it addresses the broader, more foundational workflow-action compatibility upgrade across many CI jobs.", + "best_issue_reason": null, + "best_pr_reason": "PR #42975 is the best representative of the cluster: it has the clearer overarching goal (Node 24 compatibility) and touches the widest set of workflow infrastructure.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Both are workflow dependency upgrades, but they change different actions for different purposes: checkout/cache/upload-artifact versus docker/build-push-action. They do not appear to fix the same concrete bug or be mergeable as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 9, + "component_count": 23, + "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-42978-10", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:43838", + "pull_request:43973", + "pull_request:44601", + "pull_request:45157", + "pull_request:45283", + "pull_request:45490", + "pull_request:45532" + ], + "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:43448|pull_request:45532", + "pull_request:43451|pull_request:45490", + "pull_request:43451|pull_request:45532", + "pull_request:43838|pull_request:45283", + "pull_request:43973|pull_request:45283", + "pull_request:44601|pull_request:45532", + "pull_request:45157|pull_request:45532", + "pull_request:45283|pull_request:45532", + "pull_request:45490|pull_request:45532" + ], + "prepared_review_unit_hash": "cd03ab99947ac05ff61f508f8d3f2128d53fa019807e9302f2ab646d2297643b", + "component_budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 14, + "serialized_chars": 32133, + "estimated_input_tokens": 8034, + "estimated_eval_tokens": 16324 + }, + "budget": { + "node_count": 10, + "item_count": 10, + "soft_pair_count": 14, + "serialized_chars": 32133, + "estimated_input_tokens": 8034, + "estimated_eval_tokens": 16324 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is heterogeneous: it mixes several unrelated model-addition PRs and a few infrastructure/format-support PRs. The shared overlap is mostly boilerplate around docs, auto-mappings, and model-registration files, not the same underlying bug or change.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "Different models (ViT NEPA vs Molmo). Shared docs/auto-registration boilerplate is not the same concrete change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "Different models (ViT NEPA vs Molmo2). No shared code-path bug or mergeable combined change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "Model addition PRs for unrelated architectures (ViT NEPA vs CTSM); overlap is only framework registration/docs." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are distinct model families with separate implementations and docs; not the same fix/change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo vs CTSM are unrelated model additions; shared auto/model docs files are incidental." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45532", + "accept": false, + "reason": "Molmo and SLANet are different model integrations; same broad subsystem, but not the same concrete change." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 vs CTSM are distinct model supports with different code paths and configs." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45532", + "accept": false, + "reason": "Molmo2 and SLANet are unrelated model additions; overlap is only generic registration/docs." + }, + { + "left": "pull_request:43838", + "right": "pull_request:45283", + "accept": false, + "reason": "Qwen3-ASR support and Qwen3.5 GGUF loading support are different features: model integration vs quantized loader mapping." + }, + { + "left": "pull_request:43973", + "right": "pull_request:45283", + "accept": false, + "reason": "Lfm2 Audio model support and Qwen3.5 GGUF loading support address different models and different code paths." + }, + { + "left": "pull_request:44601", + "right": "pull_request:45532", + "accept": false, + "reason": "Pipeline-parallel loading infrastructure is unrelated to SLANet model support; they do not fix the same underlying issue." + }, + { + "left": "pull_request:45157", + "right": "pull_request:45532", + "accept": false, + "reason": "Prism GGUF dequantization support and SLANet model addition are unrelated; no plausible single merged PR." + }, + { + "left": "pull_request:45283", + "right": "pull_request:45532", + "accept": false, + "reason": "Qwen3.5 GGUF loading support and SLANet model support are separate changes in different subsystems." + }, + { + "left": "pull_request:45490", + "right": "pull_request:45532", + "accept": false, + "reason": "Both are model-addition PRs, but for different models (CTSM vs SLANet) with separate configs, modeling, and tests; not the same concrete change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 10, + "component_count": 23, + "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": "2e9b90349d214119f33916dfe43e7842735f50d924f12836044a59182f16476c", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7468, + "estimated_input_tokens": 1867, + "estimated_eval_tokens": 3990 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7468, + "estimated_input_tokens": 1867, + "estimated_eval_tokens": 3990 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These three PRs are not duplicates of one another. They only overlap on a shared Vit test filename, but the actual changes are unrelated: one alters setup/versioning, one changes CI/workflow/testing helpers, and one injects different workflow/test edits.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No clear canonical PR: the diffs target different code paths and concerns, so the shared test-file overlap is incidental rather than a duplicate signal.", + "best_issue_reason": null, + "best_pr_reason": "No PR is a good global representative for a duplicate cluster here, because the changes are substantively different despite superficial filename overlap.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "43488 is about setup.py/version/dependency changes, while 43532 is about workflow and testing utility edits; they do not fix the same underlying problem." + }, + { + "left": "pull_request:43488", + "right": "pull_request:45476", + "accept": false, + "reason": "43488 modifies packaging/versioning and a test file, whereas 45476 adds a CI workflow and unrelated dummy edits in CLIP/Chinese CLIP files." + }, + { + "left": "pull_request:43532", + "right": "pull_request:45476", + "accept": false, + "reason": "Both touch tests/workflows, but the concrete changes are different code paths and different purposes, so they should not be merged as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 23, + "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": "2300d5d7327539d08c07c6de81e7673a2db57859d2e17b4d36a2e6d7fcae98ff", + "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 closely related but distinct pull requests: both add a new promptable segmentation pipeline and share docs/registration scaffolding, but one is for concept segmentation while the other is for visual segmentation, with different model backends and tests. They should not be deduplicated.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 43613 is the broader of the two and covers more model backends and tests, so it is the better representative if one needed to pick a single PR to track this family of work.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different concrete features: promptable concept segmentation vs promptable visual segmentation. Shared documentation/registry changes are scaffold, but the pipelines, targeted model files, and tests differ, so they are not the same underlying change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 23, + "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": "84241daa616bfddb7e664c1edbf01e55cdfe8d18696beb9630b8c3c986dc5230", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4292, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs touch `trainer.py` but implement different Trainer extension hooks: one changes gradient-accumulation loss scaling, the other extracts signature-column filtering. They are not the same fix and should not be deduplicated.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different code paths and behaviors: loss scaling in `training_step` vs. input signature/column filtering. Shared file alone is not enough to treat them as the same change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 23, + "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": "26322fccad50414045434519bba100aa05d406f5aa7554d3565a9602176357ac", + "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": "Two PRs (43836 and 43842) appear to be alternate fixes for the same TypeAdapter NameError in `src/transformers/cli/serve.py`; 43656 looks like a broader typing/annotation cleanup and is less clearly the same concrete bug.", + "confidence": 0.77, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43842 is the cleanest, most direct fix: it explicitly handles `TypeAdapter` under `TYPE_CHECKING` and stringifies the runtime annotation to avoid the NameError when pydantic is absent.", + "best_issue_reason": null, + "best_pr_reason": "PR 43842 is the best representative because it is narrowly scoped to the exact runtime failure, with a small diff and an explicit issue target for the pydantic-related NameError.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "Both touch `serve.py` and mention TypeAdapter, but 43656 looks like a broader future-annotations/type-hint cleanup rather than the same concrete pydantic-absent NameError fix. The issue targets also differ, so I would not merge them as duplicates." + }, + { + "left": "pull_request:43836", + "right": "pull_request:43842", + "accept": true, + "reason": "Both PRs address the same runtime TypeAdapter NameError in the CLI serve path, in the same file, and the diffs are clearly alternative ways to fix the same bug. They could plausibly be merged into one PR." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is mostly grounded in the packet. The 43836\u219443842 pairing is reasonably treated as two alternative fixes for the same TypeAdapter NameError in `src/transformers/cli/serve.py`, and they look mergeable into one PR for the same bugfix. The 43656\u219443842 rejection is also conservative enough given the weaker overlap and different explicit issue targets. One small caution: the evidence that 43656 is a separate broader cleanup is limited, so that distinction should stay tentative rather than asserted strongly." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 23, + "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-43757-3", + "nodes": [ + "pull_request:43757", + "pull_request:45500", + "pull_request:45506" + ], + "soft_pairs": [ + "pull_request:45500|pull_request:45506", + "pull_request:43757|pull_request:45500", + "pull_request:43757|pull_request:45506" + ], + "prepared_review_unit_hash": "ff37c72b186d1f28f4a4b51ea0b0db636bc76ec748aba56d3c3caeda64c546a8", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7756, + "estimated_input_tokens": 1939, + "estimated_eval_tokens": 4134 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7756, + "estimated_input_tokens": 1939, + "estimated_eval_tokens": 4134 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is centered on GPT-OSS GGUF loading support. PR 45506 is the strongest canonical PR: it is the most complete implementation, explicitly supersedes 43757, and matches the issue target with the broadest code/test/docs coverage. PR 45500 is an earlier partial/full-support variant and is closely related to 45506, but 43757 is only an interim fallback and is not the same concrete change.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "45506 is the most complete and final-looking PR: it explicitly supersedes 43757, targets the same issue, and includes the broader GGUF mapping/runtime/test coverage rather than just a fallback workaround.", + "best_issue_reason": null, + "best_pr_reason": "45506 best represents the underlying fix because it implements end-to-end GPT-OSS GGUF loading support, not just a temporary fallback, and it appears to subsume the earlier PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45500", + "right": "pull_request:45506", + "accept": true, + "reason": "Same issue target, same core GPT-OSS GGUF loading work, and overlapping files indicate these are closely related variants of the same fix." + }, + { + "left": "pull_request:43757", + "right": "pull_request:45500", + "accept": false, + "reason": "They address the same issue, but not the same concrete change: 43757 is only a fallback-to-gpt-neox workaround, while 45500 is a broader GPT-OSS GGUF support implementation." + }, + { + "left": "pull_request:43757", + "right": "pull_request:45506", + "accept": false, + "reason": "43577/43757 is a partial workaround, whereas 45506 implements full loading support; they share a topic but are not the same underlying code change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 23, + "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": 16, + "component_count": 23, + "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:44071|pull_request:44085", + "pull_request:44068|pull_request:44086", + "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": "a3299dc276fc5d228f20b1f972fd95e2dfbad56821d01cc3f2a6263555fa123c", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84508, + "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 broad set of model-specific PRs migrating output tracing to the new decorator-based pattern. Most pairs are theme-only matches across different architectures, so they should stay separate. The only clear duplicates are the GPT-J/CodeGen variants and the GPT-Neo variants that touch the same concrete code path.", + "confidence": 0.84, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44722 is the best cluster representative: it is the latest GPT-J/CodeGen decorator migration, explicitly targets the shared output-tracing refactor, and covers the same concrete code path as the earlier GPT-J variants.", + "best_issue_reason": null, + "best_pr_reason": "PR 44722 is the strongest single representative for this duplicate set because it is the most complete and most recent GPT-J/CodeGen implementation of the shared output-tracing change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families; same output-tracing theme only." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Different architectures and code paths; only the refactor pattern matches." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Both are GPT-J output-tracing refactors in the same code path; one could subsume the other." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "RegNet/ResNet-family refactor versus EfficientNet; same theme, not the same change." + }, + { + "left": "pull_request:44072", + "right": "pull_request:44722", + "accept": false, + "reason": "EfficientNet and GPT-J/CodeGen are unrelated code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44072", + "accept": false, + "reason": "GPT-J/CodeGen versus EfficientNet; shared topic only." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa are unrelated implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen refactor versus MGP-STR; not the same concrete bug/change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-J/CodeGen and MPT touch different model code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Both are GPT-Neo output-tracing migrations in the same file and same path." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen versus GPT-Neo; same pattern, different code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet-family refactor versus GPT-J/CodeGen; not the same change." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are unrelated model paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet versus GPT-J; only the decorator migration is shared." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are different code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet-family and MPT refactors are not the same concrete change." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are different model implementations." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are distinct code paths." + }, + { + "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 different model changes." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 refactor versus GPT-J/CodeGen refactor; same theme only." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert touch different model families." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBert and LongT5 are unrelated code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are different concrete implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo versus MGP-STR; shared theme only." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are different model code paths." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are different implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are unrelated model paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different refactors, not one change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBert are different model families." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer and GPT-J/CodeGen are unrelated code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 only share the broad migration theme." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert and Flaubert are different model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and SegFormer are different code paths." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are unrelated concrete changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are different model families." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44086", + "accept": false, + "reason": "ResNet and MGP-STR are unrelated implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT and GPT-J are different code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are unrelated model changes." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are different concrete refactors." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44074", + "accept": false, + "reason": "RegNet and TextNet are different code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44056", + "accept": false, + "reason": "CVT/FNet and MPNet are unrelated model implementations." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are different code paths." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet and SegFormer are different model families." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa are unrelated concrete changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are different model paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and ViTS are unrelated changes." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert are different implementations." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44086", + "accept": false, + "reason": "MPNet and MGP-STR are unrelated code paths." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-2 and GPT-Neo are different model changes." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44071", + "accept": false, + "reason": "SegFormer and MPT are unrelated concrete refactors." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 and MPT are different model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are unrelated code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are different model families." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert and GPT-Neo only share the migration theme." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer and VisualBert are different model paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert are unrelated concrete changes." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen output-tracing refactor and same underlying code path." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Both target the GPT-J output-tracing migration in the same file; one PR could subsume the other." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative: the only accepted soft edges are the clearly overlapping GPT-J/CodeGen and GPT-Neo pairs that share file paths and issue target, while the rest are rejected as cross-family/theme-only matches. No soft-edge verdict overstates mergeability." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 23, + "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": "56e883e2f320282fef48d26bf2f7912b0a5414013f787fffc976853b59fca2cd", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84508, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13068, + "estimated_input_tokens": 3267, + "estimated_eval_tokens": 6790 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs are all model-specific refactors to standardized output tracing/capture_outputs, but they affect different architectures and code paths, so they are related in theme rather than duplicates.", + "confidence": 0.9, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44073 is the clearest representative of the shared refactor theme: it explicitly introduces both can_return_tuple and capture_outputs, adds model-level output-recording metadata, and shows the standardized tracing pattern most directly.", + "best_issue_reason": null, + "best_pr_reason": "44073 is the best global representative because it is the most explicit and self-contained instance of the output-tracing refactor pattern, while the others are narrower per-model adaptations or partial variants.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Same broad output-tracing refactor theme, but VisualBert and TextNet are different models with different implementations and tests; these are not the same concrete bug/change and would not be merged as one PR." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Both standardize output capture, but MPNet and VisualBert touch different model code paths and model-specific recorder mappings; related pattern, not duplicate change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Different models and different refactor details; they share a framework-level pattern but do not fix the same underlying code-path problem." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert each migrate output handling in separate model files with distinct internals, so these are not the same change and should stay separate." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "Both relate to standardized output collection, but SqueezeBert and SpeechT5 address different model implementations and different output semantics; 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They share repository scaffolding patterns, but not the same underlying code path or change request, so none should be clustered as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the three PRs implement different models with distinct configs, model files, and tests, so they are not duplicates of one another.", + "best_issue_reason": null, + "best_pr_reason": "No best PR for duplication triage: all three are separate feature PRs, and none is a better duplicate representative than the others.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model implementations (PenguinVL vs Voxtral TTS) with different codepaths and targets; shared auto-registration/docs are generic scaffolding, not the same change." + }, + { + "left": "pull_request:44662", + "right": "pull_request:45075", + "accept": false, + "reason": "Different models and artifacts (PenguinVL vision-language vs DeepSeek-OCR-2 OCR model); overlap is only in common model-template files, not a shared bug or feature." + }, + { + "left": "pull_request:45075", + "right": "pull_request:45401", + "accept": false, + "reason": "Distinct model additions for unrelated domains (OCR vs TTS); they do not appear mergeable as one PR fixing the same concrete problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 19, + "component_count": 23, + "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": "06696afc9dd2ac58254c4e4c1158d427ba84df9337b3f55ca3e52277c5394e5f", + "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 to module/kernel fusion, but they address different layers: one introduces a general module fusion API, while the other adds a specific n-to-1 kernel fusion path via `KernelConfig` and an example. 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They are not the same underlying code-path fix and would not naturally collapse 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": 20, + "component_count": 23, + "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": "7930ce776e6ef2b12f2e270f9171496b1435c509037fc5b3f735a155e5d1ee0c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs patch the same Mistral regex/pre-tokenizer AttributeError in the same file and target the same issue; PR 45317 looks like the more complete superset because it adds test coverage.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the better canonical PR: it implements the same fix as 45086 but also adds tests, has a clearer scoped title, and appears to be the more complete version of the change.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best overall PR because it covers the same concrete bug fix plus validation, making it the strongest standalone candidate to keep.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Accept: these are the same underlying fix for _patch_mistral_regex / Mistral regex AttributeError, touch the same code path and file, and target the same issue; 45317 is essentially a superset with tests." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 21, + "component_count": 23, + "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": "a1b797b7af648cd5d0a4fa5cf4a282d3d0e6ba808d6ac65d8aa70dba8f4f8ac8", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5398, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are closely related but not duplicates: #45333 adds heterogeneous per-layer config support, while #45332 builds on that with broader heterogeneous model/cache/masking/modeling changes. They share files because #45332 depends on the config work, but they are different concrete changes.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "#45332 is the broader umbrella PR and incorporates the model-side changes that go beyond config plumbing, so it is the better representative of the cluster.", + "best_issue_reason": null, + "best_pr_reason": "#45332 is the strongest standalone PR for the cluster because it covers the end-to-end heterogeneous model support, not just the configuration layer.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related, but not the same underlying change: #45333 is config-only, while #45332 extends into cache/modeling/masking and model-specific integration. They would not plausibly be merged as one duplicate PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 23, + "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": "a3dde27dbe55be01e7c5ae92d5c45e8ce154c49a5c5664fae08ec33dc3076b2f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5306, + "estimated_input_tokens": 1327, + "estimated_eval_tokens": 2910 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5306, + "estimated_input_tokens": 1327, + "estimated_eval_tokens": 2910 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related typing-focused PRs, but they are not the same concrete change: one is a broad type-checking sweep across many `src/transformers/*.py` files, while the other adds/adjusts shared typing protocols and helpers for specific modeling-utils integration. They overlap in subsystem, not in underlying fix.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45425 is the better representative because it makes a specific typing API change in `_typing.py` and related integration code, whereas PR #45415 is a broad multi-file type-checking pass with many unrelated edits.", + "best_issue_reason": null, + "best_pr_reason": "PR #45425 is the most focused and self-contained change; PR #45415 is too broad to serve as a clean duplicate target.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Both are typing-related, but #45415 is a broad type-checking cleanup across many files while #45425 adds specific typing protocols/helpers for modeling_utils. They do not look like the same underlying bug or change, and would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 23, + "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-45470-2", + "nodes": [ + "pull_request:45470", + "pull_request:45487" + ], + "soft_pairs": [ + "pull_request:45470|pull_request:45487" + ], + "prepared_review_unit_hash": "7998af5eec0ca7306df19c0bb0555cd8c337f967c3f950b058481686bfb11549", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5069, + "estimated_input_tokens": 1268, + "estimated_eval_tokens": 2792 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5069, + "estimated_input_tokens": 1268, + "estimated_eval_tokens": 2792 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are not duplicates: one only skips unsupported flash-attn composite-model tests in sam3_lite_text, while the other fixes a real model-parallel device placement bug in AltCLIP/ChineseCLIP and related models.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "pull_request:45487 is the stronger standalone fix because it changes production model code to address a concrete bug; pull_request:45470 is just a targeted test skip.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45470", + "right": "pull_request:45487", + "accept": false, + "reason": "Different underlying problems and scopes: 45470 suppresses flash-attn tests for one composite model, while 45487 fixes token_type_ids/device handling across multiple model implementations." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260422T000040Z/analysis-runs/hybrid-model-20260422t000040z/manifest.json b/snapshots/20260422T000040Z/analysis-runs/hybrid-model-20260422t000040z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..49382b044c860f7bdd962dc264f925215b9290df --- /dev/null +++ b/snapshots/20260422T000040Z/analysis-runs/hybrid-model-20260422t000040z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260422t000040z", + "artifacts": { + "hybrid": "snapshots/20260422T000040Z/analysis-runs/hybrid-model-20260422t000040z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260422T000040Z/analysis-runs/hybrid-model-20260422t000040z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-04-22T00:07:02Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260422T000040Z", + "variant": "hybrid" +} diff --git a/snapshots/20260422T000040Z/manifest.json b/snapshots/20260422T000040Z/manifest.json index 3ba63443da8d0d97c1b43b2e6f1cbec7b309a9cc..945bd30359ec9bb7f6d152eb17cc0cf9baac5fdf 100644 --- a/snapshots/20260422T000040Z/manifest.json +++ b/snapshots/20260422T000040Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 437 }, "extracted_at": "2026-04-22T00:00:40Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260422t000040z", + "runs": { + "hybrid-model-20260422t000040z": { + "analysis_id": "hybrid-model-20260422t000040z", + "artifacts": { + "hybrid": "snapshots/20260422T000040Z/analysis-runs/hybrid-model-20260422t000040z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260422T000040Z/analysis-runs/hybrid-model-20260422t000040z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260422T000040Z/analysis-runs/hybrid-model-20260422t000040z/manifest.json", + "model": null, + "published_at": "2026-04-22T00:07:02Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260422T000040Z", "watermark": {