diff --git a/analysis/current/analysis-report-hybrid.json b/analysis/current/analysis-report-hybrid.json index e35068321c6d84015892e4eccd4b136145af972a..d6958a32fa6342ef682bf14ab43240d34c20ed3b 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": "20260520T000134Z", - "generated_at": "2026-05-20T00:12:11Z", + "snapshot_id": "20260520T060132Z", + "generated_at": "2026-05-20T06:12:48Z", "evidence_quality": "full", "llm_enrichment": true, "meta_bugs": [ @@ -1422,6 +1422,100 @@ } ] }, + { + "cluster_id": "cluster-46032-3", + "summary": "Cluster of 1 issues and 2 PRs centered on issue #46032.", + "status": "open", + "confidence": 0.75, + "canonical_issue_number": 46032, + "canonical_pr_number": 46084, + "issue_numbers": [ + 46032 + ], + "pr_numbers": [ + 46084, + 46098 + ], + "evidence_types": [ + "closing_reference", + "shared_issue_target" + ], + "pr_comparisons": [ + { + "left_pr_number": 46084, + "right_pr_number": 46098, + "code_similarity": 0.451, + "size_similarity": 0.531, + "file_overlap": 0.667, + "area_overlap": 0.272, + "patch_similarity": 0.33, + "shared_filenames": [ + "src/transformers/models/mamba2/modeling_mamba2.py", + "tests/models/mamba2/test_modeling_mamba2.py" + ], + "shared_file_areas": [ + { + "filename": "src/transformers/models/mamba2/modeling_mamba2.py", + "left_ranges": [ + [ + 256, + 262 + ], + [ + 303, + 362 + ], + [ + 470, + 476 + ], + [ + 480, + 500 + ], + [ + 505, + 511 + ], + [ + 608, + 618 + ] + ], + "right_ranges": [ + [ + 255, + 373 + ], + [ + 481, + 495 + ] + ] + }, + { + "filename": "tests/models/mamba2/test_modeling_mamba2.py", + "left_ranges": [ + [ + 206, + 236 + ], + [ + 285, + 322 + ] + ], + "right_ranges": [ + [ + 476, + 542 + ] + ] + } + ] + } + ] + }, { "cluster_id": "cluster-45081-3", "summary": "Cluster of 1 issues and 2 PRs centered on issue #45081.", @@ -1980,6 +2074,15 @@ ], "target_issue_number": 45647, "reason": "PRs in cluster-45647-3 are treated as duplicates because they converge on issue #45647 with closing_reference, shared_issue_target evidence." + }, + { + "cluster_id": "cluster-46032-3", + "canonical_pr_number": 46084, + "duplicate_pr_numbers": [ + 46098 + ], + "target_issue_number": 46032, + "reason": "PRs in cluster-46032-3 are treated as duplicates because they converge on issue #46032 with closing_reference, shared_issue_target evidence." } ], "best_issue": { diff --git a/analysis/current/analysis-report-hybrid.llm-reviews.json b/analysis/current/analysis-report-hybrid.llm-reviews.json index 881320483e5692b2affcc16e9b8af6342faa26a7..288374183884e12f51189a728ff997c6c0695368 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": "20260520T000134Z", - "generated_at": "2026-05-20T00:12:11Z", + "snapshot_id": "20260520T060132Z", + "generated_at": "2026-05-20T06:12:48Z", "model": "gpt-5.4-mini?service_tier=flex", "reviews": [ { @@ -16,7 +16,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-409", + "cluster_id": "cluster-10000-410", "nodes": [ "issue:24643", "issue:30277", @@ -107,8 +107,8 @@ "issue:43716|issue:45685", "issue:43541|issue:43716", "issue:43828|issue:44292", - "issue:45507|issue:45685", "issue:43716|issue:44292", + "issue:45507|issue:45685", "issue:44292|issue:44918", "issue:43039|issue:44918", "issue:41762|issue:43638", @@ -135,100 +135,100 @@ "issue:43854|issue:43866", "issue:41093|issue:43638" ], - "prepared_review_unit_hash": "26530e3ae98fc71f92f8d02219f6d991942600bb64c8fd39ed84f60624c9e971", + "prepared_review_unit_hash": "de943234667c776ba187f80b6ec4683cc8c87f10bc1660e68809d4084b5458a4", "component_budget": { - "node_count": 409, - "item_count": 409, - "soft_pair_count": 1530, - "serialized_chars": 789356, - "estimated_input_tokens": 197339, - "estimated_eval_tokens": 394934 + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 66, - "serialized_chars": 47563, - "estimated_input_tokens": 11891, - "estimated_eval_tokens": 24038 + "serialized_chars": 47567, + "estimated_input_tokens": 11892, + "estimated_eval_tokens": 24040 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly heterogeneous cluster with a few real duplicate subgroups: one around ZeRO-3 index-out-of-bounds model loading, one around Qwen3.5 MoE rotary-embedding/device materialization, and one around the v5 tokenizer regression.", - "confidence": 0.79, - "canonical_issue_reason": "Issue 43596 is the most generic and central report in the ZeRO-3 \"index 0 is out of bounds\" subgroup, and the other accepted reports are model variants of the same loading failure.", + "summary": "This cluster is mostly heterogeneous: most soft-similarity links connect unrelated model/runtime/doc issues. The clear duplicate subgroups are the AutoTokenizer token-ID regression reports and the ZeRO-3 Bert out-of-bounds reports; most other pairs should stay separate.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 45920 is the broadest, most representative report in the only clearly duplicated subgroup here: it covers the AutoTokenizer wrong-token-ID regression across multiple models, not just one model family.", "canonical_pr_reason": null, - "best_issue_reason": "Best single issue for this cluster because it anchors the largest coherent duplicate subgroup; the rest of the items are mostly unrelated.", + "best_issue_reason": "Issue 45920 is the best issue to keep as the umbrella report: open, clearly phrased, and broad enough to subsume the narrower Granite-only regression report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44322", "right": "issue:45464", "accept": false, - "reason": "Different Qwen3.5 failures with no clear shared code path from the titles alone." + "reason": "Different failures: a missing config attribute in Qwen3.5 vs a chat/streaming inference failure. No same code path." }, { "left": "issue:45237", "right": "issue:45685", "accept": false, - "reason": "Different model and hardware/backend failures; not the same bug." + "reason": "Different models and hardware paths: GPT-OSS on AMD GPUs vs an MPS histogram op error in MoE code." }, { "left": "issue:43716", "right": "issue:45237", "accept": false, - "reason": "Mistral dtype mismatch vs GPT-OSS AMD-GPU failure are unrelated." + "reason": "Different bugs: Mistral-3 dtype mismatch vs GPT-OSS/AMD GPU support." }, { "left": "issue:43828", "right": "issue:45237", "accept": false, - "reason": "Different dtype/autocast bug and GPU backend issue." + "reason": "Both are dtype/device-related at a high level, but they are distinct models and distinct failure modes." }, { "left": "issue:45237", "right": "issue:45507", "accept": false, - "reason": "Different GPT-OSS/MoE issues; not the same concrete failure." + "reason": "Different model families and different invalid method/device issues; not the same bug." }, { "left": "issue:44292", "right": "issue:45237", "accept": false, - "reason": "Different model/runtime failures; no shared underlying bug." + "reason": "Separate model/runtime failures with no clear shared code-path." }, { "left": "issue:30277", "right": "issue:35545", "accept": false, - "reason": "DeepSpeed collective mismatch and ONNX export error are unrelated." + "reason": "DeepSpeed ZeRO-3 collective mismatch is unrelated to ModernBERT ONNX export." }, { "left": "issue:35545", "right": "issue:42915", "accept": false, - "reason": "ModernBERT ONNX export and Qwen3Moe FP8 failure are different bugs." + "reason": "ONNX export failure vs Qwen3Moe FP8 loading failure; unrelated." }, { "left": "issue:35545", "right": "issue:41720", "accept": false, - "reason": "Different model/export vs device-map runtime failures." + "reason": "ModernBERT export and Qwen3 auto device mapping are different problems." }, { "left": "issue:45901", "right": "issue:46015", "accept": false, - "reason": "Runtime crash in table QA vs outdated RAG docs; unrelated." + "reason": "Table QA crash vs outdated RAG docs/examples; not the same underlying issue." }, { "left": "issue:44509", "right": "issue:44512", "accept": false, - "reason": "Both are stale v5 docs, but they point to different removed features and are not clearly the same issue." + "reason": "Both are v5 docs cleanups, but they concern different removed items and different documentation locations." }, { "left": "issue:35545", @@ -240,331 +240,319 @@ "left": "issue:44805", "right": "issue:45823", "accept": false, - "reason": "Both are mismatch errors, but different models and different failure mechanisms." + "reason": "Mask/index shape mismatch vs Gemma4 device_map forward device mismatch; different failures." }, { "left": "issue:43638", "right": "issue:44805", "accept": false, - "reason": "ZeRO-3 empty-index error vs mask/tensor shape mismatch are different bugs." + "reason": "Both mention indexing errors, but one is ZeRO-3 Bert out-of-bounds and the other is a mask-shape mismatch; not clearly one bug." }, { "left": "issue:43596", "right": "issue:44805", "accept": false, - "reason": "Same general error family but different code path and symptom; not clearly the same bug." + "reason": "Same broad symptom class, but different models and failure details; too weak to treat as duplicates." }, { "left": "issue:44805", "right": "issue:45161", "accept": false, - "reason": "Shape-mask failure and GPT-OSS tensor-parallel issue are unrelated." + "reason": "Mask-shape index error vs GPT-OSS MoE tensor-parallel issue are unrelated." }, { "left": "issue:44805", "right": "issue:44918", "accept": false, - "reason": "Different shape/packing failures; not the same underlying issue." + "reason": "Different model/trainer failures with no shared concrete bug." }, { "left": "issue:34634", "right": "issue:35545", "accept": false, - "reason": "BarkProcessor voice_preset and ModernBERT ONNX export are unrelated." + "reason": "BarkProcessor voice preset bug is unrelated to ModernBERT export." }, { "left": "issue:30277", "right": "issue:43638", "accept": false, - "reason": "Different DeepSpeed failures: collective mismatch vs empty-index loading error." + "reason": "Both involve DeepSpeed, but one is collective mismatch and the other is an index-out-of-bounds during ZeRO-3 init." }, { "left": "issue:43596", "right": "issue:43638", "accept": true, - "reason": "Same ZeRO-3 index-0-out-of-bounds loading failure; only the model context differs." + "reason": "Same ZeRO-3 Bert out-of-bounds failure with nearly identical title and context; clearly the same underlying bug." }, { "left": "issue:43039", "right": "issue:45161", "accept": false, - "reason": "Liger cross-entropy routing and GPT-OSS tensor-parallel failure are unrelated." + "reason": "Liger Kernel cross_entropy routing and GPT-OSS tensor-parallel failure are different issues." }, { "left": "issue:43975", "right": "issue:44457", "accept": false, - "reason": "Incorrect detokenization and LoRA merge/save mismatch are different bugs." + "reason": "DeepSeek detokenization regression and LoRA merge/save mismatch are unrelated." }, { "left": "issue:44292", "right": "issue:44457", "accept": false, - "reason": "Different model/runtime failure vs LoRA merge consistency bug." + "reason": "Qwen-3-8B-NVFP4 runtime error and LoRA reload mismatch are distinct bugs." }, { "left": "issue:34928", "right": "issue:44805", "accept": false, - "reason": "FSDP activation-checkpoint shape recomputation and mask-index mismatch are different failures." + "reason": "Both are shape/mismatch errors, but one is FSDP checkpointing and the other is a mask/indexing bug." }, { "left": "issue:24643", "right": "issue:30277", "accept": false, - "reason": "Both involve DeepSpeed, but the concrete errors and code paths are different." + "reason": "DeepSpeed training errors, but one is a 2-D weight error and the other is a collective mismatch; not the same defect." }, { "left": "issue:45859", "right": "issue:45902", - "accept": true, - "reason": "Both point to the same Qwen3.5 MoE rotary-embedding state/device-materialization bug." + "accept": false, + "reason": "Both involve Qwen3_5MoeTextRotaryEmbedding, but one is CPU-offload incompatibility and the other is uninitialized-memory after to_empty materialization." }, { "left": "issue:43638", "right": "issue:45161", "accept": false, - "reason": "ZeRO-3 index error and GPT-OSS tensor-parallel failure are unrelated." + "reason": "ZeRO-3 Bert index error vs GPT-OSS MoE tensor-parallel issue are unrelated." }, { "left": "issue:34928", "right": "issue:36331", "accept": false, - "reason": "Activation-checkpoint/FSDP size mismatch vs trainer API signature break are unrelated." + "reason": "Activation-checkpointing/FSDP tensor mismatch is unrelated to a CustomTrainer signature change." }, { "left": "issue:43596", "right": "issue:45161", "accept": false, - "reason": "Different model-loading and tensor-parallel issues." + "reason": "Different domains: ZeRO-3 Bert init error vs GPT-OSS TP failure." }, { "left": "issue:43716", "right": "issue:45507", "accept": false, - "reason": "Different model-family dtype issue and invalid method call." + "reason": "Mistral-3 dtype mismatch and GraniteMoEHybrid invalid method are separate failures." }, { "left": "issue:39290", "right": "issue:45081", "accept": false, - "reason": "Gemma3 config attribute error and Mistral tokenizer regex patch crash are unrelated." + "reason": "Gemma3 vLLM config attribute error and Mistral tokenizer regex patch crash are unrelated." }, { "left": "issue:45823", "right": "issue:45874", "accept": false, - "reason": "Same model family, but device-map mismatch and inputs_embeds reverse-lookup are different code paths." + "reason": "Gemma4 device mismatch during forward vs expensive reverse embedding lookup are different issues." }, { "left": "issue:43425", "right": "issue:44292", "accept": false, - "reason": "Torch version compatibility and Qwen-3 NVFP4 runtime failure are unrelated." + "reason": "Torch 2.10 compatibility issue and Qwen-3-8B-NVFP4 runtime error are not the same bug." }, { "left": "issue:43828", "right": "issue:45161", "accept": false, - "reason": "Autocast dtype mismatch and GPT-OSS tensor-parallel failure are unrelated." - }, - { - "left": "issue:34928", - "right": "issue:41720", - "accept": false, - "reason": "Different training-stack and device-map runtime failures." + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to GPT-OSS tensor-parallel failure." }, { "left": "issue:44918", "right": "issue:45161", "accept": false, - "reason": "Qwen3.5 SFT embedding unpacking and GPT-OSS TP failure are unrelated." + "reason": "Qwen3.5 embedding unpacking in TRL SFT trainer is unrelated to GPT-OSS TP support." }, { - "left": "issue:43716", - "right": "issue:45685", + "left": "issue:41762", + "right": "issue:43638", "accept": false, - "reason": "Mistral dtype mismatch and MPS histogram int error are unrelated." + "reason": "Both are ZeRO-3 out-of-bounds style errors, but they hit different models and usage paths; not clearly one underlying bug." }, { - "left": "issue:43541", - "right": "issue:43716", + "left": "issue:43827", + "right": "issue:44512", "accept": false, - "reason": "Torch dynamo grouped_mm tracing error and image-preprocessor dtype mismatch are unrelated." + "reason": "Both are docs regressions in v5, but they reference different removed features and likely different pages." }, { - "left": "issue:43828", - "right": "issue:44292", + "left": "issue:43716", + "right": "issue:44560", "accept": false, - "reason": "Different dtype mismatch and NVFP4 runtime failures." + "reason": "Mistral-3 dtype mismatch vs Qwen3-vl video StopIteration are unrelated." }, { - "left": "issue:45507", - "right": "issue:45685", + "left": "issue:43039", + "right": "issue:44560", "accept": false, - "reason": "Different MoE invalid-method and MPS backend errors." + "reason": "Liger Kernel cross_entropy routing and video embedding StopIteration are unrelated." }, { - "left": "issue:43716", - "right": "issue:44292", + "left": "issue:43975", + "right": "issue:46015", "accept": false, - "reason": "Different model-family dtype and quantization/runtime failures." + "reason": "Tokenizer detokenization regression vs outdated RAG examples are unrelated." }, { - "left": "issue:44292", - "right": "issue:44918", + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same underlying AutoTokenizer wrong-token-ID regression; 45920 is the broader umbrella report across multiple model families." + }, + { + "left": "issue:44863", + "right": "issue:46015", "accept": false, - "reason": "Different Qwen model issues with no shared concrete bug." + "reason": "NemotronH checkpoint loading failure is unrelated to outdated RAG docs." }, { - "left": "issue:43039", - "right": "issue:44918", + "left": "issue:43866", + "right": "issue:44863", "accept": false, - "reason": "Liger kernel cross-entropy issue and SFT embedding unpacking are unrelated." + "reason": "Corrupted Ovis2 checkpoint and NemotronH checkpoint-loading implementation bug are different issues." }, { - "left": "issue:41762", - "right": "issue:43638", + "left": "issue:44292", + "right": "issue:46015", "accept": false, - "reason": "Same ZeRO-3 context, but the titles point to different model-specific failures and not clearly one bug." + "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to docs/examples cleanup." }, { - "left": "issue:43827", - "right": "issue:44512", + "left": "issue:43854", + "right": "issue:43866", "accept": false, - "reason": "Both are stale docs in v5, but they reference different removed artifacts and are not clearly the same change." + "reason": "Unable to load GLM-4.7-Flash in tests vs corrupted Ovis2 checkpoint are different model-specific problems." }, { - "left": "issue:43716", - "right": "issue:44560", + "left": "issue:43425", + "right": "issue:43866", "accept": false, - "reason": "Mistral image dtype mismatch and Qwen3-vl video StopIteration are unrelated." + "reason": "Torch version incompatibility and checkpoint corruption are unrelated." }, { "left": "issue:43828", "right": "issue:45685", "accept": false, - "reason": "Autocast dtype mismatch and MPS int histogram backend error are unrelated." + "reason": "Autocast dtype mismatch and MPS histogram op failure are unrelated." }, { "left": "issue:44560", "right": "issue:45685", "accept": false, - "reason": "Different vision/video failure and MPS backend error." + "reason": "Video StopIteration in Qwen3-vl-embedding and MPS histogram op failure are unrelated." }, { "left": "issue:43039", "right": "issue:43828", "accept": false, - "reason": "Liger kernel issue and autocast dtype mismatch are different bugs." + "reason": "Different MoE/dtype failures with no shared code path." }, { "left": "issue:30277", "right": "issue:36331", "accept": false, - "reason": "Different DeepSpeed/trainer issues with no shared underlying code path." + "reason": "DeepSpeed collective mismatch is unrelated to the CustomTrainer compute_loss signature change." }, { "left": "issue:45237", - "right": "issue:45901", + "right": "issue:46015", "accept": false, - "reason": "GPT-OSS AMD GPU failure and table-QA crash are unrelated." + "reason": "GPT-OSS AMD inference issue and outdated RAG docs/examples are unrelated." }, { "left": "issue:34928", "right": "issue:36010", "accept": false, - "reason": "FSDP checkpointing mismatch and GenerationMixin import error are unrelated." + "reason": "FSDP activation-checkpointing mismatch and GenerationMixin import error are unrelated." }, { "left": "issue:43039", "right": "issue:44805", "accept": false, - "reason": "Liger kernel cross-entropy issue and mask-shape mismatch are unrelated." + "reason": "Liger Kernel cross_entropy issue and mask-shape indexing error are unrelated." }, { "left": "issue:41762", "right": "issue:43596", - "accept": true, - "reason": "Same ZeRO-3 index-0-out-of-bounds loading failure; Gemma3 and BERT are variants of the same bug." + "accept": false, + "reason": "Both are ZeRO-3 index-out-of-bounds reports, but the model contexts differ enough that this is not clearly one duplicate bug." }, { "left": "issue:43901", "right": "issue:44512", "accept": false, - "reason": "Docs mentioning return_all_scores and docs mentioning the removed run command are different issues." + "reason": "TextClassificationPipeline docs mention is unrelated to the removed run command docs issue." }, { "left": "issue:39290", "right": "issue:41720", "accept": false, - "reason": "Different model/config and device-map runtime failures." + "reason": "Gemma3 vLLM config attribute error and Qwen3 auto device mapping cuda assert are different issues." }, { "left": "issue:45237", "right": "issue:45901", "accept": false, - "reason": "Different model/backend failure and table QA crash." + "reason": "GPT-OSS AMD failure and table QA crash are unrelated." }, { "left": "issue:44841", "right": "issue:45823", "accept": false, - "reason": "Processor failure for Voxtral and Gemma4 device mismatch are unrelated." + "reason": "Processor failure for Voxtral is unrelated to Gemma4 device mismatch." }, { "left": "issue:43039", "right": "issue:44560", "accept": false, - "reason": "Different Liger-kernel and video-processing failures." - }, - { - "left": "issue:43975", - "right": "issue:46015", - "accept": false, - "reason": "Incorrect detokenization and outdated RAG examples are unrelated." + "reason": "Liger Kernel cross_entropy call and Qwen3-vl video StopIteration are unrelated." }, { "left": "issue:45812", "right": "issue:45920", "accept": true, - "reason": "Same AutoTokenizer wrong-token-IDs v5 regression, with different affected model lists." + "reason": "Same AutoTokenizer token-ID regression across models; the broader issue should absorb the Granite-specific report." }, { "left": "issue:44863", "right": "issue:46015", "accept": false, - "reason": "Checkpoint loading failure and outdated docs are unrelated." + "reason": "NemotronH checkpoint loading and outdated RAG docs/examples are unrelated." }, { "left": "issue:43866", "right": "issue:44863", "accept": false, - "reason": "Different checkpoint/model-loading problems." - }, - { - "left": "issue:44292", - "right": "issue:46015", - "accept": false, - "reason": "Qwen NVFP4 runtime failure and outdated RAG docs are unrelated." + "reason": "Corrupted checkpoint vs model-loading implementation bug are different failure modes." }, { "left": "issue:43854", "right": "issue:43866", "accept": false, - "reason": "Unit-test model loading failure and corrupted checkpoint are different issues." + "reason": "Different models and different root causes; not the same issue." }, { "left": "issue:41093", "right": "issue:43638", "accept": false, - "reason": "Mask-index mismatch and ZeRO-3 empty-index error are different failures." + "reason": "Both are index/mask-style runtime errors, but one is a mask-length mismatch and the other is a ZeRO-3 index-out-of-bounds bug." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative about the soft edges. The three accepted duplicate subgroups (ZeRO-3 index-out-of-bounds loading, Qwen3.5 MoE rotary-embedding/materialization, and the v5 tokenizer regression) are all supported by the titles, while the rejected pairs are not overstated. " + "feedback": "The summary is grounded in the packet and stays conservative overall. The two accepted duplicate links are well supported by the titles/context: the ZeRO-3 Bert out-of-bounds pair and the AutoTokenizer wrong-token-ID regression pair. The rest of the soft-edge rejections are appropriately cautious and do not overclaim shared root cause." }, "evaluator_used": true, "retried": false, @@ -583,7 +571,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-409", + "cluster_id": "cluster-10000-410", "nodes": [ "issue:36010", "issue:39290", @@ -674,277 +662,277 @@ "issue:44530|issue:45005", "issue:42915|issue:45399" ], - "prepared_review_unit_hash": "a0eb7335a56c0e5e7a4ca609cc2e440f3d1c98f129590c57108094c2e5c27c76", + "prepared_review_unit_hash": "01f4ef70e52ca3593d15cba457d49bbe9d22c6b24bdb4f84a98cbc4f10a4d90c", "component_budget": { - "node_count": 409, - "item_count": 409, - "soft_pair_count": 1530, - "serialized_chars": 789356, - "estimated_input_tokens": 197339, - "estimated_eval_tokens": 394934 + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 39, - "serialized_chars": 38521, - "estimated_input_tokens": 9631, - "estimated_eval_tokens": 19518 + "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": "Heterogeneous cluster with two real duplicate subgroups: SigLIP2 output-regression reports and a separate remote_code/custom-module loading collision pair. The remaining soft edges are mostly false positives across unrelated bugs.", - "confidence": 0.89, - "canonical_issue_reason": "No single canonical issue spans the whole cluster because the accepted duplicates split into at least two distinct subgroups (SigLIP2 regression and remote_code/custom-module path collision), alongside many unrelated issues.", + "summary": "Mostly a mixed cluster of Transformers/vLLM regression reports with a couple of near-duplicate subthreads; no PRs are present. The broadest issue here is the recent PretrainedConfig/pydantic regression, though most pairs are not true duplicates.", + "confidence": 0.56, + "canonical_issue_reason": "Issue 45070 is the broadest, most reusable regression report in the set: a core v5.4.0 PretrainedConfig breakage. It best serves as a canonical anchor for this mixed version-regression cluster.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue for the full cluster. If forced within the SigLIP2 subgroup, 43994 is the clearest representative, but it should not absorb the separate remote_code/custom-module pair.", + "best_issue_reason": "Issue 45070 has the clearest scope, strongest generality, and highest chance of covering adjacent version-breakage reports better than the narrower model-specific bugs.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:39290", "right": "issue:43531", "accept": false, - "reason": "Different models and config fields; both involve sliding_window, but not the same bug." + "reason": "Both mention sliding-window-related failures, but they hit different models and different failure modes; not the same concrete bug." }, { "left": "issue:43792", "right": "issue:45901", "accept": false, - "reason": "Whisper inference failure and table QA crash are unrelated code paths." + "reason": "Completely different models and error paths; no shared underlying change." }, { "left": "issue:43425", "right": "issue:45070", "accept": false, - "reason": "Torch version compatibility and pydantic config breakage are different issues." + "reason": "Torch-version incompatibility and a pydantic/config regression are distinct problems." }, { "left": "issue:43596", "right": "issue:45800", "accept": false, - "reason": "DeepSpeed ZeRO-3 loading error is unrelated to torch/transformers version incompatibility." + "reason": "Different failures: DeepSpeed ZeRO-3 index error versus torch/transformers version incompatibility." }, { "left": "issue:43975", "right": "issue:45901", "accept": false, - "reason": "Incorrect detokenization and table-question-answering crash do not share a cause." + "reason": "Different task/model bugs with no shared code path." }, { "left": "issue:43792", "right": "issue:45070", "accept": false, - "reason": "Whisper runtime failure is not the same as a PretrainedConfig pydantic regression." + "reason": "No overlap beyond being Transformers bugs; the concrete failures are unrelated." }, { "left": "issue:45362", "right": "issue:45464", "accept": false, - "reason": "Both mention Qwen3.5, but one is a chat crash and the other is a streaming API failure." + "reason": "Both involve Qwen3.5, but one is a chat crash and the other is a streaming API failure; too different to merge." }, { "left": "issue:44292", "right": "issue:45901", "accept": false, - "reason": "Qwen-3 NVFP4 loading error is unrelated to table QA task crashes." + "reason": "Different model-loading error versus task crash; not the same bug." }, { "left": "issue:39290", "right": "issue:45823", "accept": false, - "reason": "Gemma3 vLLM config error and Gemma4 device mismatch are different model bugs." + "reason": "Gemma3 sliding-window attribute error and Gemma4 device mismatch are unrelated." }, { "left": "issue:43404", "right": "issue:43866", "accept": false, - "reason": "Untied lm_head weights and a corrupted checkpoint are unrelated failures." + "reason": "Different models and distinct failures; tied-weights bug versus corrupted checkpoint." }, { "left": "issue:45464", "right": "issue:45685", "accept": false, - "reason": "Qwen3.5 streaming API crash and MPS histogram kernel error are different subsystems." + "reason": "Qwen3.5 streaming/API failure is unrelated to the MPS histogram integer error." }, { "left": "issue:43541", "right": "issue:45685", "accept": false, - "reason": "Torch dynamo grouped_mm failure is not the same as the MPS MoE histogram issue." + "reason": "Grouped_mm tracing failure and MPS integer histogram failure are different code paths." }, { "left": "issue:43541", "right": "issue:43828", "accept": false, - "reason": "Both are dtype/runtime problems, but they occur in different models and code paths." + "reason": "Both are runtime dtype/tracing-style issues, but they affect different models and ops; not clearly one bug." }, { "left": "issue:44841", "right": "issue:45084", "accept": false, - "reason": "Processor failure for Voxtral is unrelated to a template-node compile error." + "reason": "Processor loading and template compilation failures are different mechanisms." }, { "left": "issue:36010", "right": "issue:39290", "accept": false, - "reason": "ImportError for GenerationMixin is unrelated to Gemma3 sliding_window_pattern." + "reason": "Importing GenerationMixin and a Gemma3 sliding-window attribute error are unrelated." }, { "left": "issue:45800", "right": "issue:45823", "accept": false, - "reason": "Torch version incompatibility and Gemma4 device mismatch are different defects." + "reason": "Version incompatibility and device mismatch are different regressions." }, { "left": "issue:41093", "right": "issue:41762", "accept": false, - "reason": "Both are IndexErrors, but one is a mask-shape mismatch and the other is ZeRO-3 model loading." + "reason": "Both are index errors, but they occur in different contexts and likely different buggy code paths." }, { "left": "issue:43296", "right": "issue:43366", "accept": false, - "reason": "PaddleOCR-VL loading and GGUF gpt-oss support are unrelated model issues." + "reason": "PaddleOCR-VL loading failure and GGUF gpt-oss support are unrelated feature/compatibility issues." }, { "left": "issue:43572", "right": "issue:45070", "accept": false, - "reason": "Missing pad_token_idx and pydantic PretrainedConfig breakage are different config regressions." + "reason": "Missing pad_token_idx and PretrainedConfig pydantic breakage are separate config regressions." }, { "left": "issue:43541", "right": "issue:45161", "accept": false, - "reason": "Mixtral tracing failure and GPT-OSS tensor-parallel issue are not the same bug." + "reason": "Torch-dynamo grouped_mm tracing and GPT-OSS TP-only behavior are different issues." }, { "left": "issue:44387", "right": "issue:45005", "accept": false, - "reason": "Int4 memory growth and tied-weights translation-model regressions are unrelated." + "reason": "Int4 OOM regression and tied-weights translation-model behavior are unrelated." }, { "left": "issue:43828", "right": "issue:45464", "accept": false, - "reason": "Autocast dtype mismatch on Phi-tiny-MoE is unrelated to Qwen3.5 streaming inference." + "reason": "Different models and different symptoms; dtype mismatch under autocast is not the same as streaming inference failure." }, { "left": "issue:44291", "right": "issue:45070", "accept": false, - "reason": "Unexpected _is_hf_initialized arg and pydantic field breakage are different failures." + "reason": "Unexpected init_empty_weights argument and pydantic field breakage are separate API regressions." }, { "left": "issue:43366", "right": "issue:45464", "accept": false, - "reason": "GGUF gpt-oss support and Qwen3.5 streaming API failure do not match." + "reason": "GGUF gpt-oss support and Qwen3.5 streaming inference are unrelated." }, { "left": "issue:45020", "right": "issue:45800", "accept": false, - "reason": "Remote-code loading breakage is unrelated to torch/transformers incompatibility." + "reason": "Remote_code breakage and torch/transformers incompatibility are not the same concrete defect." }, { "left": "issue:43531", "right": "issue:45070", "accept": false, - "reason": "Qwen3-MoE sliding_window and PretrainedConfig pydantic issues are unrelated." + "reason": "Sliding-window Qwen3-MoE failure and PretrainedConfig pydantic regression are different bugs." }, { "left": "issue:43541", "right": "issue:44589", "accept": false, - "reason": "Grouped_mm tracing failure and missing Float8 storage are different runtime problems." + "reason": "Torch-dynamo grouped_mm tracing and Float8 storage lookup failure are unrelated." }, { "left": "issue:41093", "right": "issue:43596", "accept": false, - "reason": "Two IndexErrors, but the tensor shapes and triggering paths are unrelated." + "reason": "Both are index errors, but one is a mask shape mismatch and the other is a zero-size loading error; different fixes." }, { "left": "issue:43054", "right": "issue:43994", "accept": true, - "reason": "Both report SigLIP2 producing bad embeddings/results; same underlying regression." + "reason": "Both describe SigLIP2 producing incorrect or nonsensical text embeddings/outputs for the same model family, so they likely share the same underlying implementation bug." }, { "left": "issue:45542", "right": "issue:45800", "accept": false, - "reason": "TensorBoard-without-TF backend error is unrelated to torch/transformers compatibility." + "reason": "TensorBoard-without-TF backend issue is unrelated to torch/transformers compatibility." }, { "left": "issue:45759", "right": "issue:45902", "accept": false, - "reason": "Composite Qwen config unwrapping and uninitialized rotary embedding are different bugs." + "reason": "Both touch Qwen3.5-related configs, but one is from_config unwrapping and the other is embedding materialization; not the same bug." }, { "left": "issue:43716", "right": "issue:44918", "accept": false, - "reason": "Mistral image preprocessor dtype mismatch and Qwen3.5 SFT embedding unpacking are unrelated." + "reason": "Image-preprocessor dtype mismatch and SFT embedding unpacking failure are different model/training paths." }, { "left": "issue:44918", "right": "issue:45685", "accept": false, - "reason": "TRL embedding unpacking failure and MPS MoE histogram error are unrelated." + "reason": "No meaningful overlap beyond being runtime failures." }, { "left": "issue:45632", "right": "issue:45698", "accept": true, - "reason": "Both describe remote_code/custom-module loading picking the wrong module due to a path/cache collision." + "reason": "Both report wrong custom/local module resolution when loading models, consistent with the same cache/path selection bug." }, { "left": "issue:43404", "right": "issue:45005", "accept": false, - "reason": "Untied lm_head in one model and tied-weights issues in translation models are not the same bug." + "reason": "Tied weights in Mistral3 and tied-weights translation-model regressions are different model-specific bugs." }, { "left": "issue:43645", "right": "issue:45399", "accept": false, - "reason": "Custom model initialization in notebooks and flash-attn fallback blocking are unrelated." + "reason": "Custom-model notebook initialization and flash-attn fallback gating are unrelated." }, { "left": "issue:40990", "right": "issue:44960", "accept": false, - "reason": "High perplexity on gpt-oss and the GLM5 issue are different model regressions." + "reason": "Perplexity regression and GLM5 issue are unrelated model-specific reports." }, { "left": "issue:44530", "right": "issue:45005", "accept": false, - "reason": "PagedAttentionCache linear_attention failure and tied-weights translation issues are unrelated." + "reason": "PagedAttentionCache linear_attention crash and tied-weights regression are different subsystems." }, { "left": "issue:42915", "right": "issue:45399", "accept": false, - "reason": "Qwen3Moe FP8 failure and flash-attn fallback gating are different concerns." + "reason": "FineGrainedFP8 Qwen3Moe failure and flash-attn fallback blocking are unrelated." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The packet supports a heterogeneous cluster, but the summary is too strong in claiming SigLIP2 is the only clear duplicate subgroup. The evidence also shows a separate accepted duplicate pair for remote_code/custom-module loading collisions (`issue:45632` \u2194 `issue:45698`). Because the cluster contains at least these two soft-duplicate subgroups, the canonical/best-issue rationale is not fully grounded as written. The individual soft-edge rejections are mostly conservative, but the high-level cluster summary overstates the evidence." + "accept": true, + "feedback": "Grounded in the packet overall: the summary is appropriately cautious, the broad canonical choice of issue:45070 is supported by the titles, and the two accepted soft-edge pairs look plausibly duplicate-level from the available evidence. No PR-pair mergeability concerns apply here because there are no PRs." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -960,7 +948,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-409", + "cluster_id": "cluster-10000-410", "nodes": [ "issue:36331", "issue:38175", @@ -975,6 +963,7 @@ "issue:43493", "issue:43643", "issue:43644", + "issue:43824", "issue:43828", "issue:43856", "issue:43866", @@ -1043,246 +1032,247 @@ "issue:42947|issue:43856", "issue:41762|issue:42915", "issue:45685|issue:45823", - "issue:43881|issue:43883" + "issue:43881|issue:43883", + "issue:43824|issue:43872" ], - "prepared_review_unit_hash": "d58ccd8d21b64e0cd156ba31802f8d74a756fe186a59ed0aadf54bce60bf431d", + "prepared_review_unit_hash": "bf949578801540b7549b606fe8b69096db7105588d04a3b88e78445b00c42cad", "component_budget": { - "node_count": 409, - "item_count": 409, - "soft_pair_count": 1530, - "serialized_chars": 789356, - "estimated_input_tokens": 197339, - "estimated_eval_tokens": 394934 + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 33, - "serialized_chars": 36663, - "estimated_input_tokens": 9166, - "estimated_eval_tokens": 18588 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37546, + "estimated_input_tokens": 9387, + "estimated_eval_tokens": 19030 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose collection of Transformers v5/model-loading regressions, but only one pair is a clear duplicate: the non-persistent buffer corruption reports. Most other soft pairs are related only at the subsystem or model-family level and should stay separate.", - "confidence": 0.86, - "canonical_issue_reason": "Issue 43950 is the strongest canonical issue: it states the broad underlying v5 regression around non-persistent buffers being corrupted, and it has a near-identical later duplicate in 44534. It is more general than the model-specific follow-up reports.", + "summary": "Mostly unrelated Transformer issues were grouped together. The only clear duplicate subgroup is the non-persistent-buffer corruption regression around `from_pretrained`/Transformers 5.x, with one plausible SigLIP2 implementation-vs-quality pair. The rest are different models, code paths, or symptom classes and should stay separate.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43950 is the clearest and most general statement of the non-persistent-buffer corruption regression, and it subsumes the broader 5.x buffer-junk behavior described by nearby duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "43950 is the best overall issue to anchor the cluster because it describes a concrete, reusable bug pattern rather than a single model symptom, and it most clearly matches a duplicate report in the set.", + "best_issue_reason": "issue:43950 is the strongest representative issue in this set because it describes a concrete, reproducible regression with a clear failure mode and broad impact.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44360", "right": "issue:44512", "accept": false, - "reason": "DSA indexer/ReLU discussion vs docs mentioning a removed run command; unrelated topics." + "reason": "Different bugs: one is a DSA/indexing discussion, the other is stale docs about a removed command." }, { "left": "issue:39186", "right": "issue:44918", "accept": false, - "reason": "FSDP weight-shape RuntimeError vs TRL SFT input-embedding unpacking failure; different code paths." + "reason": "Both involve model/training failures, but the code paths and symptoms are different: FSDP weight shape error vs TRL embedding unpacking failure." }, { "left": "issue:43873", "right": "issue:45005", "accept": false, - "reason": "Quantization/offloading behavior vs tied-weights translation-model issue; not the same bug." + "reason": "Quantization/offloading behavior is unrelated to the tied-weights regression in translation models." }, { "left": "issue:44863", "right": "issue:45005", "accept": false, - "reason": "NemotronH checkpoint loading failure vs translation-model tied-weights regression; unrelated." + "reason": "NemotronH checkpoint loading and tied-weights translation-model issues are separate failures." }, { "left": "issue:44492", "right": "issue:44512", "accept": false, - "reason": "Cache-strategies typo vs docs still referencing removed run command; both docs, but different changes." + "reason": "Both are docs-ish, but they concern different content and different defects." }, { "left": "issue:44918", "right": "issue:45507", "accept": false, - "reason": "Qwen3.5 embedding unpacking issue vs GraniteMoEHybrid invalid-method call; different models and failures." + "reason": "Different models and different failure mechanisms; not the same underlying bug." }, { "left": "issue:43975", "right": "issue:44292", "accept": false, - "reason": "Detokenization bug vs Qwen-3-8B-NVFP4 runtime error; not the same underlying issue." + "reason": "Different model-specific inference issues with no shared concrete code path." }, { "left": "issue:44292", "right": "issue:45507", "accept": false, - "reason": "Qwen-3-8B-NVFP4 loading/runtime error vs GraniteMoEHybrid invalid-method call; unrelated." + "reason": "Distinct model loading/runtime problems; not mergeable as one fix." }, { "left": "issue:43950", "right": "issue:44534", "accept": true, - "reason": "These are the same underlying regression: non-persistent buffers get corrupted/junked in v5 during model loading/materialization." + "reason": "Same underlying regression: non-persistent buffers get corrupted/junked in Transformers 5.x and during `from_pretrained`." }, { "left": "issue:39692", "right": "issue:43054", "accept": false, - "reason": "SigLIP2 docs/example errors vs poor text-embedding quality; different problem class." + "reason": "A documentation/example mismatch is not the same as a SigLIP2 embedding-quality regression." }, { - "left": "issue:43643", + "left": "issue:43644", "right": "issue:43950", - "accept": false, - "reason": "AutoConfig trust_remote_code missing-fields bug vs non-persistent buffer corruption; unrelated." + "accept": true, + "reason": "Both report the same non-persistent-buffer corruption regression in Transformers 5.x." }, { "left": "issue:43828", "right": "issue:44928", "accept": false, - "reason": "Autocast dtype mismatch vs Qwen3.5 gradient explosion/NaN; same model family, but not the same concrete bug." + "reason": "Different numerical/attention failures: autocast dtype mismatch vs 3D position-id/SDPA collapse." }, { "left": "issue:36331", "right": "issue:41762", "accept": false, - "reason": "CustomTrainer compute_loss signature mismatch vs Gemma3 ZeRO-3 loading error; unrelated." + "reason": "Trainer API keyword mismatch and ZeRO-3 loading index error are unrelated." }, { "left": "issue:41628", "right": "issue:45800", "accept": false, - "reason": "AutoImageProcessor import failure vs torch/transformers incompatibility; not the same bug." + "reason": "Import surface breakage and torch/transformers incompatibility are different issues." }, { "left": "issue:43866", "right": "issue:44403", "accept": false, - "reason": "Corrupted Ovis2 checkpoint vs generic loading noise; unrelated." + "reason": "Checkpoint corruption and noisy logging/loading behavior are not the same bug." }, { "left": "issue:43950", "right": "issue:45902", "accept": false, - "reason": "Both mention non-persistent buffers, but 45902 is a specific Qwen3_5MoeTextRotaryEmbedding materialization bug and is not clearly the same report as the broader from_pretrained regression." + "reason": "Related buffer materialization symptoms, but one is a general `from_pretrained` regression and the other is a specific Qwen3.5 MoE rotary-embedding memory issue." }, { "left": "issue:43872", "right": "issue:44589", "accept": false, - "reason": "bitsandbytes kwarg incompatibility vs missing Float8 storage type; different compatibility issues." + "reason": "Different quantization/storage incompatibilities with different failure modes." }, { "left": "issue:38175", "right": "issue:43054", "accept": false, - "reason": "Unexpected zero probabilities vs degraded text embeddings; both SigLIP2-related, but not the same bug." + "reason": "Both concern SigLIP2 output quality, but the reports do not pin to the same concrete defect or code path." }, { "left": "issue:41553", "right": "issue:43883", "accept": false, - "reason": "AutoTokenizer loading error for Voxtral vs Molmo tied-weights attribute error; unrelated." + "reason": "Bad tokenizer error handling and a missing model attribute are unrelated." }, { "left": "issue:43054", "right": "issue:45701", "accept": false, - "reason": "SigLIP2 embedding quality issue vs tokenization changed across versions; different symptoms and likely different causes." + "reason": "SigLIP2 embedding quality is not the same as a tokenization-version change." }, { "left": "issue:44910", "right": "issue:45859", "accept": false, - "reason": "Both touch Qwen3.5/MoE rotary code, but one is a Flash Attention position_ids crash and the other is CPU-offload compatibility; not the same bug." + "reason": "Both mention Qwen3.5/offload-ish behavior, but one is Flash Attention/position_ids and the other is CPU-offload compatibility in rotary embedding." }, { "left": "issue:45663", "right": "issue:45902", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states KeyError vs Qwen3_5Moe rotary buffer initialization issue; unrelated." + "reason": "Different model internals and different failure mechanisms." }, { "left": "issue:41553", "right": "issue:43881", "accept": false, - "reason": "Voxtral tokenizer loading error vs glm-4v-9b loading failure; different models and failure modes." + "reason": "Tokenizer-loading diagnostics and glm-4v loading failure are separate issues." }, { "left": "issue:42947", "right": "issue:44387", "accept": false, - "reason": "Gradient checkpointing ineffectiveness with LoRA vs int4 reserved-memory/OOM regression; different mechanisms." + "reason": "Training-memory inefficiency and int4 quantization OOM are different regressions." }, { "left": "issue:44403", "right": "issue:44451", "accept": false, - "reason": "Generic loading noise vs inability to load ScandiBERT; the titles are too broad and do not indicate the same concrete bug." - }, - { - "left": "issue:44403", - "right": "issue:44488", - "accept": false, - "reason": "Generic loading noise vs inability to load cjvt/sleng-bert; not the same issue." + "reason": "General loading noise vs inability to load a specific model are not the same bug." }, { "left": "issue:43054", "right": "issue:43493", - "accept": false, - "reason": "SigLIP2 embedding quality vs HF/JAX implementation discrepancy; related model family, but not the same concrete bug." + "accept": true, + "reason": "Likely the same SigLIP2 discrepancy: one reports worse text embeddings, the other explicitly compares HF vs original JAX implementation." }, { "left": "issue:43643", "right": "issue:45020", "accept": false, - "reason": "AutoConfig missing fields with trust_remote_code vs broader recent remote_code breakage; related area, but too broad to merge as one bug." + "reason": "Both involve `remote_code`, but one is missing fields from `AutoConfig` and the other is a broader breakage report." }, { "left": "issue:43975", "right": "issue:45520", "accept": false, - "reason": "Detokenization bug vs flash_attn import failure on Python 3.13; unrelated." + "reason": "Different model/output issues: detokenization bug vs Python 3.13 import error." }, { "left": "issue:44403", "right": "issue:44488", "accept": false, - "reason": "Generic loading noise vs another model loading failure; not the same underlying bug." + "reason": "Unnecessary loading noise and model load failure are distinct symptoms with no shared root cause shown." }, { "left": "issue:42947", "right": "issue:43856", "accept": false, - "reason": "LoRA checkpointing inefficiency vs Qwen3 MoE memory usage; both about memory, but different issues." + "reason": "Both mention memory, but the mechanisms differ: ineffective gradient checkpointing vs MoE training memory usage." }, { "left": "issue:41762", "right": "issue:42915", "accept": false, - "reason": "Gemma3 ZeRO-3 loading failure vs Qwen3 MoE FineGrainedFP8Config failure; different models and code paths." + "reason": "DeepSpeed ZeRO-3 loading failure and Qwen3 MoE FP8 failure are unrelated." }, { "left": "issue:45685", "right": "issue:45823", "accept": false, - "reason": "MPS histogram Int error vs Gemma4 PLE device mismatch; unrelated." + "reason": "MPS histogram support and Gemma4 device-mismatch are different backend/model bugs." }, { "left": "issue:43881", "right": "issue:43883", "accept": false, - "reason": "glm-4v-9b loading failure vs Molmo missing all_tied_weights_keys; different bugs." + "reason": "Different model loading failures with no shared code path." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Import surface issue and bitsandbytes constructor incompatibility are unrelated." } ] }, "evaluator_result": { "accept": true, - "feedback": "The assessment is grounded in the packet and stays conservative. The chosen anchor/canonical issue, 43950, is well supported by the title overlap with 44534, and the summary appropriately avoids over-claiming duplicate status for the other soft pairs. I don\u2019t see any soft-edge verdicts that overstate the evidence." + "feedback": "The grouping is grounded in the packet, and the verdicts stay mostly conservative. The non-persistent-buffer regression cluster is well supported by the issue titles, and the SigLIP2 pairing is phrased cautiously enough to be acceptable. No mergeability problems are evident here." }, "evaluator_used": true, "retried": false, @@ -1301,7 +1291,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-409", + "cluster_id": "cluster-10000-410", "nodes": [ "issue:24643", "issue:30064", @@ -1318,7 +1308,6 @@ "issue:43742", "issue:43782", "issue:43792", - "issue:43824", "issue:43827", "issue:43828", "issue:43854", @@ -1344,16 +1333,17 @@ "issue:45081", "issue:45305", "issue:45313", + "issue:45325", "issue:45356", "issue:45399", "issue:45538", "issue:45588", "issue:45823", + "issue:45902", "issue:45923" ], "soft_pairs": [ "issue:42491|issue:44368", - "issue:43824|issue:43872", "issue:45020|issue:45823", "issue:44661|issue:45020", "issue:44991|issue:45399", @@ -1371,244 +1361,248 @@ "issue:43872|issue:44291", "issue:42915|issue:43872", "issue:43940|issue:45313", - "issue:43854|issue:44863", "issue:41553|issue:44991", - "issue:42947|issue:45923", + "issue:43854|issue:44863", "issue:36331|issue:41093", + "issue:42947|issue:45923", "issue:44928|issue:45588", "issue:43257|issue:45305", "issue:43872|issue:45538", "issue:41093|issue:44805", "issue:44479|issue:44560", - "issue:44530|issue:44863", "issue:41553|issue:44488", + "issue:44530|issue:44863", "issue:24643|issue:30064", - "issue:43366|issue:43828" + "issue:43366|issue:43828", + "issue:45325|issue:45902" ], - "prepared_review_unit_hash": "529422a86c5f61d4179fec144aec4cbb80e53a7a5c7f34d03497e0e6801dbce6", + "prepared_review_unit_hash": "638f77f16c5f7f72ccd49b051a4be4af64de18db50dd4b876c493dbbd700171b", "component_budget": { - "node_count": 409, - "item_count": 409, - "soft_pair_count": 1530, - "serialized_chars": 789356, - "estimated_input_tokens": 197339, - "estimated_eval_tokens": 394934 + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 37041, - "estimated_input_tokens": 9261, - "estimated_eval_tokens": 18778 + "serialized_chars": 37683, + "estimated_input_tokens": 9421, + "estimated_eval_tokens": 19098 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous cluster of transformer regressions, tokenizer/model-loading issues, and a few docs/video/audio bugs. There is no strong single canonical issue for the whole set; 45020 is only the broadest representative of the loading/regression subgroup. Only a few soft pairs look like true duplicates.", - "confidence": 0.88, - "canonical_issue_reason": null, + "summary": "This cluster is mostly a loose collection of unrelated model-loading, tokenizer, and training regressions. I do not see any duplicate pairs that look like the same underlying bug/change, so all soft edges are rejected.", + "confidence": 0.44, + "canonical_issue_reason": "issue:45020 is the broadest, most central regression report in the set: it describes recent transformers versions breaking remote_code models, which is the closest thing here to a reusable umbrella issue.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the broadest representative of the recent model-loading/regression subgroup, but it still doesn't cover the unrelated training/docs/audio/video reports in this cluster.", + "best_issue_reason": "issue:45020 is the best single issue to anchor the cluster because it is broad, recent, and likely to attract related loading/regression reports; however, the surrounding issues are too heterogeneous to treat as true duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:42491", "right": "issue:44368", "accept": false, - "reason": "Related to Qwen3/LoRA, but one is a hf4.x\u2192hf5.x compatibility break and the other is a tie_word_embeddings warning; not the same bug." - }, - { - "left": "issue:43824", - "right": "issue:43872", - "accept": false, - "reason": "Missing Qwen2.5-VL import vs bitsandbytes `_is_hf_initialized` incompatibility are different failure modes." + "reason": "Both mention Qwen3.x LoRA/tie-word-embeddings behavior, but one is an hf4.x vs hf5.x compatibility break and the other is a warning about missing tie_word_embeddings=False; not the same bug." }, { "left": "issue:45020", "right": "issue:45823", "accept": false, - "reason": "Generic remote_code breakage vs Gemma4 device_map/PLE forward mismatch; different code paths." + "reason": "One is a broad remote_code loading regression; the other is a Gemma4 PLE device_map/forward device mismatch. Different code paths and failure modes." }, { "left": "issue:44661", "right": "issue:45020", "accept": false, - "reason": "Tokenizer-mapping edge case is too specific to merge with broad remote_code regressions." + "reason": "add-new-model-like tokenizer mapping failure is a registry/helper bug, while 45020 is a generic remote_code loading regression." }, { "left": "issue:44991", "right": "issue:45399", "accept": false, - "reason": "Tokenizer loading failure for a specific model vs flash-attn2 fallback gating; unrelated bugs." + "reason": "Tokenizer loading for EMBEDDIA/est-roberta is unrelated to the flash-attn fallback gating issue." }, { "left": "issue:43828", "right": "issue:45823", "accept": false, - "reason": "Autocast dtype mismatch and device placement mismatch are separate model execution issues." + "reason": "torch.autocast dtype mismatch in Phi-tiny-MoE is a runtime precision issue, not a device-map placement bug." }, { "left": "issue:43782", "right": "issue:44960", "accept": false, - "reason": "Different models and symptoms; no clear shared code-path bug from the titles alone." + "reason": "Qwen3VL weight_only=True load error and GLM5 are different model-specific loading bugs." }, { "left": "issue:45081", "right": "issue:45399", "accept": false, - "reason": "Mistral regex patch crash vs flash-attn fallback checks; distinct tokenizer vs attention-path problems." + "reason": "Mistral tokenizer regex patch crash is a tokenizer backend attribute bug, not flash-attn fallback behavior." }, { "left": "issue:43827", "right": "issue:44509", - "accept": true, - "reason": "Both report docs still referencing removed pipeline tasks after v5 removals; same documentation issue." + "accept": false, + "reason": "These are both docs about removed pipeline tasks, but they are distinct documentation issues, not one underlying bug." }, { "left": "issue:45020", "right": "issue:45356", "accept": false, - "reason": "Remote_code model-loading regressions are not the same as the Kimi-K2.5 tokenizer codec/regression report." + "reason": "remote_code loading regressions and Kimi-K2.5 tokenizer codec/fix_mistral_regex problems are separate tokenizer/model-loading failures." }, { "left": "issue:43404", "right": "issue:43950", "accept": false, - "reason": "Untied lm_head in Mistral3 is unrelated to non-persistent buffer corruption during from_pretrained()." + "reason": "lm_head tying in Mistral3 is a model weight-tying bug; non-persistent buffer corruption in from_pretrained is a different serialization regression." }, { "left": "issue:43742", "right": "issue:45399", "accept": false, - "reason": "MobileLLM key error and flash-attn fallback gating are different loading/runtime problems." + "reason": "MobileLLM key error and flash-attn fallback gating are unrelated loading paths." }, { "left": "issue:42915", "right": "issue:45020", "accept": false, - "reason": "LoRA qwen3_moe hf4/hf5 incompatibility is model/version-specific and not the same as the broad remote_code regressions." + "reason": "Qwen3 MOE FineGrainedFP8Config failure is a model/config-specific precision bug, not the broad remote_code loading regression." }, { "left": "issue:43638", "right": "issue:45823", "accept": false, - "reason": "Zero3 index error with a non-pretrained Bert model is unrelated to Gemma4 device placement mismatch." + "reason": "DeepSpeed ZeRO-3 index error on non-pretrained Bert and Gemma4 PLE device mismatch are different runtime issues." }, { "left": "issue:43792", "right": "issue:44220", "accept": false, - "reason": "Whisper can't-run report and `_torch_extract_fbank_features()` are too underspecified to treat as the same bug." + "reason": "Whisper-large-v2 runtime failure and _torch_extract_fbank_features() are too vague to tie as the same underlying defect." }, { "left": "issue:43257", "right": "issue:43866", "accept": false, - "reason": "Qwen3 MoE weight conversion under accelerate+deepspeed vs Ovis2 checkpoint corruption are unrelated." + "reason": "Qwen3 MOE weights not converting under accelerate+deepspeed is unrelated to Ovis2 checkpoint corruption." }, { "left": "issue:43872", "right": "issue:44291", - "accept": true, - "reason": "Both describe the same `_is_hf_initialized` argument regression during model loading/init-empty-weights flows." + "accept": false, + "reason": "bitsandbytes _is_hf_initialized incompatibility and init_empty_weights TypeError are the same broad symptom class but different triggering APIs and contexts; not safe to merge as one bug." }, { "left": "issue:42915", "right": "issue:43872", "accept": false, - "reason": "LoRA model compatibility issue vs bitsandbytes constructor-kwarg incompatibility; not the same problem." + "reason": "Qwen3 MOE FP8 loading and bitsandbytes Int8Params incompatibility differ in model, library, and failure mechanism." }, { "left": "issue:43940", "right": "issue:45313", "accept": false, - "reason": "Both are ZeRO-3 weight-loading failures, but the model families and reported failure modes differ enough to avoid merging." - }, - { - "left": "issue:43854", - "right": "issue:44863", - "accept": false, - "reason": "GLM-4.7 test-loading problem and NemotronH checkpoint loading failure are different model-specific issues." + "reason": "Qwen3-Next ZeRO-3 all params missing and Qwen3.5 ZeRO-3 language_model loading are related to deepspeed, but they target different model families and failure sites." }, { "left": "issue:41553", "right": "issue:44991", "accept": false, - "reason": "Bad Voxtral error message vs est-roberta tokenizer load failure; only loosely related as tokenizer issues." + "reason": "Bad AutoTokenizer error for Voxtral and est-roberta tokenizer loading failures are separate model-specific tokenizer issues." }, { - "left": "issue:42947", - "right": "issue:45923", + "left": "issue:43854", + "right": "issue:44863", "accept": false, - "reason": "Gradient checkpointing ineffective with PEFT LoRA is not the same as a missing supports_gradient_checkpointing flag." + "reason": "GLM-4.7-Flash unit-test load failure and NemotronH checkpoint loading are different model implementations with different load paths." }, { "left": "issue:36331", "right": "issue:41093", "accept": false, - "reason": "Trainer compute_loss signature mismatch vs tensor/mask shape mismatch are unrelated." + "reason": "Unexpected num_items_in_batch in CustomTrainer.compute_loss is a trainer API mismatch; mask shape IndexError is a data/tensor indexing bug." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing ineffective with PEFT LoRA and missing supports_gradient_checkpointing are related to checkpointing, but one is a behavioral bug and the other is a missing model capability flag." }, { "left": "issue:44928", "right": "issue:45588", "accept": false, - "reason": "RLHF NaN/SDPA fallback problem vs flash_attention `s_aux=None` crash are different attention-path failures." + "reason": "RLHF gradient explosion in Qwen3.5 due to 3D position_ids is unrelated to flash_attention.py crashing on s_aux=None." }, { "left": "issue:43257", "right": "issue:45305", "accept": false, - "reason": "DeepSpeed weight conversion bug vs gradient averaging-by-GAS bug; different training issues." + "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed and GAS loss averaging with DeepSpeed are different training-time bugs." }, { "left": "issue:43872", "right": "issue:45538", "accept": false, - "reason": "_is_hf_initialized incompatibility has nothing to do with CLIPTokenizer model_max_length." + "reason": "bitsandbytes Int8Params constructor incompatibility is unrelated to CLIPTokenizer model_max_length." }, { "left": "issue:41093", "right": "issue:44805", - "accept": true, - "reason": "These are the same mask/index shape-mismatch error pattern, just with different example sizes and wording." + "accept": false, + "reason": "These are both mask/tensor shape IndexErrors, but the reports do not indicate the same code path or model; too generic to merge." }, { "left": "issue:44479", "right": "issue:44560", - "accept": true, - "reason": "Both point to the same Qwen3/Qwen3.5 video-input regression in v5.3.0 affecting video handling paths." + "accept": false, + "reason": "v5.3.0 video input regression across multiple Qwen variants and Qwen3-vl embedding StopIteration are likely separate video-processing failures." }, { "left": "issue:41553", "right": "issue:44488", "accept": false, - "reason": "Voxtral tokenizer error message and sleng-bert loading failure are unrelated tokenizer-specific issues." + "reason": "Voxtral AutoTokenizer error and cjvt/sleng-bert loading failure are different tokenizer/model compatibility problems." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache invalid group type on Qwen3.5 and NemotronH checkpoint loading do not share the same underlying bug." }, { "left": "issue:24643", "right": "issue:30064", "accept": false, - "reason": "DeepSpeed training weight-dimension error vs void segmentation map processing are clearly unrelated." + "reason": "DeepSpeed weight 2-D training error and void segmentation map processing are entirely unrelated domains." }, { "left": "issue:43366", "right": "issue:43828", "accept": false, - "reason": "GGUF gpt-oss support and autocast dtype mismatch are different model-format vs execution-dtype problems." + "reason": "GGUF gpt-oss support and Phi-tiny-MoE autocast dtype mismatch are unrelated feature/support and runtime precision issues." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Qwen2.5-VL rope_index temporal scaling and Qwen3_5MoeTextRotaryEmbedding uninitialized inv_freq after to_empty are different rotary/vision materialization bugs." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary stays conservative and matches the packet: the cluster is heterogeneous, 45020 is only a broad representative, and the accepted soft pairs are plausibly duplicates based on the issue titles. No pair is overstated beyond the evidence available here." - }, - "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 }, @@ -1623,7 +1617,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-409", + "cluster_id": "cluster-10000-410", "nodes": [ "issue:36010", "issue:38175", @@ -1645,6 +1639,8 @@ "issue:43708", "issue:43720", "issue:43824", + "issue:43854", + "issue:43931", "issue:43950", "issue:43957", "issue:43994", @@ -1666,16 +1662,13 @@ "issue:45030", "issue:45276", "issue:45313", - "issue:45325", "issue:45357", "issue:45584", "issue:45663", "issue:45823", - "issue:45834", - "issue:45902" + "issue:45834" ], "soft_pairs": [ - "issue:45325|issue:45902", "issue:45663|issue:45823", "issue:43366|issue:43531", "issue:43950|issue:45834", @@ -1702,234 +1695,242 @@ "issue:44960|issue:44977", "issue:45313|issue:45357", "issue:44451|issue:44488", - "issue:43644|issue:44534", "issue:41720|issue:42915", + "issue:43644|issue:44534", "issue:42491|issue:45276", - "issue:43708|issue:44075" + "issue:43708|issue:44075", + "issue:42915|issue:44756", + "issue:43854|issue:43931" ], - "prepared_review_unit_hash": "98967f62b2644af3142ee146f00c3785924b2889b39e21ecfbb259a13b7eedf9", + "prepared_review_unit_hash": "5cfc545504ecc305b1438ffa965bf448f3a8e4e0f0013ed9e44680b4256efffd", "component_budget": { - "node_count": 409, - "item_count": 409, - "soft_pair_count": 1530, - "serialized_chars": 789356, - "estimated_input_tokens": 197339, - "estimated_eval_tokens": 394934 + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36974, - "estimated_input_tokens": 9244, - "estimated_eval_tokens": 18744 + "soft_pair_count": 32, + "serialized_chars": 37195, + "estimated_input_tokens": 9299, + "estimated_eval_tokens": 18854 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most items are unrelated model- or feature-specific bugs. Only three soft pairs look like true duplicates: the Transformers v5 custom-init regression, the SigLIP2 bad-output regression, and the non-persistent-buffer junk-fill regression.", - "confidence": 0.82, - "canonical_issue_reason": "Issue 44534 is the clearest general wording of the exact Transformers v5 non-persistent-buffer regression, and it cleanly subsumes the matching 43644 report.", + "summary": "This cluster is mostly a mixed set of Transformers v5.x regression reports. It contains a few clear duplicate pairs around non-persistent buffers, custom model initialization, SigLIP2 output corruption, and BERT model-loading, while the Zero-3 + BertModel initialization reports are related but not strong enough to call duplicates based on the available pairwise evidence.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 43950 is the strongest canonical issue: it is a precise Transformers 5.x regression about silent corruption of non-persistent buffers, and it cleanly anchors the strongest duplicate pair (44534).", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44534 is the strongest standalone representative in this set: concise, specific, and an exact duplicate of 43644.", + "best_issue_reason": "43950 is the best representative issue for the cluster because it describes a concrete core regression rather than a broad symptom list, making it the most actionable and central report.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45325", - "right": "issue:45902", - "accept": false, - "reason": "Different models and different failure modes; both are rotary-embedding related at most, but not the same concrete bug." - }, { "left": "issue:45663", "right": "issue:45823", "accept": false, - "reason": "Same Gemma4 family, but one is an FSDP2 KeyError in shared_kv_states and the other is a device_map forwarding mismatch." + "reason": "Same model family, but different failures: FSDP2 KeyError in text attention vs device-mismatch during PLE forward." }, { "left": "issue:43366", "right": "issue:43531", "accept": false, - "reason": "Unrelated issues: GGUF/gpt-oss support versus a Qwen3-MoE sliding_window bug." + "reason": "Both mention Qwen3-related models, but one is GGUF/gpt-oss support and the other is a sliding_window bug in Qwen3-MoE." }, { "left": "issue:43950", "right": "issue:45834", "accept": false, - "reason": "Different subsystems and symptoms; non-persistent buffer corruption is unrelated to Kosmos2.5 OCR indexing." + "reason": "Unrelated bugs: non-persistent buffer corruption vs Kosmos2.5 OCR long-input index error." }, { "left": "issue:43550", "right": "issue:44910", "accept": false, - "reason": "Different models and different code paths: Bamba torch.compile/SDPA versus Qwen3.5 flash-attention position_ids handling." + "reason": "Different code paths: Bamba torch.compile with SDPA vs Qwen3.5 flash-attention misreading 3D position_ids." }, { "left": "issue:43366", "right": "issue:44589", "accept": false, - "reason": "No concrete overlap; GGUF support and Float8 storage loading are separate problems." + "reason": "GGUF architecture support and Float8 storage lookup are separate loading/runtime issues." }, { "left": "issue:43645", "right": "issue:43646", "accept": true, - "reason": "These describe the same Transformers v5 custom-model initialization regression; the notebook mention is just a repro variant." + "reason": "Very likely the same custom-model initialization regression; 43645 is the notebook-specific manifestation of the broader 43646 report." }, { "left": "issue:44560", "right": "issue:44918", "accept": false, - "reason": "Both involve Qwen-family models, but the failures are different: video StopIteration versus TRL unpacking embeddings." + "reason": "Both involve Qwen models, but one is a video StopIteration bug and the other is TRL SFT embedding unpacking failure." }, { "left": "issue:42915", "right": "issue:43957", "accept": false, - "reason": "Different regressions: FineGrainedFP8Config on Qwen3Moe versus meta-device loading issues across other models." + "reason": "Different failures: FineGrainedFP8Config on Qwen3-MoE vs torch.device('meta') loading breakage." }, { "left": "issue:43824", "right": "issue:43957", "accept": false, - "reason": "ImportError for a missing Qwen2.5-VL class is unrelated to meta-device loading regressions." + "reason": "ImportError for Qwen2.5-VL export is not the same as meta-device model loading failures." }, { "left": "issue:42617", "right": "issue:43366", "accept": false, - "reason": "Unrelated: running 3d_parallel.py versus GGUF gpt-oss support." + "reason": "3d_parallel.py runtime failure and GGUF gpt-oss support are unrelated." }, { "left": "issue:36010", "right": "issue:42915", "accept": false, - "reason": "Different bugs entirely: GenerationMixin import path versus Qwen3Moe FP8 loading." + "reason": "ImportError for GenerationMixin and Qwen3-MoE FP8 issues are distinct bugs." }, { "left": "issue:44661", "right": "issue:45823", "accept": false, - "reason": "Tokenizer mapping/add-new-model-like behavior is unrelated to Gemma4 PLE device mismatch." + "reason": "Tokenizer-mapping failure when adding a model is unrelated to Gemma4 device mismatch during forward." }, { "left": "issue:38175", "right": "issue:43994", "accept": true, - "reason": "Same SigLIP2 base model and same bad-output symptom; zero probabilities and nonsensical outputs are likely the same underlying regression." + "reason": "Same underlying SigLIP2 regression: corrupted/zero outputs for google/siglip2-base-patch16-224 in model inference." }, { "left": "issue:43632", "right": "issue:45834", "accept": false, - "reason": "Transformers v5 _is_hf_initialized regression is unrelated to Kosmos2.5 long-OCR index errors." + "reason": "_is_hf_initialized flag regression and Kosmos2.5 long-OCR index error are different problems." }, { "left": "issue:44560", "right": "issue:44805", "accept": false, - "reason": "Different failure modes and likely different code paths: video StopIteration versus mask-shape IndexError." + "reason": "Both are index/error reports, but they concern different models and different failure mechanisms." }, { "left": "issue:44155", "right": "issue:45584", "accept": false, - "reason": "AudioFlamingo3 batched-track leakage is unrelated to Whisper empty-transcription handling." + "reason": "AudioFlamingo3 batched leakage and Whisper empty-transcription failure are unrelated." }, { "left": "issue:43638", "right": "issue:44661", "accept": false, - "reason": "Zero3/BertModel initialization and tokenizer-mapping model registration are different bugs." + "reason": "Zero-3 Bert initialization failure is not the same as tokenizer-mapping-name handling." }, { "left": "issue:43596", "right": "issue:44661", "accept": false, - "reason": "Different concrete failures: deepspeed zero3/BertModel indexing versus add-new-model-like tokenizer mapping logic." + "reason": "Deepspeed Zero-3 BertModel index error is unrelated to add-new-model-like tokenizer mapping logic." }, { "left": "issue:44661", "right": "issue:44805", "accept": false, - "reason": "No shared underlying bug; tokenizer-mapping model registration is unrelated to a tensor mask-shape mismatch." + "reason": "Tokenizer-mapping regression and tensor mask shape mismatch are different bugs." }, { "left": "issue:44877", "right": "issue:45030", "accept": false, - "reason": "Both are config-loading regressions, but they concern different models and different validation failures." + "reason": "Both are config-loading regressions, but the affected validation paths and models are not clearly the same bug." }, { "left": "issue:43317", "right": "issue:44756", "accept": false, - "reason": "Different problem areas: dequantized model offload loading versus mmap/OOM on Strix Halo." + "reason": "device_map/offload loading failure and mmap OOM on Strix Halo are not the same underlying issue." }, { "left": "issue:38175", "right": "issue:39692", "accept": false, - "reason": "Same SigLIP2 area, but the bugs are not clearly the same concrete issue: one is bad probabilities, the other is docs/example mismatch and quantization failure." + "reason": "SigLIP2 zero probabilities and the doc-example model/processor mismatch plus quantization failure are related only by model family." }, { "left": "issue:42491", "right": "issue:43720", "accept": false, - "reason": "Qwen3-MoE LoRA compatibility across HF versions is unrelated to BitNet packed-weight loading." + "reason": "Qwen3-MoE LoRA compatibility and BitNet packed-weight unpacking are separate loading issues." }, { "left": "issue:44960", "right": "issue:44977", "accept": false, - "reason": "Different models and failures: GLM5 versus Qwen3.5 flash-attention generation." + "reason": "GLM5 and Qwen3.5 flash-attention generation failures are unrelated model-specific bugs." }, { "left": "issue:45313", "right": "issue:45357", "accept": false, - "reason": "Different parts of Qwen3.5 and different operations: ZeRO-3 language_model loading versus save_pretrained visual-encoder key handling." + "reason": "ZeRO-3 language_model weight loading and incorrect visual encoder save_pretrained keys are different regressions." }, { "left": "issue:44451", "right": "issue:44488", - "accept": false, - "reason": "Both are model-loading failures, but they target different BERT models and there is not enough evidence they are the same bug." + "accept": true, + "reason": "These look like duplicate reports of the same BERT model-loading regression; 44488 explicitly says the current version also fails on another model." }, { - "left": "issue:43644", - "right": "issue:44534", - "accept": true, - "reason": "Exact same Transformers v5 non-persistent-buffer junk-fill regression; only the version wording differs." + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Different Gemma4 failures: shared_kv_states KeyError vs device mismatch during forward." }, { "left": "issue:41720", "right": "issue:42915", "accept": false, - "reason": "Different Qwen3 issues with different triggers: auto device mapping cudaErrorAssert versus FineGrainedFP8Config." + "reason": "Auto device-mapping cudaErrorAssert on A800 is not the same as FineGrainedFP8Config failure." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Clear duplicate regression: both report Transformers 5.x corrupting non-persistent buffers with junk data." }, { "left": "issue:42491", "right": "issue:45276", "accept": false, - "reason": "Unrelated: Qwen3-MoE LoRA compatibility versus Gemma4 resize_token_embeddings behavior." + "reason": "Qwen3_MoE LoRA compatibility and Gemma4 resize_token_embeddings behavior are unrelated." }, { "left": "issue:43708", "right": "issue:44075", "accept": false, - "reason": "Trainer resume/max_steps logic is unrelated to SGD optimizer arguments being ignored." + "reason": "Checkpoint resume max_steps miscalculation is unrelated to SGD optimizer args being ignored." + }, + { + "left": "issue:43931", + "right": "issue:45357", + "accept": false, + "reason": "Weight-shape mismatch when loading Qwen3-VL and bad visual-encoder key saving are different issues." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet, and the only positive soft-edge calls are stated conservatively enough. The canonical/best issue choice for the non-persistent-buffer regression is well supported by the titles, and the other pairwise rejections stay within the evidence shown." + "accept": false, + "feedback": "The cluster summary overstates evidence by calling the Zero-3 + BertModel init failures a set of true duplicates, but the listed soft-edge verdicts for those issues are all negative. Please keep that part conservative and describe them as related, not duplicates. The rest of the summary is mostly grounded, but this contradiction is enough to reject." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -1945,13 +1946,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-409", + "cluster_id": "cluster-10000-410", "nodes": [ "issue:36010", "issue:39404", "issue:39692", "issue:42491", - "issue:42915", "issue:42947", "issue:43257", "issue:43335", @@ -1997,8 +1997,6 @@ "issue:46050" ], "soft_pairs": [ - "issue:43854|issue:43931", - "issue:42915|issue:44756", "issue:45488|issue:45812", "issue:39692|issue:43994", "issue:43257|issue:43854", @@ -2010,8 +2008,8 @@ "issue:42491|issue:45292", "issue:45362|issue:45406", "issue:44488|issue:44991", - "issue:45276|issue:45335", "issue:36010|issue:39404", + "issue:45276|issue:45335", "issue:44164|issue:44291", "issue:43404|issue:43454", "issue:43425|issue:43957", @@ -2021,8 +2019,8 @@ "issue:45663|issue:45759", "issue:43335|issue:45663", "issue:45663|issue:45859", - "issue:44155|issue:45823", "issue:43873|issue:44387", + "issue:44155|issue:45823", "issue:44291|issue:44756", "issue:44960|issue:46050", "issue:44292|issue:44912", @@ -2031,236 +2029,227 @@ "issue:45276|issue:45292", "issue:45684|issue:45698" ], - "prepared_review_unit_hash": "b314310e515c24e48a901e5d506201e7460d2b59cde7f81c3807e6e22a3d867f", + "prepared_review_unit_hash": "d8ffb025d82003159022f7e3c8bab3fce68bf0944bb455829ebfa454f260d45a", "component_budget": { - "node_count": 409, - "item_count": 409, - "soft_pair_count": 1530, - "serialized_chars": 789356, - "estimated_input_tokens": 197339, - "estimated_eval_tokens": 394934 + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37727, - "estimated_input_tokens": 9432, - "estimated_eval_tokens": 19120 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36586, + "estimated_input_tokens": 9147, + "estimated_eval_tokens": 18550 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly unrelated closed issues about different regressions. The only clear duplicate family is the resize_token_embeddings/output_embeddings reports; the rest are distinct bugs or model-specific failures.", - "confidence": 0.81, - "canonical_issue_reason": "issue:45292 is the broadest, most model-agnostic report of the resize_token_embeddings/output_embeddings regression, so it best serves as the umbrella issue for the related model-specific reports.", + "summary": "These issues are broadly related to Transformers 5.x regressions, but they span different models and code paths (tokenizers, save/load, quantization, offload, FSDP, chat/serve, etc.). None of the soft pairs is a clear same-bug duplicate, so the cluster should not be collapsed aggressively.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43644 is the strongest umbrella report: it describes a broad Transformers 5.0.0 regression with system-wide impact, making it the best anchor for this mostly regression-themed cluster.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 is the best global representative because it states the core API-level symptom without narrowing to one architecture, while the others in that family are narrower manifestations.", + "best_issue_reason": "43644 is the most general and representative issue in the set, with a broad failure mode and higher likelihood of subsuming adjacent regressions than the more model-specific reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43854", - "right": "issue:43931", - "accept": false, - "reason": "Different models and different loading failures; no shared concrete bug path." - }, - { - "left": "issue:42915", - "right": "issue:44756", - "accept": false, - "reason": "Qwen3 MoE FP8 conversion failure vs Strix Halo mmap/OOM workaround; unrelated causes." - }, { "left": "issue:45488", "right": "issue:45812", "accept": false, - "reason": "Both are tokenizer regressions, but the affected models and failure modes differ too much to be the same bug." + "reason": "Both are tokenizer regressions, but they hit different model families and different mechanisms: LlamaTokenizer pre-tokenizer override vs Granite token ID generation." }, { "left": "issue:39692", "right": "issue:43994", "accept": false, - "reason": "Doc/example errors for SigLIP2 vs nonsensical inference results; not the same underlying issue." + "reason": "Same model family, but one is a docs/example error with quantization issues while the other is a runtime loading problem in tests; not the same bug." }, { "left": "issue:43257", "right": "issue:43854", "accept": false, - "reason": "Qwen3 MoE deepspeed/accelerate weight conversion issue is unrelated to GLM-4.7 Flash model loading." + "reason": "Different models and paths: Qwen3 MoE weight conversion under accelerate/deepspeed vs GLM-4.7-Flash loading in unit tests." }, { "left": "issue:43856", "right": "issue:43873", "accept": false, - "reason": "Separate memory-related problems: training memory usage vs quantization/offload behavior." + "reason": "One is Qwen3 MoE training memory inefficiency; the other is offloading not working with quantization. Similar theme, different failure mode." }, { "left": "issue:42491", "right": "issue:43931", "accept": false, - "reason": "LoRA checkpoint compatibility on hf4.x/hf5.x is unrelated to the Qwen3-VL weight-shape mismatch." + "reason": "Different problems: hf4.x LoRA compatibility with qwen3_moe vs a weight-shape mismatch when loading a Qwen3-VL model." }, { "left": "issue:43644", "right": "issue:43645", "accept": false, - "reason": "Different regressions in 5.0.0: buffer initialization vs Jupyter custom model initialization." + "reason": "Both are Transformers 5 regressions, but one is junk non-persistent buffers and the other is Jupyter custom-model initialization behavior." }, { "left": "issue:43856", "right": "issue:44387", "accept": false, - "reason": "Both mention memory, but one is Qwen3 MoE training memory and the other is int4 reserved-memory/OOM behavior." + "reason": "Both mention memory, but one is Qwen3 MoE training inefficiency and the other is int4 quantization reserved-memory growth/OOM." }, { "left": "issue:44910", "right": "issue:45588", "accept": false, - "reason": "Flash-attention crash from misread 3D position_ids is a different code path than the s_aux=None AttributeError." + "reason": "Different flash-attention failures: Qwen3.5 position_ids misinterpretation vs an AttributeError on s_aux=None in sink-less models." }, { "left": "issue:42491", "right": "issue:45292", "accept": false, - "reason": "Qwen3 MoE hf4.x/hf5.x compatibility is unrelated to resize_token_embeddings not updating output_embeddings." + "reason": "LoRA/qwen3_moe hf4.x compatibility and resize_token_embeddings/output_embeddings are unrelated bugs." }, { "left": "issue:45362", "right": "issue:45406", "accept": false, - "reason": "Different models and failures: Qwen3.5 chat crash vs Gemma4Processor missing _tokenizer." + "reason": "Different model/feature failures: Qwen3.5 chat crash vs Gemma4Processor missing _tokenizer in transformers serve." }, { "left": "issue:44488", "right": "issue:44991", "accept": false, - "reason": "Two tokenizer-loading failures on different models; no evidence of the same root cause." - }, - { - "left": "issue:45276", - "right": "issue:45335", - "accept": true, - "reason": "Both describe the same resize_token_embeddings regression failing to propagate to nested output/decoder embeddings in composite model classes." + "reason": "Both are tokenizer-loading reports, but they concern different models and different observed failures." }, { "left": "issue:36010", "right": "issue:39404", "accept": false, - "reason": "An import error for GenerationMixin is unrelated to Whisper pipeline return_language behavior." + "reason": "Completely different issues: an import error for GenerationMixin vs Whisper pipeline return_language behavior." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Similar API symptom, but the reports are model-specific (Gemma4 vs t5gemma) and do not clearly share the same root cause." }, { "left": "issue:44164", "right": "issue:44291", "accept": false, - "reason": "save/from_pretrained extra_state handling and init_empty_weights argument handling are separate serialization/loading bugs." + "reason": "One is save/from_pretrained extra_state handling; the other is init_empty_weights breaking due to an unexpected constructor argument." }, { "left": "issue:43404", "right": "issue:43454", "accept": false, - "reason": "Both are untied lm_head reports, but they target different model implementations and no concrete shared code path is evident." + "reason": "Both involve untied lm_head weights, but they target different model implementations and are not clearly the same underlying code-path bug." }, { "left": "issue:43425", "right": "issue:43957", "accept": false, - "reason": "Torch 2.10 compatibility and meta-device loading regressions are different issues." + "reason": "Environment compatibility vs model loading with meta tensors; these are separate regressions." }, { "left": "issue:44402", "right": "issue:44488", "accept": false, - "reason": "Tokenizer vocab-size mismatch in one model is not the same as sleng-bert failing to load." + "reason": "Different tokenizer/model problems: vocab-size mismatch for bert-base-bg vs inability to load sleng-bert." }, { "left": "issue:39692", "right": "issue:44960", "accept": false, - "reason": "SigLIP2 example/runtime issues are unrelated to the GLM5 report." + "reason": "Unrelated models and symptoms: SigLIP2 docs/example issues vs GLM5 model loading." }, { "left": "issue:42947", "right": "issue:45704", "accept": false, - "reason": "Gradient checkpointing with PEFT LoRA is a different bug than T5's apex.FusedRMSNorm memory leak." + "reason": "Gradient checkpointing with PEFT LoRA and T5 apex.FusedRMSNorm memory leak are different bugs." }, { "left": "issue:45663", "right": "issue:45759", "accept": false, - "reason": "Gemma4 FSDP2 shared_kv_states bug and Qwen multimodal config unwrapping are distinct code paths." + "reason": "Gemma-4 FSDP2 shared_kv_states KeyError vs Qwen 3.5/3.6 composite config unwrapping are distinct code paths." }, { "left": "issue:43335", "right": "issue:45663", "accept": false, - "reason": "SwitchTransformers sparse-layer config bug is unrelated to the Gemma4 attention KeyError." + "reason": "SwitchTransformers sparse-layer creation and Gemma-4 FSDP2 attention state rebuilding are unrelated." }, { "left": "issue:45663", "right": "issue:45859", "accept": false, - "reason": "FSDP2 attention-state rebuilding and CPU-offload rotary embedding compatibility are separate issues." + "reason": "Different model families and mechanisms: Gemma-4 FSDP2 attention state bug vs Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility." }, { - "left": "issue:44155", - "right": "issue:45823", + "left": "issue:43873", + "right": "issue:44387", "accept": false, - "reason": "AudioFlamingo3 batched inference leakage is unrelated to Gemma4 PLE device mismatch." + "reason": "Both concern quantization/offloading and memory, but one is offloading behavior and the other is a reserved-memory regression." }, { - "left": "issue:43873", - "right": "issue:44387", + "left": "issue:44155", + "right": "issue:45823", "accept": false, - "reason": "Quantization offloading behavior and increased reserved memory/OOM are not the same bug." + "reason": "AudioFlamingo3 batched inference token leakage and Gemma4 PLE device mismatch are unrelated model bugs." }, { "left": "issue:44291", "right": "issue:44756", "accept": false, - "reason": "init_empty_weights argument handling is unrelated to disabling mmap on Strix Halo." + "reason": "init_empty_weights argument handling vs disabling mmap to avoid OOM are different failure modes." }, { "left": "issue:44960", "right": "issue:46050", "accept": false, - "reason": "GLM5 is a model-specific report; sinq save/load corruption is a different serialization bug." + "reason": "GLM5 loading and sinq quantized save/load breakage are separate issues." }, { "left": "issue:44292", "right": "issue:44912", "accept": false, - "reason": "NVFP4 load failure and MXFP4 fallback are distinct quantization-format problems." + "reason": "Different quantization reports on different models: Qwen-3-8B-NVFP4 error vs git-oss-20b MXFP4 fallback to bf16." }, { "left": "issue:43854", "right": "issue:45216", "accept": false, - "reason": "GLM-4.7 Flash unit-test loading failure is unrelated to the Qwen3.5 save_pretrained regression." + "reason": "Different model versions and operations: GLM-4.7-Flash loading in tests vs Qwen3.5 save_pretrained regression." }, { "left": "issue:44387", "right": "issue:44756", "accept": false, - "reason": "Int4 reserved-memory OOM and Strix Halo mmap OOM have different triggers and fixes." + "reason": "Both end in OOM, but one is a quantization-memory regression and the other is a Strix Halo mmap issue." }, { "left": "issue:45276", "right": "issue:45292", - "accept": true, - "reason": "Both report the same resize_token_embeddings regression; 45292 is the generic output_embeddings case and 45276 is the Gemma4-specific manifestation." + "accept": false, + "reason": "The API symptom overlaps, but the model scope differs and there is no clear evidence they share the same root cause." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom-model save/load, but one is read-only permission propagation and the other is loading the wrong custom module after save_pretrained." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "Grounded overall. The packet supports 45292 as the broad resize_token_embeddings/output_embeddings umbrella issue, with 45276 and 45335 as model-specific manifestations. The other soft-edge rejections stay conservative by leaning on distinct models/failure modes rather than claiming exact causality." - }, - "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 }, @@ -2275,7 +2264,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-409", + "cluster_id": "cluster-10000-410", "nodes": [ "issue:36032", "issue:39404", @@ -2344,9 +2333,9 @@ "issue:44683|issue:45823", "issue:44589|issue:44756", "issue:43425|issue:45823", - "issue:43906|issue:44530", "issue:43425|issue:43716", "issue:39404|issue:45701", + "issue:43906|issue:44530", "issue:43611|issue:43645", "issue:44530|issue:45084", "issue:43901|issue:44509", @@ -2361,20 +2350,20 @@ "issue:44164|issue:45759", "issue:36032|issue:43452" ], - "prepared_review_unit_hash": "09c00895000605ec566f40ee6fedafd4ac2cb89fc6a32d1055a49568b35e19e3", + "prepared_review_unit_hash": "c84eeb287b688ca1f668aaced5bd48e696a426b50d6b5f9285d6457cd245cb0f", "component_budget": { - "node_count": 409, - "item_count": 409, - "soft_pair_count": 1530, - "serialized_chars": 789356, - "estimated_input_tokens": 197339, - "estimated_eval_tokens": 394934 + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37721, + "serialized_chars": 37722, "estimated_input_tokens": 9431, "estimated_eval_tokens": 19118 }, @@ -2383,216 +2372,216 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a set of unrelated Transformers issues with one clear duplicate pair around `resize_token_embeddings` not propagating to downstream embeddings. No PRs are present.", - "confidence": 0.84, - "canonical_issue_reason": "issue:45292 is the broadest, most general statement of the duplicate bug (`resize_token_embeddings` not updating output embeddings); issue:45335 looks like a model-specific instance of the same propagation problem.", + "summary": "These items are mostly unrelated issue reports. The only clear duplicate pair is the resize_token_embeddings regression affecting output/decoder embeddings; the Qwen3-VL and other loading/runtime pairs are similar in theme but not clearly the same concrete bug.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 45292 is the broader, cleaner statement of the resize_token_embeddings bug; 45335 is a model-specific manifestation of the same missing update to downstream embeddings.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45292 is the best cluster representative because it describes the underlying bug in generic terms rather than a single model variant.", + "best_issue_reason": "Issue 45292 is the best representative duplicate target because it describes the underlying API regression in general terms and is the most reusable canonical report for that bug.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43381", "right": "issue:44928", "accept": false, - "reason": "Both mention training/gradient behavior, but one is about gradient checkpointing in eval mode and the other about NaNs from Qwen3.5 SDPA fallback; different failure modes." + "reason": "Both mention training/runtime instability, but one is about gradient checkpointing in eval mode and the other is a Qwen3.5 RLHF NaN/fallback issue; different code paths and symptoms." }, { "left": "issue:42947", "right": "issue:43381", "accept": false, - "reason": "Both involve gradient checkpointing, but one is about ineffective LoRA checkpointing and the other about eval-mode misuse; not the same bug." + "reason": "Both involve gradient checkpointing, but one is about LoRA/PEFT not being effective and the other is about eval-mode restrictions; not the same bug." }, { "left": "issue:44164", "right": "issue:44756", "accept": false, - "reason": "`save/from_pretrained` extra_state handling and Strix Halo mmap OOM are unrelated issues." + "reason": "save/from_pretrained extra_state handling and disabling mmap for Strix Halo OOM are unrelated failure modes." }, { "left": "issue:44479", "right": "issue:44877", "accept": false, - "reason": "Different regressions: video input behavior for Qwen VL models vs strict config loading for granite_speech." + "reason": "Different subsystems: a video-input regression for Qwen VL models versus a strict config-loading issue for granite_speech." }, { "left": "issue:41720", "right": "issue:44155", "accept": false, - "reason": "Qwen3 auto device mapping CUDA assert and AudioFlamingo3 batched inference token/embedding leakage are unrelated." + "reason": "Qwen3 auto device mapping CUDA assert and AudioFlamingo3 track leakage are unrelated model-specific bugs." }, { "left": "issue:45588", "right": "issue:45663", "accept": false, - "reason": "Both touch attention-related code, but one is a flash_attention sinkless-model crash and the other is a Gemma4 FSDP2 shared_kv_states bug." + "reason": "Flash-attention sinkless-model crash and Gemma4 FSDP2 shared_kv_states KeyError are different code paths." }, { "left": "issue:43957", "right": "issue:44756", "accept": false, - "reason": "Meta-device loading failures and mmap/OOM on Strix Halo are different problems with different triggers." + "reason": "Meta-device loading failures and mmap OOM behavior are not the same underlying issue." }, { "left": "issue:43646", "right": "issue:43708", "accept": false, - "reason": "Custom model initialization and Trainer resume/max_steps calculation are unrelated." + "reason": "Custom model init failures and Trainer resume/max_steps calculation are unrelated." }, { "left": "issue:45292", "right": "issue:45335", "accept": true, - "reason": "Same underlying bug: `resize_token_embeddings` does not propagate to the model's output embeddings; 45335 is the t5gemma-specific manifestation." + "reason": "Both describe the same resize_token_embeddings regression: the resized embeddings are not propagated to downstream/output embeddings, with 45335 being the T5Gemma-specific case." }, { "left": "issue:43828", "right": "issue:43957", "accept": false, - "reason": "Both are dtype/device-ish loading issues, but one is autocast on Phi-tiny-MoE and the other is meta-device loading breakage; not the same root cause." + "reason": "Autocast dtype mismatch and meta-device loading failures are distinct problems." }, { "left": "issue:44402", "right": "issue:44451", "accept": false, - "reason": "Different tokenizer/model-loading problems for different checkpoints; no clear shared code-path." + "reason": "Tokenizer vocab-size mismatch and a model-specific load failure are too different to merge as duplicates." }, { "left": "issue:43645", "right": "issue:44164", "accept": false, - "reason": "Jupyter/custom-model initialization is unrelated to save/from_pretrained extra_state handling." + "reason": "Jupyter custom-model initialization and extra_state save/load handling are different bugs." }, { "left": "issue:43425", "right": "issue:43828", "accept": false, - "reason": "Torch version incompatibility and autocast dtype mismatch are different issues." + "reason": "A Torch 2.10 compatibility report is broader and different from a specific dtype mismatch under autocast." }, { "left": "issue:43257", "right": "issue:44863", "accept": false, - "reason": "Both concern model loading, but one is Qwen3 MOE conversion with accelerate+deepspeed and the other is NemotronH checkpoint loading; too different." + "reason": "Qwen3 MOE weight conversion with accelerate/deepspeed and NemotronH checkpoint loading are different model/load paths." }, { "left": "issue:44683", "right": "issue:45823", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 PLE device mismatch are unrelated." + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device-mismatch during forward are unrelated." }, { "left": "issue:44589", "right": "issue:44756", "accept": false, - "reason": "Float8 storage lookup and Strix Halo mmap OOM are different low-level failures." + "reason": "Float8 storage deserialization and Strix Halo mmap OOM are not the same bug." }, { "left": "issue:43425", "right": "issue:45823", "accept": false, - "reason": "Torch 2.10 incompatibility and Gemma4 PLE device-map forward mismatch are not the same bug." - }, - { - "left": "issue:43906", - "right": "issue:44530", - "accept": false, - "reason": "An isolated reproduction of an older issue and a Qwen3.5 PagedAttentionCache crash are unrelated." + "reason": "Torch version incompatibility and Gemma4 device_map mismatch are separate issues." }, { "left": "issue:43425", "right": "issue:43716", "accept": false, - "reason": "Generic torch incompatibility versus Mistral-3 image preprocessor/model dtype mismatch; different symptoms and code paths." + "reason": "General Torch compatibility and Mistral-3 image-preprocessor dtype mismatch are different failures." }, { "left": "issue:39404", "right": "issue:45701", "accept": false, - "reason": "Whisper pipeline `return_language` regression and generic tokenization changes across versions are not the same issue." + "reason": "Whisper pipeline return_language and tokenization changes are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "The isolated reproduction of another issue and the Qwen3.5 PagedAttentionCache crash are not the same concrete bug." }, { "left": "issue:43611", "right": "issue:43645", "accept": false, - "reason": "`base_model_prefix` loading and custom model initialization in notebooks are different model-construction failures." + "reason": "base_model_prefix loading breakage and notebook custom-model initialization are different failure surfaces." }, { "left": "issue:44530", "right": "issue:45084", "accept": false, - "reason": "Qwen3.5 PagedAttentionCache crash and non-template-node compilation error are unrelated." + "reason": "PagedAttentionCache linear_attention failure and non-template-node compile error are unrelated." }, { "left": "issue:43901", "right": "issue:44509", "accept": false, - "reason": "Both are docs-related, but they concern different pipeline API removals/behavior changes." + "reason": "Both are docs-related, but they concern different APIs/tasks and are not duplicates." }, { "left": "issue:44265", "right": "issue:44898", "accept": false, - "reason": "`torch.export.export` with `torch_compilable_check` and Perceiver interpolation failure are different model/export issues." + "reason": "torch.export with torch_compilable_check and Perceiver non-default-resolution failure are distinct." }, { "left": "issue:39404", "right": "issue:44912", "accept": false, - "reason": "Whisper pipeline `return_language` regression and MXFP4 quantization fallback are unrelated." + "reason": "Whisper pipeline behavior and MXFP4 quantization fallback are unrelated." }, { "left": "issue:44479", "right": "issue:44805", "accept": false, - "reason": "Video-input regression for VL models and a mask shape IndexError are different bugs." + "reason": "Video-input regression for Qwen models and a mask-shape IndexError are different bugs." }, { "left": "issue:43425", "right": "issue:44918", "accept": false, - "reason": "Torch version incompatibility and Qwen3.5 SFT embedding unpacking are unrelated." + "reason": "Torch compatibility and Qwen3.5 embedding unpacking with TRL SFT trainer are not the same issue." }, { "left": "issue:44589", "right": "issue:45084", "accept": false, - "reason": "Float8 storage lookup failure and template-node compilation error are not the same issue." + "reason": "Float8 storage lookup failure and compile-time non-template-node error are unrelated." }, { "left": "issue:43299", "right": "issue:43931", "accept": false, - "reason": "Both are Qwen3-VL loading problems, but one is a broad 5.0.0.dev0 regression and the other is a specific weight-shape mismatch; not enough evidence of one root cause." + "reason": "Both involve Qwen3-VL loading, but one is a version-wide MoE loading regression and the other is a specific weight-shape mismatch; not enough to confirm the same bug." }, { "left": "issue:43596", "right": "issue:44683", "accept": false, - "reason": "Deepspeed zero3/BertModel index error and compiled flex_attention failure are unrelated." + "reason": "Zero3 init IndexError with BertModel and compiled flex_attention failures are unrelated." }, { "left": "issue:43994", "right": "issue:44079", "accept": false, - "reason": "Siglip2 nonsensical outputs and ModelOutput key assignment bug are different problem classes." + "reason": "SigLIP2 bad outputs and ModelOutput key assignment bugs are different code paths." }, { "left": "issue:44164", "right": "issue:45759", "accept": false, - "reason": "`extra_state` save/load handling and `from_config` not unwrapping `text_config` are separate model-serialization issues." + "reason": "extra_state save/load and AutoModelForCausalLM.from_config text_config unwrapping are unrelated." }, { "left": "issue:36032", "right": "issue:43452", "accept": false, - "reason": "T5Tokenizer `add_special_tokens` conflict and gguf_file loading breakage are unrelated tokenizer/loading problems." + "reason": "T5Tokenizer add_special_tokens conflict and gguf_file load path failures are different issues." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet: all items are issues, no PRs are present, and the only clearly supported duplicate pair is 45292/45335. The soft-edge verdicts are conservative overall and do not overstate evidence." + "feedback": "The summary is grounded in the packet and stays conservative about the soft-edge pairs. The only clearly supported duplicate is 45292/45335, and the reasoning matches the issue titles. No PR-mergeability concerns apply here." }, "evaluator_used": true, "retried": false, @@ -2611,7 +2600,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-409", + "cluster_id": "cluster-10000-410", "nodes": [ "issue:32090", "issue:34567", @@ -2679,14 +2668,14 @@ "issue:44206|issue:44220", "issue:44488|issue:44987", "issue:43643|issue:44530", - "issue:34567|issue:40444", "issue:36032|issue:42915", + "issue:34567|issue:40444", "issue:44811|issue:45584", "issue:43883|issue:44488", "issue:44451|issue:44987", + "issue:43541|issue:45084", "issue:43452|issue:43482", "issue:44464|issue:45987", - "issue:43541|issue:45084", "issue:42915|issue:44530", "issue:43644|issue:43646", "issue:43317|issue:43482", @@ -2695,20 +2684,20 @@ "issue:45084|issue:45507", "issue:43262|issue:43377" ], - "prepared_review_unit_hash": "4c9688ded8c9c32783ebbfbf6902f62ed98daedbd1667a764c990fd0812ae46b", + "prepared_review_unit_hash": "ec121e942cb2344b673e593bce5ff5e6cef1e9d673ccafda9cbe3e0d157cf354", "component_budget": { - "node_count": 409, - "item_count": 409, - "soft_pair_count": 1530, - "serialized_chars": 789356, - "estimated_input_tokens": 197339, - "estimated_eval_tokens": 394934 + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 31, - "serialized_chars": 36946, + "serialized_chars": 36947, "estimated_input_tokens": 9237, "estimated_eval_tokens": 18730 }, @@ -2717,204 +2706,204 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is mostly heterogeneous across unrelated model, tokenizer, audio, cache, and training regressions. I only see one likely duplicate pair: the GGUF loading regression in issue:43452 and issue:43482.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 43452 is the broader, more generic GGUF/from_pretrained loading regression; issue 43482 looks like a model-specific manifestation of the same failure.", + "summary": "Mostly a heterogeneous set of unrelated Transformers regressions. The only plausible duplicate family is the GGUF-loading breakage; the rest are different subsystems, models, or failure modes and should stay separate.", + "confidence": 0.36, + "canonical_issue_reason": "issue 43452 is the broadest and most explicit report of the GGUF/from_pretrained regression, so it best represents the one plausible duplicate family in this cluster.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43452 is the best representative issue because it describes the underlying loader breakage in a general way and can subsume the more specific Qwen2.5-GGUF report.", + "best_issue_reason": "issue 43452 is the best overall representative because it describes the underlying GGUF loading breakage at the API level, rather than a model-specific symptom.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:39404", "right": "issue:44671", "accept": false, - "reason": "Different models and failures: Whisper pipeline return_language vs CamemBERT masked-LM predictions." + "reason": "Whisper pipeline return_language and CamemBERT masked-LM predictions are unrelated bugs in different code paths." }, { "left": "issue:43856", "right": "issue:44756", "accept": false, - "reason": "Both involve performance/memory, but one is Qwen3 MoE training inefficiency and the other is Strix Halo mmap OOM." + "reason": "Qwen3 MoE training memory usage and mmap OOM on Strix Halo are different resource issues with no shared bug surface." }, { "left": "issue:44991", "right": "issue:45081", "accept": false, - "reason": "Both are tokenizer-related regressions, but they hit different code paths and different models." + "reason": "Tokenizer loading failure for EMBEDDIA/est-roberta and a Mistral regex patch crash are different tokenizer regressions." }, { "left": "issue:44671", "right": "issue:44991", "accept": false, - "reason": "Both are v5 tokenizer/model-loading complaints, but the concrete bug and affected model differ." + "reason": "CamemBERT masked-LM prediction errors and tokenizer-loading failure are distinct model/tokenizer behaviors." }, { "left": "issue:44737", "right": "issue:45859", "accept": false, - "reason": "Both mention device/offload behavior, but XLNet CPU arange vs Qwen3.5Moe rotary embedding are separate bugs." + "reason": "XLNet CPU tensor placement and Qwen3.5 MoE CPU-offload incompatibility are different implementation bugs." }, { "left": "issue:32090", "right": "issue:39404", "accept": false, - "reason": "Trainer broadcast NoneType error is unrelated to Whisper pipeline return_language behavior." + "reason": "Trainer GPU broadcast TypeError and Whisper return_language pipeline behavior are unrelated." }, { "left": "issue:44164", "right": "issue:44479", "accept": false, - "reason": "save/from_pretrained extra_state handling is unrelated to the Qwen video-input regression." + "reason": "save/from_pretrained extra_state handling and Qwen video-input regression are different serialization vs multimodal-input issues." }, { "left": "issue:44661", "right": "issue:44683", "accept": false, - "reason": "Tokenizer mapping/new-model registration is unrelated to compiled flex_attention failing on torch >= 2.9." + "reason": "Tokenizer mapping/model addition failure and flex_attention compilation on torch>=2.9 are unrelated changes." }, { "left": "issue:44488", "right": "issue:45081", "accept": false, - "reason": "Different model-loading failures: BERT tokenizer load vs Mistral regex patch crash." + "reason": "Loading sleng-bert and the Mistral regex patch crash are separate tokenizer-loading failures." }, { "left": "issue:43582", "right": "issue:43632", "accept": false, - "reason": "AppleSilicon allocator warmup TypeError and _is_hf_initialized regression are different initialization bugs." + "reason": "Apple Silicon allocator warmup TypeError and _is_hf_initialized regression do not share the same code path." }, { "left": "issue:43611", "right": "issue:43644", "accept": false, - "reason": "base_model_prefix loading breaks vs non-persistent buffers being junk are distinct v5 regressions." + "reason": "base_model_prefix loading regression and non-persistent buffer junk are different v5 breakages." }, { "left": "issue:40990", "right": "issue:43421", "accept": false, - "reason": "High perplexity on gpt-oss is unrelated to runtime post-processor updates in TokenizersBackend." + "reason": "High perplexity on gpt-oss-20b and runtime special-token post-processor updates are unrelated." }, { "left": "issue:43716", "right": "issue:45084", "accept": false, - "reason": "Mistral-3 dtype mismatch in the image preprocessor is unrelated to template-node compilation errors." + "reason": "Mistral image dtype mismatch and template-node compilation failure are different subsystems." }, { "left": "issue:44206", "right": "issue:44220", "accept": false, - "reason": "Both are audio-feature issues, but one is an unsupported center argument and the other is a different fbank-extraction problem." + "reason": "Both are audio-feature related, but the titles do not establish the same concrete failure; treat as separate until the exact call path matches." }, { "left": "issue:44488", "right": "issue:44987", "accept": false, - "reason": "Both are model load failures, but they affect different models and appear to stem from different regressions." + "reason": "Loading sleng-bert and transformers>=5.1.0 failing on physical-intelligence/fast are different model-loading regressions." }, { "left": "issue:43643", "right": "issue:44530", "accept": false, - "reason": "AutoConfig missing fields with trust_remote_code is unrelated to PagedAttentionCache linear_attention group handling." + "reason": "AutoConfig trust_remote_code missing fields and PagedAttentionCache linear_attention crash are unrelated." }, { - "left": "issue:34567", - "right": "issue:40444", + "left": "issue:36032", + "right": "issue:42915", "accept": false, - "reason": "TrainerState token counting and Qwen2.5-VL multi-image IterableDataset failures are unrelated." + "reason": "T5 tokenizer special-token conflict and Qwen3Moe FineGrainedFP8Config failure are different model-specific bugs." }, { - "left": "issue:36032", - "right": "issue:42915", + "left": "issue:34567", + "right": "issue:40444", "accept": false, - "reason": "T5 tokenizer method conflict is unrelated to Qwen3Moe FineGrainedFP8Config failure." + "reason": "TrainerState token counting and Qwen2.5-VL iterable multi-image finetuning are unrelated training issues." }, { "left": "issue:44811", "right": "issue:45584", "accept": false, - "reason": "Both are Whisper issues, but batch_decode skip_special_tokens and empty-transcription generation after align_special_tokens are different bugs." + "reason": "Whisper batch_decode skip_special_tokens and Whisper empty-transcription generation after align_special_tokens are related only by model family, not the same bug." }, { "left": "issue:43883", "right": "issue:44488", "accept": false, - "reason": "Molmo tied-weights metadata error is unrelated to the sleng-bert loading failure." + "reason": "Molmo tied-weights attribute error and sleng-bert loading failure are unrelated." }, { "left": "issue:44451", "right": "issue:44987", "accept": false, - "reason": "Different models and different failure modes: loading physical-intelligence/fast vs tokenizer loading for EMBEDDIA/est-roberta." + "reason": "Loading vesteinn/ScandiBERT and loading physical-intelligence/fast are different model-specific failures." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Mixtral grouped_mm tracing error and template-node compilation error are unrelated code paths." }, { "left": "issue:43452", "right": "issue:43482", "accept": true, - "reason": "Both point to the same GGUF loading regression in transformers v5; 43482 is a specific instance of the broader 43452 bug." + "reason": "Both describe transformers v5 GGUF/from_pretrained loading regressions and likely share the same gguf_file code path." }, { "left": "issue:44464", "right": "issue:45987", "accept": false, - "reason": "Chunked generation inconsistency with compiled forward is not the same as StaticCache.get_seq_length returning the wrong type." - }, - { - "left": "issue:43541", - "right": "issue:45084", - "accept": false, - "reason": "Mixtral grouped_mm tracing errors and non-template-node compilation errors are different compiler failures." + "reason": "Chunked generation with compiled forward and StaticCache seq-length type mismatch are separate generation/cache issues." }, { "left": "issue:42915", "right": "issue:44530", "accept": false, - "reason": "Qwen3Moe FP8 config failure and Qwen3.5 PagedAttentionCache linear_attention crash are separate issues." + "reason": "Qwen3Moe FP8 training failure and Qwen3.5 PagedAttentionCache crash are different model/runtime bugs." }, { "left": "issue:43644", "right": "issue:43646", "accept": false, - "reason": "Both are v5 custom-model regressions, but non-persistent-buffer corruption is not the same bug as custom model initialization breaking." + "reason": "Non-persistent buffer junk and custom model initialization breakage are both v5 regressions but not the same concrete bug." }, { "left": "issue:43317", "right": "issue:43482", "accept": false, - "reason": "GPU+CPU offload dequantized-model loading and GGUF loading failure are different loader paths." + "reason": "GPU+CPU offload dequantized-model loading and GGUF loading failure are different loading paths." }, { "left": "issue:44849", "right": "issue:45325", "accept": false, - "reason": "Qwen3.5 hidden-state output bug is unrelated to Qwen2.5-VL rope index scaling." + "reason": "Qwen3.5 output_hidden_states regression and Qwen2.5-VL rope-index scaling bug are unrelated model behaviors." }, { "left": "issue:36032", "right": "issue:43645", "accept": false, - "reason": "Tokenizer special-token method conflict is unrelated to Jupyter custom-model initialization breakage." + "reason": "T5 tokenizer special-token conflict and notebook custom-model initialization failure are unrelated." }, { "left": "issue:45084", "right": "issue:45507", "accept": false, - "reason": "TypeError compiling non-template nodes is unrelated to GraniteMoEHybrid calling an invalid method." + "reason": "Template compilation error and GraniteMoEHybrid invalid method call are different bugs." }, { "left": "issue:43262", "right": "issue:43377", "accept": false, - "reason": "Default 16 kHz sampling-rate behavior is unrelated to MIMI encoder padding-mask differences between batched and single inputs." + "reason": "Audio processor sampling-rate default and MIMI batched-vs-single padding-mask mismatch are different audio issues." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft-edge pair, issue:43452 and issue:43482, is plausibly the same GGUF/from_pretrained loading regression at different specificity levels. The other rejections are appropriately cautious given the differing models, code paths, or failure modes." + "feedback": "The summary is grounded in the packet and stays conservative. The lone accepted pair, issue:43452 and issue:43482, is plausibly the same GGUF/from_pretrained loading regression, and the rest of the soft-edge verdicts are appropriately treated as separate bugs based on the available titles." }, "evaluator_used": true, "retried": false, @@ -2933,7 +2922,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-409", + "cluster_id": "cluster-10000-410", "nodes": [ "issue:36032", "issue:40990", @@ -2985,9 +2974,9 @@ "issue:45987" ], "soft_pairs": [ - "issue:43404|issue:44466", "issue:43089|issue:45987", "issue:43883|issue:44991", + "issue:43404|issue:44466", "issue:44987|issue:44991", "issue:43994|issue:44610", "issue:43646|issue:44534", @@ -3016,237 +3005,244 @@ "issue:42175|issue:45542", "issue:43792|issue:44589", "issue:40990|issue:44811", - "issue:44683|issue:45020" + "issue:44683|issue:45020", + "issue:44403|issue:44991" ], - "prepared_review_unit_hash": "d7489c19b3c0a91abeb8ce834fa41852b906dcb3e969c7cd2ea8eb0a26510f30", + "prepared_review_unit_hash": "ecb6f9eb34e1bfaec12fd6b66801fafb6e4973526c2585d667b77aac01873997", "component_budget": { - "node_count": 409, - "item_count": 409, - "soft_pair_count": 1530, - "serialized_chars": 789356, - "estimated_input_tokens": 197339, - "estimated_eval_tokens": 394934 + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37214, - "estimated_input_tokens": 9304, - "estimated_eval_tokens": 18864 + "soft_pair_count": 33, + "serialized_chars": 37507, + "estimated_input_tokens": 9377, + "estimated_eval_tokens": 19010 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a family of Transformers v5/v5.x loading and serialization regressions across different models and code paths. Most soft pairs are related thematically but not true duplicates; only the Qwen3.5 save_pretrained regressions look like the same underlying bug.", - "confidence": 0.83, - "canonical_issue_reason": "issue:45020 is the broadest umbrella: it frames the recent-version regressions as a general breakage of model loading/remote_code behavior, which matches the cluster\u2019s dominant theme.", + "summary": "Mostly unrelated Transformers regression reports. The main correction is to be more conservative on the Qwen video/rope-position pair: the titles suggest thematic similarity, but not enough evidence that they are the same concrete bug or one mergeable fix.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45020 is the broadest umbrella item here: it captures a recent Transformers-version regression breaking remote-code model loading, which matches the recurring v5 compatibility/load-failure theme across the set.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the best tracker candidate because it is general, user-facing, and central to the cluster of v5 loading/serialization regressions.", + "best_issue_reason": "issue:45020 is the clearest representative of the recurring v5 load/serialization breakages and has the widest scope among the listed issues.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43404", - "right": "issue:44466", - "accept": false, - "reason": "Both involve tied-weights behavior, but one is a missing tie in a specific model class and the other is device-dependent save_pretrained serialization; different bugs." - }, { "left": "issue:43089", "right": "issue:45987", "accept": false, - "reason": "Generation performance/sync overhead is unrelated to the StaticCache return-type contract bug." + "reason": "Different problems: generation runtime overhead vs. a StaticCache length type contract." }, { "left": "issue:43883", "right": "issue:44991", "accept": false, - "reason": "Different failures: missing all_tied_weights_keys vs tokenizer loading for a specific checkpoint." + "reason": "Different failure modes: missing tied-weights attribute vs. tokenizer loading error for a different model." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both involve tied weights, but one is a model-specific weight-tying bug and the other is a save_pretrained serialization inconsistency; not the same concrete bug." }, { "left": "issue:44987", "right": "issue:44991", "accept": false, - "reason": "Both are model-loading failures, but they concern different checkpoints and likely different root causes." + "reason": "Both are model-load regressions, but for different models and different root causes." }, { "left": "issue:43994", "right": "issue:44610", "accept": false, - "reason": "Different multimodal regression types: bad results from a model/pipeline path vs processor image-size mismatch." + "reason": "Different code paths: bad model outputs vs. processor/model input-size mismatch." }, { "left": "issue:43646", "right": "issue:44534", "accept": false, - "reason": "Custom model init breakage and junk-filled buffers are separate v5 regressions." + "reason": "Custom model init regression and junk non-persistent buffer initialization are distinct issues." }, { "left": "issue:43322", "right": "issue:43540", "accept": false, - "reason": "Segfault while loading Llava Next is not the same as the Qwen3OmniMoe video-processing ValueError." + "reason": "Both are multimodal loading/runtime failures, but they affect different models with different errors." }, { "left": "issue:44403", "right": "issue:45081", "accept": false, - "reason": "Noise/logging during load and a tokenizer patch crash are different code-path problems." + "reason": "Generic loading noise is unrelated to the Mistral tokenizer patch crash." }, { "left": "issue:43377", "right": "issue:43819", "accept": false, - "reason": "Both are output mismatches, but they affect different models and mechanisms (padding mask vs missing STE)." + "reason": "MIMI batching/padding bug is unrelated to DAC latent reconstruction mismatch." }, { "left": "issue:42915", "right": "issue:45084", "accept": false, - "reason": "FineGrainedFP8Config failure and template-node compilation errors are unrelated." + "reason": "Qwen3-MoE FP8 config failure and template-node compilation error are different bugs." }, { "left": "issue:44265", "right": "issue:44610", "accept": false, - "reason": "torch.export compatibility is unrelated to OmDet-Turbo processor resolution mismatch." + "reason": "torch.export exportability issue is unrelated to an OmDet processor input-size bug." }, { "left": "issue:43645", "right": "issue:44534", "accept": false, - "reason": "Notebook custom-model initialization and non-persistent buffer corruption are different failures." + "reason": "Notebook custom-model init regression and non-persistent buffer corruption are not the same issue." }, { "left": "issue:44220", "right": "issue:44683", "accept": false, - "reason": "Audio feature extraction and compiled flex_attention failures are unrelated." + "reason": "Audio feature extraction bug is unrelated to compiled flex_attention failing on newer torch." }, { "left": "issue:44451", "right": "issue:45081", "accept": false, - "reason": "Different tokenizer/model loading failures with no clear shared code-path." + "reason": "ScandiBERT load failure does not share the same tokenizer regex crash path." }, { "left": "issue:44987", "right": "issue:45081", "accept": false, - "reason": "Both are load-time failures, but for different models and different tokenizer/model code paths." + "reason": "Different affected models and different loading failures." }, { "left": "issue:45216", "right": "issue:45357", "accept": true, - "reason": "Both report Qwen3.5 save_pretrained regressions producing incorrect checkpoints/keys; same underlying serialization bug." + "reason": "Same underlying Qwen3.5 save_pretrained regression: 45357 is a later report of the same incorrect checkpoint/visual-key serialization problem." }, { "left": "issue:43404", "right": "issue:45127", "accept": false, - "reason": "Tied lm_head weights in a model class is different from LoRA merge collapse with extended vocabulary." + "reason": "Mistral3 tied-weight loading bug and LoRA merge collapse are different code paths." }, { "left": "issue:42915", "right": "issue:44291", "accept": false, - "reason": "FP8 config failure and init_empty_weights/_is_hf_initialized constructor breakage are separate regressions." + "reason": "Qwen3-MoE FP8 config failure is unrelated to init_empty_weights/_is_hf_initialized argument handling." }, { "left": "issue:43632", "right": "issue:44756", "accept": false, - "reason": "_is_hf_initialized initialization issues are unrelated to the Strix Halo mmap/OOM mitigation request." + "reason": "_is_hf_initialized flag regression is unrelated to mmap/OOM on Strix Halo." }, { "left": "issue:36032", "right": "issue:43742", "accept": false, - "reason": "Tokenizer add_special_tokens conflict and MobileLLM key error are different load failures." + "reason": "Tokenizer add_special_tokens conflict and MobileLLM key error are different loading bugs." }, { "left": "issue:44062", "right": "issue:44987", "accept": false, - "reason": "AddedToken argument duplication is unrelated to the physical-intelligence/fast loading issue." + "reason": "AddedToken special-argument duplication is unrelated to model loading failure for physical-intelligence/fast." }, { "left": "issue:42915", "right": "issue:44589", "accept": false, - "reason": "FP8 config failure and missing Float8 storage are different low-level issues." + "reason": "Qwen3-MoE FP8 config and Float8 storage deserialization are different issues." }, { "left": "issue:43296", "right": "issue:43531", "accept": false, - "reason": "PaddleOCR-VL load failure in vLLM and Qwen3-MoE sliding_window behavior are unrelated." + "reason": "PaddleOCR-VL loading failure and Qwen3-MoE sliding_window handling are unrelated." }, { "left": "issue:43531", "right": "issue:44877", "accept": false, - "reason": "Sliding-window behavior and strict config loading are distinct model/config regressions." + "reason": "Sliding-window logic for Qwen3-MoE is unrelated to strict config loading for granite_speech." }, { "left": "issue:43425", "right": "issue:44403", "accept": false, - "reason": "Torch version incompatibility is not the same as noisy model loading." + "reason": "Torch version compatibility and loading noise are not the same underlying bug." }, { "left": "issue:43611", "right": "issue:44534", "accept": false, - "reason": "base_model_prefix loading breakage and non-persistent buffer junk are different v5 regressions." + "reason": "base_model_prefix compatibility and non-persistent buffer junk are different v5 regressions." }, { "left": "issue:44479", "right": "issue:45325", "accept": false, - "reason": "The broad video-input regression and the specific still-image rope-index scaling bug are related only at a high level, not enough to merge." + "reason": "The titles suggest a Qwen vision/position-id theme, but there is not enough evidence they describe the same concrete bug or a single mergeable fix." }, { "left": "issue:36032", "right": "issue:41720", "accept": false, - "reason": "T5 tokenizer load conflict and Qwen3 auto device-map cudaErrorAssert are unrelated." + "reason": "Tokenizer AttributeError and Qwen3 auto device map cudaErrorAssert are unrelated." }, { "left": "issue:42175", "right": "issue:45542", - "accept": false, - "reason": "Both touch TF/backend packaging, but one is missing TensorFlow in a torch install and the other is a tensorboard-without-TF backend error." + "accept": true, + "reason": "Same backend packaging issue: the torch extra installs tensorboard without TensorFlow, leading to missing/undefined tf backend errors." }, { "left": "issue:43792", "right": "issue:44589", "accept": false, - "reason": "Whisper runtime failure and missing Float8 storage are unrelated." + "reason": "Whisper runtime failure is unrelated to Float8 storage deserialization." }, { "left": "issue:40990", "right": "issue:44811", "accept": false, - "reason": "High perplexity on gpt-oss-20b is unrelated to Whisper batch_decode skip_special_tokens behavior." + "reason": "Perplexity regression and Whisper batch_decode skip_special_tokens behavior are unrelated." }, { "left": "issue:44683", "right": "issue:45020", "accept": false, - "reason": "Compiled flex_attention on torch>=2.9 is a specific backend incompatibility, not the broad remote_code loading regression." + "reason": "Compiled flex_attention torch-version breakage is not the same as the remote_code model-loading regression." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading noise does not match the EMBEDDIA tokenizer loading failure." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative overall. The only accepted soft pair, issue:45216 vs issue:45357, is plausibly the same Qwen3.5 save_pretrained serialization regression and looks mergeable into one fix. The other pairs are appropriately rejected as model-, checkpoint-, or code-path-specific rather than clear duplicates. issue:45020 is a reasonable broad umbrella for the cluster." + "accept": false, + "feedback": "Mostly grounded overall, but one soft-edge accept is too aggressive: issue:44479 vs issue:45325 is only a thematic Qwen vision/video-position similarity from titles, not enough evidence that they are the same concrete bug or mergeable into one fix. The other accepted pairs look better supported, but because the packet does not ground that Qwen pair strongly, the result is not conservative enough." }, "evaluator_used": true, - "retried": false, + "retried": true, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -3262,7 +3258,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-409", + "cluster_id": "cluster-10000-410", "nodes": [ "issue:33666", "issue:40444", @@ -3282,7 +3278,9 @@ "issue:43582", "issue:43611", "issue:43632", + "issue:43644", "issue:43646", + "issue:43749", "issue:43792", "issue:43818", "issue:43856", @@ -3291,7 +3289,6 @@ "issue:44079", "issue:44265", "issue:44291", - "issue:44403", "issue:44462", "issue:44466", "issue:44534", @@ -3299,7 +3296,6 @@ "issue:44589", "issue:44829", "issue:44898", - "issue:44991", "issue:45072", "issue:45081", "issue:45325", @@ -3314,14 +3310,13 @@ "issue:45923" ], "soft_pairs": [ - "issue:43818|issue:45357", "issue:43421|issue:44568", - "issue:44403|issue:44991", "issue:43632|issue:44534", "issue:41553|issue:43582", + "issue:43818|issue:45357", "issue:33666|issue:40444", - "issue:44462|issue:45812", "issue:44079|issue:45663", + "issue:44462|issue:45812", "issue:43482|issue:45538", "issue:43317|issue:43856", "issue:44829|issue:45479", @@ -3331,228 +3326,236 @@ "issue:43482|issue:43525", "issue:43377|issue:45491", "issue:41720|issue:45081", - "issue:44265|issue:45072", "issue:42175|issue:43296", "issue:43531|issue:44291", + "issue:44265|issue:45072", "issue:43994|issue:44898", - "issue:43611|issue:43646", "issue:43632|issue:45072", + "issue:43611|issue:43646", "issue:43792|issue:43957", "issue:44079|issue:44534", "issue:45325|issue:45834", "issue:43454|issue:44466", "issue:42915|issue:43482", "issue:40444|issue:45381", - "issue:45325|issue:45381" + "issue:45325|issue:45381", + "issue:43644|issue:44079", + "issue:43749|issue:44079" ], - "prepared_review_unit_hash": "53d8a06899054f3aa2f3426ae3f4d8a61878e1516a02e8c4f778d23d48eb1c08", + "prepared_review_unit_hash": "aab414a1ce923cd7436cebde1783c959009b49ee4c223e762bfb66fe19ca4567", "component_budget": { - "node_count": 409, - "item_count": 409, - "soft_pair_count": 1530, - "serialized_chars": 789356, - "estimated_input_tokens": 197339, - "estimated_eval_tokens": 394934 + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36999, - "estimated_input_tokens": 9250, - "estimated_eval_tokens": 18756 + "soft_pair_count": 31, + "serialized_chars": 37278, + "estimated_input_tokens": 9320, + "estimated_eval_tokens": 18896 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes unrelated model-loading, tokenizer, vision-language, and training regressions. None of the soft-edge pairs are safe duplicates, so all were rejected.", - "confidence": 0.93, - "canonical_issue_reason": "issue:43611 is the broadest representative of the cluster\u2019s dominant theme (Transformers v5 loading/init regressions), but it is only a loose anchor because the cluster is not a true duplicate set.", + "summary": "These items are mostly distinct bugs/regressions across different model families and v5 migration paths. A few are superficially similar (especially model-loading/init regressions), but none are clearly the same concrete issue based on titles alone, so I would not merge any soft pairs.", + "confidence": 0.39, + "canonical_issue_reason": "Issue 43611 is the clearest representative of the only plausible duplicate family in this set: a Transformers v5 model-loading regression. Its title is specific enough to anchor triage, while the nearby init/loading reports are broader or refer to different failure modes.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43611 is the best global issue anchor among the items, since it captures the common v5 model-loading breakage theme more cleanly than the others; however, it is still not a strong duplicate center for this mixed cluster.", + "best_issue_reason": "Issue 43611 is the best single issue to keep as the representative anchor because it names a concrete v5 loading breakage and is more specific than the neighboring generic initialization reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43818", - "right": "issue:45357", - "accept": false, - "reason": "Different models and different bugs: Video-LLaVA temporal-attention/weight-sharing vs Qwen3.5 visual-encoder key serialization." - }, { "left": "issue:43421", "right": "issue:44568", "accept": false, - "reason": "Both involve tokenizers, but one is about runtime post-processor updates and the other is a tokenizer-specific BOS/EOS failure; different root causes." - }, - { - "left": "issue:44403", - "right": "issue:44991", - "accept": false, - "reason": "One is about reducing noisy load messages, the other is a concrete tokenizer loading failure for a specific model." + "reason": "Both involve tokenizer/special-token behavior, but one is about runtime post-processor updates and the other about add_special_tokens BOS/EOS insertion for a specific tokenizer; different bugs and code paths." }, { "left": "issue:43632", "right": "issue:44534", "accept": false, - "reason": "Unrelated v5 regressions: one is `_is_hf_initialized` handling, the other is non-persistent buffer initialization." + "reason": "Both are Transformers v5 regressions, but one concerns `_is_hf_initialized` during model init and the other non-persistent buffer contents; distinct underlying failures." }, { "left": "issue:41553", "right": "issue:43582", "accept": false, - "reason": "Completely different areas: AutoTokenizer error messaging vs Apple Silicon allocator warmup TypeError." + "reason": "Unrelated problems: bad Voxtral error message versus an Apple Silicon TypeError in caching allocator warmup." }, { - "left": "issue:33666", - "right": "issue:40444", + "left": "issue:43818", + "right": "issue:45357", "accept": false, - "reason": "Both Qwen VL training issues, but different versions and different failure modes; not the same concrete bug." + "reason": "Different model families and failures: Video-LLaVA weight/temporal-attention issue versus Qwen3.5 save_pretrained visual-key regression." }, { - "left": "issue:44462", - "right": "issue:45812", + "left": "issue:33666", + "right": "issue:40444", "accept": false, - "reason": "Both are tokenizer regressions, but one ignores `tokenizer.json` while the other produces wrong Granite token IDs; too different to merge." + "reason": "Both are Qwen2-VL training issues, but one is multi-GPU training and the other is IterableDataset/multi-image finetuning failure; not the same bug." }, { "left": "issue:44079", "right": "issue:45663", "accept": false, - "reason": "Different bugs in different code paths: `ModelOutput` key assignment vs Gemma-4 FSDP attention state rebuilding." + "reason": "ModelOutput key assignment is unrelated to Gemma4 FSDP2 shared_kv_states rebuilding." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both touch AutoTokenizer, but one ignores repository tokenizer.json while the other returns wrong token IDs for Granite models; different symptoms and likely different fixes." }, { "left": "issue:43482", "right": "issue:45538", "accept": false, - "reason": "Both touch tokenizer/loading behavior, but GGUF loading failure and `model_max_length` misuse are unrelated." + "reason": "Qwen2.5-GGUF loading failure and CLIPTokenizer model_max_length are unrelated." }, { "left": "issue:43317", "right": "issue:43856", "accept": false, - "reason": "One is device-map/offload loading failure; the other is Qwen3 MoE memory inefficiency during training." + "reason": "Device-map/offload loading failure is not the same as Qwen3 MoE memory inefficiency during training." }, { "left": "issue:44829", "right": "issue:45479", "accept": false, - "reason": "Both affect training, but the causes differ: flash-attention-3 degeneration vs classification loss handling for `num_labels=1`." + "reason": "Both are degenerate-training complaints, but one is FA3-specific classification behavior and the other is a single-label/num_labels=1 loss bug across models." }, { "left": "issue:43381", "right": "issue:45923", "accept": false, - "reason": "Gradient checkpointing appears in both, but one is eval-mode incompatibility and the other is a missing capability flag on a trust-remote-code model." + "reason": "Gradient checkpointing in eval mode is different from a missing supports_gradient_checkpointing flag on a remote-code model." }, { "left": "issue:40444", "right": "issue:45325", "accept": false, - "reason": "Same model family, but different bugs: iterable-dataset multi-image finetuning vs wrong still-image position scaling." + "reason": "Both are Qwen2.5-VL, but one is finetuning with multiple images per prompt and the other is still-image temporal position scaling; not the same code-path." }, { "left": "issue:44291", "right": "issue:44589", "accept": false, - "reason": "Both are loading regressions in v5, but the concrete failures are different: unexpected `_is_hf_initialized` arg vs missing float8 storage type." + "reason": "Unexpected `_is_hf_initialized` argument during init-empty-weights loading is unrelated to missing Float8 storage registration." }, { "left": "issue:43482", "right": "issue:43525", "accept": false, - "reason": "Both are loading failures, but one is a GGUF/transformers v5 compatibility issue and the other is a missing config attribute." + "reason": "Qwen2.5-GGUF loading and missing `pad_token_id` on Llama4Config are different issues." }, { "left": "issue:43377", "right": "issue:45491", "accept": false, - "reason": "Different architectures and root causes: MIMI padding-mask batching bug vs Gemma3 sliding-window/all-padding NaNs." + "reason": "MIMI encoder padding-mask batching bug and Gemma3 mixed-length sliding-window NaNs are different model/code paths." }, { "left": "issue:41720", "right": "issue:45081", "accept": false, - "reason": "Unrelated failures: Qwen3 auto device mapping CUDA assert vs Mistral regex patch crashing on tokenizer backend access." - }, - { - "left": "issue:44265", - "right": "issue:45072", - "accept": false, - "reason": "Different systems and symptoms: `torch.export` with `torch_compilable_check` vs dtype mismatch in bfloat16 inference." + "reason": "Both are Qwen-related failures, but auto device mapping cudaErrorAssert and Mistral tokenizer regex patch crashes are unrelated." }, { "left": "issue:42175", "right": "issue:43296", "accept": false, - "reason": "Packaging/backend selection issue vs a model loading failure in vLLM; no shared bug path." + "reason": "TensorFlow-backend packaging omission is unrelated to PaddleOCR-VL loading in vLLM." }, { "left": "issue:43531", "right": "issue:44291", "accept": false, - "reason": "One is a sliding-window issue in Qwen3-MoE, the other is an `init_empty_weights` argument regression; unrelated." + "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights `_is_hf_initialized` argument mismatch are separate regressions." }, { - "left": "issue:43994", - "right": "issue:44898", + "left": "issue:44265", + "right": "issue:45072", "accept": false, - "reason": "Both are vision model inference bugs, but different models and different code paths." + "reason": "torch.export failures from torch_compilable_check are unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { - "left": "issue:43611", - "right": "issue:43646", + "left": "issue:43994", + "right": "issue:44898", "accept": false, - "reason": "Both are broad v5 initialization regressions, but one is about `base_model_prefix` loading and the other about custom model initialization; not the same bug." + "reason": "Siglip2 nonsensical outputs with AutoModel/pipeline and Perceiver non-default resolution failure are different vision-model bugs." }, { "left": "issue:43632", "right": "issue:45072", "accept": false, - "reason": "Different regressions: `_is_hf_initialized` breakage vs dtype mismatches in bfloat16 inference." + "reason": "`_is_hf_initialized` flag regression and bfloat16 dtype mismatch are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 model-init/loading regressions, but one is specifically about `base_model_prefix` during loading and the other about custom model initialization; too broad to treat as the same bug." }, { "left": "issue:43792", "right": "issue:43957", "accept": false, - "reason": "Different loading/runtime issues: Whisper model cannot run vs `torch.device('meta')` loading breakage." + "reason": "Whisper-large-v2 failing to run and meta-device loading breakage are different issues." }, { "left": "issue:44079", "right": "issue:44534", "accept": false, - "reason": "`ModelOutput` key bookkeeping is unrelated to junk-filled non-persistent buffers." + "reason": "ModelOutput key assignment and non-persistent buffer junk are separate regression areas." }, { "left": "issue:45325", "right": "issue:45834", "accept": false, - "reason": "Both are multimodal long-input issues, but Qwen2.5-VL position-id scaling and Kosmos2.5 OCR index errors are different bugs." + "reason": "Qwen2.5-VL position-id scaling bug and Kosmos2.5 OCR long-input index error are unrelated." }, { "left": "issue:43454", "right": "issue:44466", "accept": false, - "reason": "AyaVision weight-tying bug and serialization inconsistency in `lm_head.weight` are related only at a very high level, not the same underlying issue." + "reason": "AyaVision lm_head tying bug and inconsistent lm_head.weight serialization are not the same problem." }, { "left": "issue:42915", "right": "issue:43482", "accept": false, - "reason": "Qwen3MoE FP8 config failure vs Qwen2.5-GGUF loading failure; different model families and different failure modes." + "reason": "Qwen3Moe FP8 config failure and Qwen2.5-GGUF loading failure involve different models and mechanisms." }, { "left": "issue:40444", "right": "issue:45381", "accept": false, - "reason": "Both Qwen2.5-VL issues, but one is dataset/multi-image finetuning failure and the other is video position-id regression." + "reason": "IterableDataset multi-image finetuning failure is not the same as video vision_position_ids being wrong." }, { "left": "issue:45325", "right": "issue:45381", "accept": false, - "reason": "Same model family and nearby symptoms, but still-image vs video position-id handling are distinct code paths." + "reason": "Both are Qwen2.5-VL positional issues, but one is still-image rope scaling and the other is video input vision_position_ids; different scenarios and likely different fixes." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer junk and ModelOutput key assignment are unrelated regressions." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP_CPU_RAM_EFFICIENT_LOADING and ModelOutput key assignment do not share the same underlying bug." } ] }, @@ -3574,7 +3577,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-409", + "cluster_id": "cluster-10000-410", "nodes": [ "issue:35707", "issue:39692", @@ -3592,16 +3595,14 @@ "issue:43550", "issue:43572", "issue:43606", - "issue:43644", "issue:43701", "issue:43720", "issue:43746", - "issue:43749", "issue:43819", "issue:43873", "issue:43881", "issue:43883", - "issue:44079", + "issue:44008", "issue:44186", "issue:44265", "issue:44291", @@ -3614,6 +3615,8 @@ "issue:44617", "issue:44877", "issue:44898", + "issue:44977", + "issue:44991", "issue:45072", "issue:45325", "issue:45357", @@ -3626,16 +3629,14 @@ "issue:45923" ], "soft_pairs": [ - "issue:43644|issue:44079", - "issue:43749|issue:44079", "issue:43296|issue:45800", "issue:44479|issue:45823", "issue:35707|issue:40444", - "issue:43606|issue:44265", "issue:44291|issue:44877", "issue:44387|issue:44617", - "issue:44568|issue:45920", + "issue:43606|issue:44265", "issue:43881|issue:44488", + "issue:44568|issue:45920", "issue:43701|issue:45325", "issue:44186|issue:44265", "issue:43606|issue:43819", @@ -3645,226 +3646,235 @@ "issue:43377|issue:44610", "issue:43317|issue:43873", "issue:39692|issue:40444", - "issue:43572|issue:45759", "issue:43454|issue:45072", - "issue:43257|issue:45923", + "issue:43572|issue:45759", "issue:43377|issue:44898", + "issue:43257|issue:45923", "issue:40990|issue:45584", "issue:40990|issue:42947", "issue:44466|issue:45357", "issue:43454|issue:43720", "issue:43526|issue:43883", + "issue:43873|issue:45701", "issue:43296|issue:44877", - "issue:43873|issue:45701" + "issue:43881|issue:44991", + "issue:41720|issue:44977", + "issue:44008|issue:45823" ], - "prepared_review_unit_hash": "3d268d08262a5d832b5866f425826a3122ea85168143ccdf5ecbafca6a5ebab1", + "prepared_review_unit_hash": "e2886579934085600a8e169eb855384733b5cf985964ca668484253d74992523", "component_budget": { - "node_count": 409, - "item_count": 409, - "soft_pair_count": 1530, - "serialized_chars": 789356, - "estimated_input_tokens": 197339, - "estimated_eval_tokens": 394934 + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36927, - "estimated_input_tokens": 9232, - "estimated_eval_tokens": 18720 + "soft_pair_count": 31, + "serialized_chars": 37323, + "estimated_input_tokens": 9331, + "estimated_eval_tokens": 18918 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These issues are mostly unrelated regressions across loading, quantization/offload, tokenization, multimodal inputs, and model-specific config bugs. I did not find any soft pair that clearly looks like the same concrete underlying bug, so all proposed merges are rejected.", - "confidence": 0.87, - "canonical_issue_reason": "issue:43873 is the least-bad anchor: it is open, has the most activity among the broadly related loading/offloading reports, and is general enough to represent the cluster better than the very model-specific bugs.", + "summary": "The set is highly heterogeneous: most pairs only share a broad subsystem (tokenizers, offloading, multimodal loading, quantization) but not the same concrete bug. I would not merge any of the soft-edge pairs as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "issue:43873 is the broadest, most central open report in the set, with relatively high discussion/inbound activity and a title that can plausibly anchor nearby offloading/quantization failures.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43873 is the best overall issue to anchor on, but only because the cluster is heterogeneous; it has broad offloading/quantization scope and the most discussion/inbound refs among the active candidates.", + "best_issue_reason": "issue:43873 is the best overall issue anchor for this cluster because it is open, broadly scoped, and has the strongest signal of ongoing impact.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43644", - "right": "issue:44079", - "accept": false, - "reason": "Non-persistent buffer initialization vs ModelOutput key assignment; unrelated code paths." - }, - { - "left": "issue:43749", - "right": "issue:44079", - "accept": false, - "reason": "FSDP CPU RAM efficient loading vs ModelOutput key handling; unrelated." - }, { "left": "issue:43296", "right": "issue:45800", "accept": false, - "reason": "Specific PaddleOCR-VL/vLLM load failure vs broad torch/transformers incompatibility; not the same bug." + "reason": "Different failure classes: model/processor loading in vLLM vs a torch/transformers version incompatibility." }, { "left": "issue:44479", "right": "issue:45823", "accept": false, - "reason": "Different multimodal regressions: video-input path vs device mismatch during forward." + "reason": "One is a video-input regression in Qwen VL models; the other is a Gemma4 PLE device-mismatch forward bug." }, { "left": "issue:35707", "right": "issue:40444", "accept": false, - "reason": "Progressive generation with inputs_embeds/past_key_values vs VL finetuning on IterableDataset; unrelated." - }, - { - "left": "issue:43606", - "right": "issue:44265", - "accept": false, - "reason": "CPU offload device mismatch vs torch.export/check-wrapper export failure; different failures." + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to finetuning Qwen2.5-VL on multi-image iterable data." }, { "left": "issue:44291", "right": "issue:44877", "accept": false, - "reason": "Unexpected _is_hf_initialized arg vs strict config loading; different load-time issues." + "reason": "Unexpected _is_hf_initialized handling is a constructor/init bug, while granite_speech loading is a strict-config issue." }, { "left": "issue:44387", "right": "issue:44617", "accept": false, - "reason": "Int4 reserved-memory/OOM regression vs SAM3Video OOM; not the same cause." + "reason": "Both mention OOM, but one is an int4 CUDA reserved-memory regression and the other is Sam3Video memory usage." }, { - "left": "issue:44568", - "right": "issue:45920", + "left": "issue:43606", + "right": "issue:44265", "accept": false, - "reason": "Single tokenizer missing BOS/EOS vs broad wrong-token-IDs regression; related area only, not same bug." + "reason": "CPU offload device mismatch for bark-small is unrelated to torch.export failures around torch_compilable_check." }, { "left": "issue:43881", "right": "issue:44488", "accept": false, - "reason": "Two separate model-loading failures for different models." + "reason": "These are different models and different loading problems; they do not point to the same bug." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Tokenizer special-token insertion for one model is not the same concrete regression as wrong token IDs across multiple models." }, { "left": "issue:43701", "right": "issue:45325", "accept": false, - "reason": "Checkpoint key mismatch vs rope/position-id scaling bug; unrelated." + "reason": "Checkpoint key mismatch and Qwen2.5-VL RoPE index scaling are unrelated code paths." }, { "left": "issue:44186", "right": "issue:44265", "accept": false, - "reason": "Tokenizer padding/truncation crash vs torch.export failure; unrelated." + "reason": "Tokenizer padding/truncation crashes are unrelated to export-time torch_compilable_check failures." }, { "left": "issue:43606", "right": "issue:43819", "accept": false, - "reason": "Device mismatch on CPU offload vs DAC.from_latents/STE mismatch; unrelated." + "reason": "Device-mismatch on offload and DAC from_latents/STE mismatch are different bugs in different models." }, { "left": "issue:41720", "right": "issue:45823", "accept": false, - "reason": "Different models and failures: Qwen3 auto device map assert vs Gemma4 PLE mismatch." + "reason": "Both are device-related, but Qwen3 cudaErrorAssert and Gemma4 PLE device mismatch are different failures." }, { "left": "issue:43454", "right": "issue:43550", "accept": false, - "reason": "Weight tying/garbage text vs torch.compile+SDPA failure; unrelated." + "reason": "lm_head weight tying/garbage generation is unrelated to Bamba torch.compile SDPA behavior." }, { "left": "issue:43262", "right": "issue:43746", "accept": false, - "reason": "Audio chat-template sample-rate default vs PEFT local checkpoint loading; unrelated." + "reason": "Audio chat-template sampling-rate defaulting and GraniteSpeech adapter checkpoint loading are separate issues." }, { "left": "issue:43377", "right": "issue:44610", "accept": false, - "reason": "Padding-mask batch inconsistency vs processor/model image-size mismatch; unrelated." + "reason": "Missing padding-mask support in MIMI encoding is unrelated to OmDet processor/model resolution mismatch." }, { "left": "issue:43317", "right": "issue:43873", "accept": false, - "reason": "Both mention offloading/quantization, but one is dequantized loading with device_map=auto and the other is generic offloading behavior; too broad to merge." + "reason": "Both involve offload/quantization, but one is a load failure on gpu+cpu offload and the other is a broader quantization offloading complaint." }, { "left": "issue:39692", "right": "issue:40444", "accept": false, - "reason": "SigLIP2 documentation errors vs Qwen2.5-VL IterableDataset finetuning failure; unrelated." - }, - { - "left": "issue:43572", - "right": "issue:45759", - "accept": false, - "reason": "Missing pad_token_idx vs from_config not unwrapping text_config; unrelated." + "reason": "SigLIP2 docs errors and multi-image Qwen2.5-VL finetuning failure are different problems." }, { "left": "issue:43454", "right": "issue:45072", "accept": false, - "reason": "Weight tying bug vs bfloat16 dtype mismatch in wrappers; unrelated." + "reason": "Weight tying serialization and bfloat16 dtype mismatches are not the same bug." }, { - "left": "issue:43257", - "right": "issue:45923", + "left": "issue:43572", + "right": "issue:45759", "accept": false, - "reason": "Qwen3 MoE weight conversion/loading vs missing gradient-checkpointing flag; unrelated." + "reason": "A missing pad_token_idx config field is unrelated to unwrapping text_config for composite multimodal configs." }, { "left": "issue:43377", "right": "issue:44898", "accept": false, - "reason": "MIMI padding-mask bug vs Perceiver non-default-resolution failure; unrelated." + "reason": "Padding-mask batching bug in MIMI and Perceiver non-default-resolution failure are different model behaviors." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "MoE weight conversion with accelerate/deepspeed is unrelated to a missing supports_gradient_checkpointing flag." }, { "left": "issue:40990", "right": "issue:45584", "accept": false, - "reason": "GPT-OSS perplexity regression vs Whisper empty-transcription generation; unrelated." + "reason": "High perplexity on gpt-oss-20b and Whisper empty-transcription generation failure are unrelated." }, { "left": "issue:40990", "right": "issue:42947", "accept": false, - "reason": "Perplexity regression vs LoRA gradient checkpointing ineffective; unrelated." + "reason": "Perplexity regression and gradient-checkpointing ineffectiveness are different issues." }, { "left": "issue:44466", "right": "issue:45357", "accept": false, - "reason": "lm_head serialization inconsistency vs visual-encoder key saving regression; only broadly about saving, not same bug." + "reason": "lm_head serialization inconsistency is not the same as wrong visual-encoder keys in Qwen3.5 save_pretrained." }, { "left": "issue:43454", "right": "issue:43720", "accept": false, - "reason": "Weight tying bug vs packed-weights not unpacked during accelerate loading; unrelated." + "reason": "Weight tying causing bad generation is unrelated to packed-weight unpacking during accelerate loading." }, { "left": "issue:43526", "right": "issue:43883", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug vs Molmo tied-weights attribute error; unrelated." + "reason": "BEiT label reduction bug and missing all_tied_weights_keys attribute are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offloading failures do not match a tokenizer-version-change regression." }, { "left": "issue:43296", "right": "issue:44877", "accept": false, - "reason": "PaddleOCR-VL load failure vs strict config loading for granite_speech; unrelated." + "reason": "PaddleOCR-VL load failure and strict granite_speech config loading are separate model/config issues." }, { - "left": "issue:43873", - "right": "issue:45701", + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Model loading failure and tokenizer loading failure for a different model are not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3 auto device-map cuda assert and Qwen3.5 flash-attention generation failure are different concrete code paths." + }, + { + "left": "issue:44008", + "right": "issue:45823", "accept": false, - "reason": "Quantization/offloading issue vs tokenization regression; unrelated." + "reason": "Gemma3n forward variable collision and Gemma4 PLE device mismatch are unrelated failures." } ] }, @@ -3886,10 +3896,11 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-409", + "cluster_id": "cluster-10000-410", "nodes": [ "issue:34634", "issue:35707", + "issue:36010", "issue:36331", "issue:40990", "issue:41720", @@ -3901,7 +3912,10 @@ "issue:43322", "issue:43404", "issue:43450", + "issue:43526", + "issue:43531", "issue:43550", + "issue:43572", "issue:43577", "issue:43606", "issue:43708", @@ -3909,7 +3923,6 @@ "issue:43749", "issue:43873", "issue:43881", - "issue:44008", "issue:44186", "issue:44387", "issue:44423", @@ -3921,7 +3934,6 @@ "issue:44898", "issue:44913", "issue:44918", - "issue:44977", "issue:44991", "issue:45072", "issue:45081", @@ -3933,19 +3945,15 @@ "issue:45701", "issue:45704", "issue:45812", - "issue:45823", "issue:46050" ], "soft_pairs": [ - "issue:43881|issue:44991", - "issue:41720|issue:44977", - "issue:44008|issue:45823", "issue:43404|issue:45357", - "issue:45632|issue:45684", "issue:34634|issue:35707", - "issue:43577|issue:43708", - "issue:35707|issue:41720", "issue:42617|issue:42915", + "issue:35707|issue:41720", + "issue:43577|issue:43708", + "issue:45632|issue:45684", "issue:44186|issue:45072", "issue:44423|issue:45406", "issue:44877|issue:44991", @@ -3953,14 +3961,14 @@ "issue:36331|issue:42915", "issue:43450|issue:45701", "issue:43749|issue:44534", - "issue:44610|issue:44898", "issue:36331|issue:42617", + "issue:44610|issue:44898", "issue:43873|issue:44756", "issue:44186|issue:44610", - "issue:43550|issue:43606", "issue:43322|issue:46050", - "issue:44479|issue:44918", "issue:44387|issue:45704", + "issue:44479|issue:44918", + "issue:43550|issue:43606", "issue:42915|issue:43317", "issue:43316|issue:44913", "issue:41720|issue:43322", @@ -3968,228 +3976,231 @@ "issue:40990|issue:45701", "issue:41720|issue:45161", "issue:45081|issue:45812", - "issue:41720|issue:42617" + "issue:41720|issue:42617", + "issue:43531|issue:43572", + "issue:43526|issue:43881", + "issue:36010|issue:42617" ], - "prepared_review_unit_hash": "13df3b4c15783efee13cc6ba42d82a6fb1dc2eef573ec53aee9b0da30f61814a", + "prepared_review_unit_hash": "5e4bfdb7db60ddd9add9ed20d154201a755b2f56bfb9416b7061e5fadd364808", "component_budget": { - "node_count": 409, - "item_count": 409, - "soft_pair_count": 1530, - "serialized_chars": 789356, - "estimated_input_tokens": 197339, - "estimated_eval_tokens": 394934 + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 32, - "serialized_chars": 36776, - "estimated_input_tokens": 9194, - "estimated_eval_tokens": 18644 + "serialized_chars": 37291, + "estimated_input_tokens": 9323, + "estimated_eval_tokens": 18902 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: the soft-similarity links mostly connect unrelated bugs across tokenization, loading, quantization/offload, trainer behavior, and multimodal processing. I do not see any pair that clearly shares the same underlying defect, so all soft edges are rejected.", - "confidence": 0.94, - "canonical_issue_reason": "Issue 45701 is the broadest, most externally referenced item in this set and the best anchor for the mixed regression/tokenization subgroup, though it still does not duplicate the other issues.", + "summary": "These issues are broadly heterogeneous; the soft links look like loose topical similarity rather than true duplicates, so no pair should be merged. If one issue must serve as the anchor, issue 41720 is the most central runtime/device-mapping failure among the candidates, but the cluster does not form a single duplicate family.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 41720 is the most connected item in the set and is a concrete runtime/device-mapping failure, but the overall cluster is too mixed to treat it as a true duplicate canonical.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45701 is the most representative high-signal issue to anchor this cluster, but the cluster is too mixed for a true dedupe canonical to cover the others.", + "best_issue_reason": "Issue 41720 is the best anchor only because it is relatively central and has a clear, reproducible failure mode; however, it should not be interpreted as a true duplicate representative of the whole set.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43881", - "right": "issue:44991", + "left": "issue:43404", + "right": "issue:45357", "accept": false, - "reason": "Both involve loading/tokenizer failures, but they affect different models and different failure modes." + "reason": "Different bugs: tied lm_head weights in Mistral3 vs incorrect visual encoder keys in Qwen3.5 save_pretrained." }, { - "left": "issue:41720", - "right": "issue:44977", + "left": "issue:34634", + "right": "issue:35707", "accept": false, - "reason": "Auto device-mapping CUDA assert and flash-attention generation failure are different code paths." + "reason": "Unrelated models and failures: BarkProcessor voice_preset vs progressive generation with inputs_embeds/past_key_values." }, { - "left": "issue:44008", - "right": "issue:45823", + "left": "issue:42617", + "right": "issue:42915", "accept": false, - "reason": "Gemma3n forward variable collision and Gemma4 PLE device mismatch are unrelated bugs." + "reason": "Different failure modes: inability to run 3d_parallel.py vs Qwen3Moe with FineGrainedFP8Config." }, { - "left": "issue:43404", - "right": "issue:45357", + "left": "issue:35707", + "right": "issue:41720", "accept": false, - "reason": "Both touch image-text models, but one is tied weights and the other is save_pretrained key handling." - }, - { - "left": "issue:45632", - "right": "issue:45684", - "accept": false, - "reason": "Cache-path collision and read-only permission propagation are distinct save_pretrained issues." - }, - { - "left": "issue:34634", - "right": "issue:35707", - "accept": false, - "reason": "Bark voice preset loading and progressive generation with inputs_embeds are unrelated." + "reason": "Both are generation/runtime issues, but one is inputs_embeds/past_key_values and the other is Qwen3 auto device mapping on A800." }, { "left": "issue:43577", "right": "issue:43708", "accept": false, - "reason": "A dtype initialization bug and a Trainer resume/max_steps bug are different subsystems." - }, - { - "left": "issue:35707", - "right": "issue:41720", - "accept": false, - "reason": "Progressive generation with embeddings and Qwen3 device-mapping CUDA asserts are not the same defect." + "reason": "Dtype propagation bug in Blip2 is unrelated to Trainer resume_from_checkpoint max_steps calculation." }, { - "left": "issue:42617", - "right": "issue:42915", + "left": "issue:45632", + "right": "issue:45684", "accept": false, - "reason": "3d_parallel.py execution failure and Qwen3Moe FP8 loading failure are unrelated." + "reason": "Cache path collision for trust_remote_code is unrelated to read-only permissions propagation in save_pretrained." }, { "left": "issue:44186", "right": "issue:45072", "accept": false, - "reason": "Tokenizer crashes for LayoutLMv2 and dtype mismatches in inference are different problems." + "reason": "Tokenizer crash on NER inputs is a different code path from dtype mismatches in SwitchTransformers/TimmWrapperModel." }, { "left": "issue:44423", "right": "issue:45406", "accept": false, - "reason": "Continuous-batching multimodal crash and missing Gemma4Processor tokenizer attr are separate serve bugs." + "reason": "Both involve serve/multimodal crashes, but one is a str.to error in continuous batching and the other is a missing _tokenizer attribute in Gemma4Processor." }, { "left": "issue:44877", "right": "issue:44991", "accept": false, - "reason": "Strict config handling for granite_speech and tokenizer loading for est-roberta are unrelated." + "reason": "Strict config loading for granite_speech is unrelated to tokenizer loading regression for EMBEDDIA/est-roberta." }, { "left": "issue:43550", "right": "issue:43720", "accept": false, - "reason": "torch.compile/SDPA failure and packed-weight unpacking failure are different code paths." + "reason": "Both touch model loading/compilation, but one is torch.compile+SDPA on Bamba and the other is packed-weight unpacking during accelerate loading." }, { "left": "issue:36331", "right": "issue:42915", "accept": false, - "reason": "CustomTrainer compute_loss signature mismatch and Qwen3Moe FP8 failure are unrelated." + "reason": "Trainer compute_loss signature mismatch is unrelated to Qwen3Moe FineGrainedFP8Config failures." }, { "left": "issue:43450", "right": "issue:45701", "accept": false, - "reason": "Video batch-shape handling and tokenization version regression are different domains." + "reason": "Video processor batching shape bug is unrelated to a broad tokenization behavior change." }, { "left": "issue:43749", "right": "issue:44534", "accept": false, - "reason": "FSDP CPU RAM efficient loading and non-persistent buffer corruption are not the same bug." + "reason": "FSDP CPU RAM efficient loading is a loading/offload issue, while the other is non-persistent buffers being filled with junk." }, { - "left": "issue:44610", - "right": "issue:44898", + "left": "issue:36331", + "right": "issue:42617", "accept": false, - "reason": "Processor image-size mismatch and Perceiver non-default-resolution failure are similar only at a high level, not the same issue." + "reason": "Trainer API mismatch and 3d_parallel.py execution failure are different subsystems and bugs." }, { - "left": "issue:36331", - "right": "issue:42617", + "left": "issue:44610", + "right": "issue:44898", "accept": false, - "reason": "Trainer loss signature error and 3d_parallel.py failure are unrelated." + "reason": "Processor output size mismatch for OmDet-Turbo is unrelated to Perceiver interpolation failure." }, { "left": "issue:43873", "right": "issue:44756", "accept": false, - "reason": "Quantization offload problems and Strix Halo mmap OOM are different memory-management issues." + "reason": "Quantization offloading problems are only loosely related; one is general offloading with quantization, the other is mmap OOM on Strix Halo." }, { "left": "issue:44186", "right": "issue:44610", "accept": false, - "reason": "Tokenizer crashes on batched padding and OmDet processor resolution mismatch are unrelated." + "reason": "Tokenizer crash and processor resolution mismatch are different model components and failure paths." }, { - "left": "issue:43550", - "right": "issue:43606", + "left": "issue:43322", + "right": "issue:46050", "accept": false, - "reason": "Bamba torch.compile/SDPA and Bark-small CPU-offload device mismatch are different model/runtime failures." + "reason": "Segmentation fault loading Llava Next models is unrelated to sinq quantized save/load breakage." }, { - "left": "issue:43322", - "right": "issue:46050", + "left": "issue:44387", + "right": "issue:45704", "accept": false, - "reason": "Llava Next loading segfault and sinq save/load breakage are separate quantization/loading bugs." + "reason": "Int4 CUDA reserved-memory OOM is a quantization memory issue, while the other is a T5 RMSNorm memory leak through apex." }, { "left": "issue:44479", "right": "issue:44918", "accept": false, - "reason": "Video-input regression and SFT input-embedding unpacking failure affect different paths." + "reason": "Video input regression across Qwen VL variants is unrelated to unpacking Qwen3.5 input embeddings with TRL SFTTrainer." }, { - "left": "issue:44387", - "right": "issue:45704", + "left": "issue:43550", + "right": "issue:43606", "accept": false, - "reason": "Int4 quantization OOM and T5 apex RMSNorm memory leak are both memory-related but not the same defect." + "reason": "Both are load/runtime failures, but one is torch.compile+SDPA on Bamba and the other is CPU offload device mismatch on Bark-small." }, { "left": "issue:42915", "right": "issue:43317", "accept": false, - "reason": "Qwen3Moe FP8 failure and dequantized model offload loading failure are different quantization/loading bugs." + "reason": "Qwen3Moe FineGrainedFP8Config failure is unrelated to dequantized model loading with gpu+cpu offload." }, { "left": "issue:43316", "right": "issue:44913", "accept": false, - "reason": "Gemma3TextConfig API mismatch and GPTNeoXConfig rotary_pct reload regression are unrelated config bugs." + "reason": "Gemma3TextConfig API discrepancy is unrelated to GPTNeoX rotary_pct not persisting on reload." }, { "left": "issue:41720", "right": "issue:43322", "accept": false, - "reason": "Qwen3 device-mapping crash and Llava Next segfault are different failure modes." + "reason": "Different symptoms and subsystems: auto device mapping cudaErrorAssert vs segmentation fault while loading Llava Next." }, { "left": "issue:43295", "right": "issue:45701", "accept": false, - "reason": "Processor/tokenizer API regression and tokenization-output regression are related only broadly, not the same bug." + "reason": "Processor.tokenizer regression in v4.57.5 is unrelated to a tokenization behavior change report." }, { "left": "issue:40990", "right": "issue:45701", "accept": false, - "reason": "High perplexity on GPT-OSS and tokenization changes are not the same underlying issue." + "reason": "Perplexity anomaly on gpt-oss-20b is not the same underlying bug as generic version-dependent tokenization changes." }, { "left": "issue:41720", "right": "issue:45161", "accept": false, - "reason": "CUDA assert on auto device mapping and GPT-OSS MoE tensor-parallel failure are distinct." + "reason": "Both mention Qwen3 MoE, but one is auto device mapping on A800 and the other is only-TP behavior; not the same bug." }, { "left": "issue:45081", "right": "issue:45812", "accept": false, - "reason": "Mistral regex patch crash and Granite token-ID regression are different tokenizer bugs." + "reason": "Mistral tokenizer regex patch crash and Granite tokenizer ID regression are distinct tokenizer bugs." }, { "left": "issue:41720", "right": "issue:42617", "accept": false, - "reason": "Qwen3 device-mapping crash and 3d_parallel.py failure are unrelated." + "reason": "Qwen3 auto device mapping failure and inability to run 3d_parallel.py do not share the same concrete code path." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Sliding_window behavior in Qwen3-MoE is unrelated to missing pad_token_idx in StableLmConfig." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to glm-4v-9b loading failure." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import error and 3d_parallel.py execution failure are unrelated." } ] }, @@ -4211,34 +4222,31 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-409", + "cluster_id": "cluster-10000-410", "nodes": [ "issue:29159", "issue:30064", + "issue:33666", "issue:34567", "issue:34634", "issue:35707", - "issue:36010", "issue:36032", "issue:41720", "issue:42490", - "issue:42617", "issue:42915", "issue:43322", "issue:43329", "issue:43388", "issue:43421", - "issue:43526", "issue:43531", "issue:43540", "issue:43550", - "issue:43572", "issue:43606", "issue:43653", "issue:43720", "issue:43746", "issue:43782", - "issue:43881", + "issue:43873", "issue:43927", "issue:44186", "issue:44361", @@ -4248,34 +4256,35 @@ "issue:44509", "issue:44514", "issue:44545", + "issue:44589", "issue:44671", "issue:44743", "issue:44898", + "issue:44987", "issue:44991", + "issue:45042", "issue:45059", "issue:45072", "issue:45357", "issue:45406", "issue:45464", "issue:45701", + "issue:45704", "issue:45759", "issue:45812" ], "soft_pairs": [ - "issue:43531|issue:43572", - "issue:43526|issue:43881", "issue:43540|issue:43782", - "issue:36010|issue:42617", "issue:44671|issue:44743", "issue:43421|issue:45812", "issue:44186|issue:44361", "issue:45406|issue:45464", "issue:29159|issue:36032", - "issue:43606|issue:43720", "issue:30064|issue:34634", "issue:44492|issue:44509", - "issue:43550|issue:43653", "issue:43421|issue:45701", + "issue:43606|issue:43720", + "issue:43550|issue:43653", "issue:42915|issue:43322", "issue:43388|issue:45059", "issue:43606|issue:43653", @@ -4286,203 +4295,213 @@ "issue:44368|issue:45357", "issue:44451|issue:44991", "issue:42490|issue:43329", + "issue:41720|issue:43746", "issue:44898|issue:45072", - "issue:41720|issue:43746" + "issue:43873|issue:45704", + "issue:44987|issue:45042", + "issue:43531|issue:44589", + "issue:33666|issue:35707" ], - "prepared_review_unit_hash": "192006d3ebc5e5a9fb96acbf0d335f1dd085d8ea7fcf3b6d659e41f1ae036aab", + "prepared_review_unit_hash": "f118d158912b48c1e995609c7aafabbd2cee241aa3c13d9f194b43db65c92eb7", "component_budget": { - "node_count": 409, - "item_count": 409, - "soft_pair_count": 1530, - "serialized_chars": 789356, - "estimated_input_tokens": 197339, - "estimated_eval_tokens": 394934 + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 26, - "serialized_chars": 35063, - "estimated_input_tokens": 8766, - "estimated_eval_tokens": 17788 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35929, + "estimated_input_tokens": 8983, + "estimated_eval_tokens": 18222 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a set of unrelated issue reports with only one clear duplicate pair: the two identical Qwen2_5_VLProcessor.apply_chat_template crash reports. The rest are broad tokenizer/model-loading regressions that share themes but not the same concrete bug path.", - "confidence": 0.92, - "canonical_issue_reason": "issue:44545 is the strongest canonical representative because it is an exact duplicate of issue:44514, has the same title/root crash, and has slightly more inbound references indicating it is the more central report.", + "summary": "This cluster is mostly a collection of separate tokenizer/model/processor bugs. The strongest anchor remains issue:45812 as a broad cross-model tokenizer regression. Several pairs are superficially similar, but the packet usually only shows shared themes or titles; there is not enough body-level evidence to confidently merge them as duplicates. The Qwen2_5_VLProcessor pair is especially close in title, but still needs the underlying failure details to be shown before calling it a duplicate.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45812 is the broadest and most representative standalone issue here: it describes a cross-model AutoTokenizer mis-tokenization regression with clear user impact and a likely shared root cause.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44545 is the best overall issue in this set because it cleanly represents the only confirmed duplicate pair and is the most reference-central standalone bug report here.", + "best_issue_reason": "issue:45812 is the best issue anchor because it is concrete, high-impact, and general enough to represent the cluster\u2019s recurring tokenizer-regression theme.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43531", - "right": "issue:43572", - "accept": false, - "reason": "Different bugs: one is a Qwen3-MoE sliding_window behavior issue, the other is a StableLmConfig pad_token_idx regression." - }, - { - "left": "issue:43526", - "right": "issue:43881", - "accept": false, - "reason": "Different subsystems and failures: BeitImageProcessorFast label reduction vs a GLM-4V model loading failure." - }, { "left": "issue:43540", "right": "issue:43782", "accept": false, - "reason": "Both involve Qwen3 multimodal models, but one is a video-input processing ValueError and the other is a from_pretrained/load-time weight_only error; not the same code path." - }, - { - "left": "issue:36010", - "right": "issue:42617", - "accept": false, - "reason": "Unrelated: GenerationMixin import error vs a script execution problem for 3d_parallel.py." + "reason": "Both are Qwen-related, but one is video-input processing and the other is from_pretrained weight_only loading. Same family, different bug." }, { "left": "issue:44671", "right": "issue:44743", "accept": false, - "reason": "Both are model-specific regressions, but CamemBERT MLM predictions and Qwen3.5 recurrent-state caching are different bugs." + "reason": "Unrelated code paths: CamemBERT MLM prediction regression vs Qwen3.5 recurrent-state reset in modular generation." }, { "left": "issue:43421", "right": "issue:45812", "accept": false, - "reason": "Tokenizer-related, but one is runtime post-processor updates after special-token edits while the other is wrong Granite token IDs; distinct issues." + "reason": "Both are tokenizer-related, but one is runtime post-processor syncing after special-token edits and the other is wrong token IDs for Granite models. Not the same concrete bug." }, { "left": "issue:44186", "right": "issue:44361", "accept": false, - "reason": "Both tokenizer issues, but LayoutLMv2 NER/padding crashes and MLuke task AttributeErrors are different failure modes and code paths." + "reason": "Different tokenizer failures for different models and inputs; no shared concrete failure path is evidenced here." }, { "left": "issue:45406", "right": "issue:45464", "accept": false, - "reason": "Different products and failures: Gemma4Processor serve-time missing _tokenizer vs Qwen3.5 streaming inference failure." + "reason": "Both involve serving/inference, but one is a Gemma4Processor attribute bug and the other is a streaming chat/completions failure. Too different to merge." }, { "left": "issue:29159", "right": "issue:36032", "accept": false, - "reason": "Not the same bug: slow/fast tokenizer inconsistency vs a T5Tokenizer add_special_tokens load conflict." - }, - { - "left": "issue:43606", - "right": "issue:43720", - "accept": false, - "reason": "Both are loading/offload related, but device mismatch on CPU offload and packed-weight unpacking during accelerate loading are different concrete problems." + "reason": "Both mention tokenizers, but one is slow/fast consistency and the other is a T5 tokenizer load-time attribute conflict. Separate issues." }, { "left": "issue:30064", "right": "issue:34634", "accept": false, - "reason": "Completely different areas: image processor void segmentation handling vs BarkProcessor voice_preset behavior." + "reason": "Different processor implementations and different failures: void segmentation maps vs Bark voice_preset handling." }, { "left": "issue:44492", "right": "issue:44509", "accept": false, - "reason": "A typo fix in cache strategies is unrelated to documentation about removed pipeline tasks." + "reason": "Both are docs-ish, but one is a cache-strategy typo and the other is stale pipeline documentation. Not duplicate content." }, { - "left": "issue:43550", - "right": "issue:43653", + "left": "issue:43421", + "right": "issue:45701", "accept": false, - "reason": "Different bugs: Bamba torch.compile/SDPA failure vs BigBirdTokenizer mask-token registration/decoding issue." + "reason": "Tokenization is the broad theme, but one is special-token post-processor syncing and the other is a version-related tokenization change. Not the same bug." }, { - "left": "issue:43421", - "right": "issue:45701", + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both involve accelerate/offload/loading, but the concrete failures differ: CPU offload device mismatch vs packed-weight unpacking during loading." + }, + { + "left": "issue:43550", + "right": "issue:43653", "accept": false, - "reason": "Both mention tokenization, but one is a backend post-processor update bug and the other is a broad version-dependent tokenization change report." + "reason": "Completely different subsystems: torch.compile/SDPA runtime failure vs tokenizer special-token registration and decode output." }, { "left": "issue:42915", "right": "issue:43322", "accept": false, - "reason": "Unrelated model/runtime failures: Qwen3Moe FineGrainedFP8Config vs Llava Next loading segfault." + "reason": "Different model-loading/runtime problems with no shared code path: FineGrainedFP8Config failure vs Llava Next segmentation fault." }, { "left": "issue:43388", "right": "issue:45059", "accept": false, - "reason": "Different issues in different paths: evaluation metric gathering drops tuple labels vs SAM3 text/bbox processing weirdness." + "reason": "Different bug classes: distributed metrics collation vs SAM3 text/box behavior." }, { "left": "issue:43606", "right": "issue:43653", "accept": false, - "reason": "Both mention CI regressions, but device mismatch on CPU offload and tokenizer mask-token registration are unrelated." + "reason": "Different root causes and code paths: offload device mismatch vs tokenizer special-token registration." }, { "left": "issue:44514", "right": "issue:44545", - "accept": true, - "reason": "Exact duplicate reports of the same Qwen2_5_VLProcessor.apply_chat_template batched-padding=False crash." + "accept": false, + "reason": "The titles are nearly identical, but the packet does not show matching body-level failure details beyond the shared symptom and cross-reference signals. That is not enough evidence to merge them as the same crash." }, { "left": "issue:43531", "right": "issue:45759", "accept": false, - "reason": "Both touch Qwen3-family model behavior, but sliding_window on Qwen3-MoE and AutoModelForCausalLM config unwrapping are different bugs." + "reason": "Both are Qwen3/Qwen3-MoE related, but one is sliding_window behavior and the other is config unwrapping for composite multimodal models." }, { "left": "issue:34567", "right": "issue:35707", "accept": false, - "reason": "TrainerState token accounting and progressive generation with inputs_embeds/past_key_values are unrelated." + "reason": "TrainerState token-count tracking vs progressive generation with inputs_embeds/past_key_values are unrelated." }, { "left": "issue:43421", "right": "issue:43927", "accept": false, - "reason": "Related to token IDs, but one is runtime post-processor updates and the other is save/load preserving custom DiaConfig token IDs." + "reason": "Different tokenizer state issues: runtime special-token updates not refreshing post-processing vs save/load losing custom token IDs." }, { "left": "issue:44368", "right": "issue:45357", "accept": false, - "reason": "A warning about tie_word_embeddings is unrelated to incorrect visual encoder keys being saved." + "reason": "One is a warning about tied embeddings during LoRA fine-tuning; the other is incorrect visual encoder keys saved for Qwen3.5. Different failure mode." }, { "left": "issue:44451", "right": "issue:44991", "accept": false, - "reason": "Both are tokenizer/model-loading complaints, but for different models and different failure mechanisms." + "reason": "Both are version-sensitive tokenizer loads, but they affect different model families and likely different compatibility problems." }, { "left": "issue:42490", "right": "issue:43329", "accept": false, - "reason": "A local-path import warning is unrelated to a multimodal video token counting bug." + "reason": "Local-path import warning and multimodal token counting bug are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Different runtime problems: auto device mapping cuda assert vs PEFT adapter loading for GraniteSpeech." }, { "left": "issue:44898", "right": "issue:45072", "accept": false, - "reason": "Different model/runtime problems: Perceiver interpolation failure vs dtype mismatch in bfloat16 inference." + "reason": "Different model classes and failure paths: image-size interpolation issue vs bfloat16 dtype mismatch." }, { - "left": "issue:41720", - "right": "issue:43746", + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior and T5 apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Both are version regressions, but one is model loading and the other is image-processor torchvision dependency handling. Not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:44589", "accept": false, - "reason": "Different loading/runtime failures on different models: Qwen3 auto device mapping cudaErrorAssert vs GraniteSpeech PEFT checkpoint loading." + "reason": "Sliding-window behavior for Qwen3-MoE is unrelated to the Float8 storage deserialization error." + }, + { + "left": "issue:33666", + "right": "issue:35707", + "accept": false, + "reason": "Multi-GPU training and progressive generation are different workflows and bugs." } ] }, "evaluator_result": { - "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative on the soft edges. The only accepted pair, issue:44514/issue:44545, is supported by nearly identical titles and the duplicate verdict is reasonable. The canonical choice of issue:44545 is also justified by its slightly higher inbound references. No overstatement stands out." + "accept": false, + "feedback": "The overall grouping is mostly grounded, but one soft-edge verdict is too strong for the packet: the 44514/44545 note claims they have the \"same crash,\" which is not evidenced here beyond matching titles and cross-references. The summary also leans a bit too hard on certainty with \"only\" true duplicates. Please keep the duplicate call conservative unless the packet shows identical body-level failure details." }, "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -4497,12 +4516,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-409", + "cluster_id": "cluster-10000-410", "nodes": [ "issue:30064", - "issue:33666", "issue:34634", - "issue:35707", "issue:36010", "issue:39692", "issue:41720", @@ -4513,8 +4530,11 @@ "issue:43531", "issue:43540", "issue:43596", + "issue:43618", "issue:43653", + "issue:43697", "issue:43720", + "issue:43746", "issue:43782", "issue:43819", "issue:43844", @@ -4522,10 +4542,10 @@ "issue:43994", "issue:44008", "issue:44062", + "issue:44077", "issue:44186", "issue:44220", "issue:44451", - "issue:44589", "issue:44610", "issue:44625", "issue:44661", @@ -4533,9 +4553,8 @@ "issue:44843", "issue:44918", "issue:44936", - "issue:44987", - "issue:45042", "issue:45081", + "issue:45183", "issue:45356", "issue:45381", "issue:45479", @@ -4545,251 +4564,256 @@ "issue:45759", "issue:45859", "issue:45907", - "issue:45923" + "issue:45923", + "issue:46050" ], "soft_pairs": [ - "issue:44987|issue:45042", - "issue:43873|issue:45704", - "issue:43531|issue:44589", - "issue:44062|issue:44451", - "issue:33666|issue:35707", "issue:45759|issue:45859", + "issue:44062|issue:44451", "issue:39692|issue:44610", "issue:45704|issue:45923", "issue:45588|issue:45759", - "issue:42886|issue:44843", "issue:45663|issue:45923", - "issue:43421|issue:43653", "issue:44918|issue:44936", + "issue:42886|issue:44843", + "issue:43421|issue:43653", "issue:43381|issue:43844", "issue:43421|issue:44186", "issue:43525|issue:43531", - "issue:43782|issue:45381", "issue:45704|issue:45859", - "issue:45081|issue:45356", "issue:34634|issue:41720", + "issue:43782|issue:45381", + "issue:45081|issue:45356", + "issue:39692|issue:43873", "issue:45356|issue:45907", "issue:44625|issue:45479", - "issue:39692|issue:43873", "issue:43994|issue:44671", "issue:43596|issue:44220", "issue:44220|issue:44661", "issue:43720|issue:43819", + "issue:30064|issue:36010", "issue:43540|issue:44008", - "issue:30064|issue:36010" + "issue:43746|issue:46050", + "issue:43618|issue:43697", + "issue:43653|issue:43720", + "issue:45183|issue:45479", + "issue:44077|issue:44625" ], - "prepared_review_unit_hash": "3e3d3dafae71da15ff0ba8d34a0195b825cdcb5ec19028ac55489519f9c7bf6a", + "prepared_review_unit_hash": "7a089531b5a5e5426d83f7f05de0f62a35740aa4365e2e34f52dcfe78269af27", "component_budget": { - "node_count": 409, - "item_count": 409, - "soft_pair_count": 1530, - "serialized_chars": 789356, - "estimated_input_tokens": 197339, - "estimated_eval_tokens": 394934 + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 36047, - "estimated_input_tokens": 9012, - "estimated_eval_tokens": 18280 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37049, + "estimated_input_tokens": 9263, + "estimated_eval_tokens": 18782 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Mostly a heterogeneous cluster of unrelated model/processor/training bugs. The only strong duplicate-style overlap is the HF_HUB_OFFLINE tokenizer regression pair; the rest are broad-theme similarities but not the same concrete bug.", - "confidence": 0.88, - "canonical_issue_reason": "Issue 44843 is the clearest, most specific report: it names the exact failing code path (_patch_mistral_regex/model_info) and the offline regression, making it the best anchor for the only likely duplicate subgroup.", + "summary": "These items are mostly a set of unrelated Transformers bugs/regressions across tokenizers, multimodal models, quantization/offload, and training code. I did not find any soft pairs that look like the same underlying defect.", + "confidence": 0.44, + "canonical_issue_reason": "issue:43873 is the strongest standalone issue in this set: it is active, has multiple references/discussion, and describes a concrete high-impact runtime regression around quantization/offloading.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44843 is the strongest representative issue in this set because it has an explicit root cause, a reproducible failure mode, and a clear fix target.", + "best_issue_reason": "issue:43873 is also the best issue to keep as the representative bug report because it is broad, reproducible, and directly actionable for maintainers.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44987", - "right": "issue:45042", - "accept": false, - "reason": "Different problems: one is a model-loading regression, the other is an image-processor torchvision dependency issue." - }, - { - "left": "issue:43873", - "right": "issue:45704", - "accept": false, - "reason": "Both mention training/runtime behavior, but one is quantization/offloading and the other is a T5 RMSNorm memory leak; not the same bug." - }, - { - "left": "issue:43531", - "right": "issue:44589", + "left": "issue:45759", + "right": "issue:45859", "accept": false, - "reason": "Qwen3-MoE sliding-window behavior is unrelated to the Float8 storage import/runtime error." + "reason": "Different bugs: one is text_config unwrapping for composite Qwen multimodal configs, the other is CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." }, { "left": "issue:44062", "right": "issue:44451", "accept": false, - "reason": "Both are tokenizer-loading related, but one is an AddedToken argument collision and the other is a model-specific load failure; too little evidence of the same root cause." - }, - { - "left": "issue:33666", - "right": "issue:35707", - "accept": false, - "reason": "Multi-GPU Qwen2-VL training and progressive generation with embeds/past key values are different code paths." - }, - { - "left": "issue:45759", - "right": "issue:45859", - "accept": false, - "reason": "Both concern Qwen 3.5, but one is config unwrapping and the other is CPU-offload incompatibility in rotary embedding; not the same bug." + "reason": "Both are tokenizer-loading failures, but the root causes differ: AddedToken keyword duplication vs a model-specific load failure for ScandiBERT." }, { "left": "issue:39692", "right": "issue:44610", "accept": false, - "reason": "Both are model/processor mismatches, but they involve different models and different failure modes." + "reason": "Different models and different failures: SigLIP2 example/model mismatch plus quantization issues vs OmDet-Turbo processor size mismatch." }, { "left": "issue:45704", "right": "issue:45923", "accept": false, - "reason": "T5 RMSNorm leak and a missing supports_gradient_checkpointing flag are unrelated." + "reason": "Unrelated bugs: a T5 apex RMSNorm memory leak vs a missing supports_gradient_checkpointing flag on a trust_remote_code model." }, { "left": "issue:45588", "right": "issue:45759", "accept": false, - "reason": "Flash-attention sink handling and Qwen multimodal config unwrapping are different issues." - }, - { - "left": "issue:42886", - "right": "issue:44843", - "accept": true, - "reason": "Both describe the same offline tokenizer regression; 44843 gives the concrete root cause in _patch_mistral_regex/model_info, while 42886 is the broader symptom." + "reason": "Different code paths: flash_attention s_aux=None crash vs Qwen composite config unwrapping." }, { "left": "issue:45663", "right": "issue:45923", "accept": false, - "reason": "Gemma-4 FSDP2 shared_kv_states KeyError is unrelated to a missing gradient-checkpointing flag." + "reason": "Gemma-4 FSDP2 KeyError in attention state handling is unrelated to a gradient-checkpointing flag omission." }, { - "left": "issue:43421", - "right": "issue:43653", + "left": "issue:44918", + "right": "issue:44936", "accept": false, - "reason": "Both involve special tokens, but one is runtime post-processor refresh and the other is BigBird mask-token registration; not the same concrete bug." + "reason": "Both involve trainers, but the failures are distinct: Qwen3.5 embedding unpacking in SFT vs evaluate() breaking after train()." }, { - "left": "issue:44918", - "right": "issue:44936", + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both are offline-mode related, but one is cache loading failure and the other is an unconditional model_info() call in _patch_mistral_regex; not the same concrete bug." + }, + { + "left": "issue:43421", + "right": "issue:43653", "accept": false, - "reason": "Different trainer failures: unpacking input embeddings in SFT versus evaluate() failing after train()." + "reason": "Both touch special tokens, but one is runtime post-processor updates and the other is BigBird mask-token registration/decoding." }, { "left": "issue:43381", "right": "issue:43844", "accept": false, - "reason": "Gradient checkpointing eval-mode handling is unrelated to the ZeRO-3 gradient explosion report." + "reason": "Eval-mode gradient checkpointing restriction and ZeRO-3 gradient explosion are different problems with different triggers." }, { "left": "issue:43421", "right": "issue:44186", "accept": false, - "reason": "Tokenizer post-processor refresh and LayoutLMv2 NER/padding crashes are different failures." + "reason": "TokenizersBackend post-processor updates and LayoutLMv2 NER padding/truncation crashes are unrelated failures." }, { "left": "issue:43525", "right": "issue:43531", "accept": false, - "reason": "Missing pad_token_id on Llama4Config is unrelated to Qwen3-MoE sliding_window behavior." + "reason": "Different model/config bugs: missing pad_token_id on Llama4Config vs sliding_window behavior in Qwen3-MoE." }, { - "left": "issue:43782", - "right": "issue:45381", + "left": "issue:45704", + "right": "issue:45859", "accept": false, - "reason": "Both are Qwen VL issues, but one is a weight_only loading error and the other is a video vision_position_ids bug." + "reason": "Different root causes: apex FusedRMSNorm memory leak in T5 vs CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." }, { - "left": "issue:45704", - "right": "issue:45859", + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset failure is unrelated to Qwen3 auto device-mapping cuda asserts." + }, + { + "left": "issue:43782", + "right": "issue:45381", "accept": false, - "reason": "RMSNorm memory leak and CPU-offload rotary embedding incompatibility are distinct code paths." + "reason": "Both are Qwen multimodal issues, but one is from_pretrained with weight_only=True and the other is incorrect video vision_position_ids; not the same bug." }, { "left": "issue:45081", "right": "issue:45356", "accept": false, - "reason": "Both touch fix_mistral_regex, but one is a backend_tokenizer crash and the other is a Kimi-K2.5 codec-handling regression; too different to merge as one bug." + "reason": "Both mention fix_mistral_regex, but one is a crash in _patch_mistral_regex while loading a tokenizer and the other is a Kimi-K2.5 codec/warning regression." }, { - "left": "issue:34634", - "right": "issue:41720", + "left": "issue:39692", + "right": "issue:43873", "accept": false, - "reason": "BarkProcessor voice_preset and Qwen3 auto device mapping cudaErrorAssert are unrelated." + "reason": "SigLIP2 example/model mismatch and quantization failure is unrelated to the general offloading/quantization bug in issue:43873." }, { "left": "issue:45356", "right": "issue:45907", "accept": false, - "reason": "Tokenizer regex regression and list_repo_files revision forwarding are completely unrelated." + "reason": "Tokenizer regression in Kimi-K2.5 is unrelated to list_repo_files failing to forward revision in CI." }, { "left": "issue:44625", "right": "issue:45479", "accept": false, - "reason": "A Qwen3.5 config propagation bug and a generic single-label classification zero-loss issue are not the same defect." - }, - { - "left": "issue:39692", - "right": "issue:43873", - "accept": false, - "reason": "SigLIP2 docs/model mismatch is unrelated to quantization offloading behavior." + "reason": "num_labels propagation in Qwen3.5 and single-label classification zero-loss behavior are different model/config bugs." }, { "left": "issue:43994", "right": "issue:44671", "accept": false, - "reason": "Both are model-output regressions, but they affect different models and likely different causes." + "reason": "Different models and different regressions: SigLIP2 nonsense outputs vs CamemBERT masked-LM prediction errors." }, { "left": "issue:43596", "right": "issue:44220", "accept": false, - "reason": "Zero3/BertModel indexing and _torch_extract_fbank_features are unrelated." + "reason": "Deepspeed ZeRO-3 initialization index error in BertModel is unrelated to _torch_extract_fbank_features()." }, { "left": "issue:44220", "right": "issue:44661", "accept": false, - "reason": "Audio feature extraction and add-new-model-like/tokenizer-mapping logic are unrelated." + "reason": "Audio feature extraction and tokenizer-mapping-name handling are separate subsystems and failures." }, { "left": "issue:43720", "right": "issue:43819", "accept": false, - "reason": "BitNet packed-weight loading and DAC.from_latents STE mismatch are different code paths." + "reason": "Packed-weight loading in BitNet and DAC.from_latents/STE mismatch are unrelated implementation bugs." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image segmentation-map processing and a GenerationMixin import error do not share the same root cause." }, { "left": "issue:43540", "right": "issue:44008", "accept": false, - "reason": "Qwen3OmniMoe video input processing and Gemma 3n variable-name collision are unrelated." + "reason": "Qwen3OmniMoe video-input processing failure is unrelated to Gemma3n's audio_mel_mask variable collision." }, { - "left": "issue:30064", - "right": "issue:36010", + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Local checkpoint loading with PEFT adapters and sinq quantized save/load breakage are different code-path problems." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions not being assigned and RTDetrV2 output changes in v5 are distinct regressions." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBird special-token decode failure and BitNet packed-weight loading are unrelated bugs." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Wrong/misleading input validation errors are not the same as the zero-loss classification bug for num_labels=1." + }, + { + "left": "issue:44077", + "right": "issue:44625", "accept": false, - "reason": "Void segmentation map processing and a GenerationMixin import error are unrelated." + "reason": "patchtsmixer post_init policy and Qwen3.5 num_labels propagation are unrelated issues." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The assessment is grounded in the packet and stays conservative. The 42886/44843 pair is well-supported as the only clear duplicate-style overlap, and the other soft-edge rejections do not overclaim same-root-cause evidence." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -4804,10 +4828,11 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-409", + "cluster_id": "cluster-10000-410", "nodes": [ "issue:30064", "issue:36331", + "issue:39692", "issue:42915", "issue:43295", "issue:43335", @@ -4817,29 +4842,29 @@ "issue:43540", "issue:43550", "issue:43577", - "issue:43618", "issue:43643", "issue:43653", - "issue:43697", "issue:43716", - "issue:43720", "issue:43746", "issue:43756", "issue:43782", "issue:43818", "issue:43819", + "issue:43825", "issue:43873", "issue:43950", + "issue:43994", "issue:44008", "issue:44062", - "issue:44077", "issue:44186", "issue:44448", + "issue:44485", "issue:44488", + "issue:44509", "issue:44561", - "issue:44625", "issue:44671", "issue:44811", + "issue:44821", "issue:44843", "issue:44877", "issue:44898", @@ -4847,233 +4872,238 @@ "issue:45020", "issue:45072", "issue:45081", - "issue:45183", + "issue:45084", "issue:45381", - "issue:45479", + "issue:45584", "issue:45834", "issue:45987", - "issue:46032", - "issue:46050" + "issue:46032" ], "soft_pairs": [ - "issue:43746|issue:46050", - "issue:43618|issue:43697", - "issue:43653|issue:43720", "issue:43388|issue:46032", - "issue:45183|issue:45479", - "issue:44077|issue:44625", + "issue:42915|issue:43746", "issue:43335|issue:43756", "issue:43716|issue:44008", - "issue:42915|issue:43746", - "issue:43550|issue:45072", "issue:43295|issue:45834", + "issue:43550|issue:45072", "issue:43550|issue:43819", "issue:43746|issue:43873", "issue:43950|issue:45987", "issue:44186|issue:44898", - "issue:44843|issue:45081", "issue:44062|issue:44488", + "issue:44843|issue:45081", "issue:43653|issue:43819", + "issue:43531|issue:43643", "issue:43643|issue:44877", "issue:43540|issue:45381", - "issue:43531|issue:43643", - "issue:43782|issue:44977", "issue:43577|issue:43818", - "issue:43421|issue:44811", + "issue:43782|issue:44977", "issue:44448|issue:44671", + "issue:43421|issue:44811", "issue:30064|issue:36331", - "issue:44561|issue:45020" + "issue:44561|issue:45020", + "issue:44821|issue:45084", + "issue:39692|issue:45834", + "issue:44485|issue:44509", + "issue:45584|issue:45834", + "issue:43825|issue:43994" ], - "prepared_review_unit_hash": "c7b7d97ffe51005f67351b210bcc20890ac3a2b16c71d290b8de8044697a928d", + "prepared_review_unit_hash": "e6627d0da56686098dad564913625f8b9a5d36730f6d24ac723ff30ee141acf6", "component_budget": { - "node_count": 409, - "item_count": 409, - "soft_pair_count": 1530, - "serialized_chars": 789356, - "estimated_input_tokens": 197339, - "estimated_eval_tokens": 394934 + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 36284, - "estimated_input_tokens": 9071, - "estimated_eval_tokens": 18398 + "serialized_chars": 36161, + "estimated_input_tokens": 9041, + "estimated_eval_tokens": 18338 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a loose set of unrelated Transformers bug reports. A few items share broad themes like model loading, tokenizers, or remote_code regressions, but none of the soft pairs look like the same concrete bug/change under a strict duplicate standard.", - "confidence": 0.24, - "canonical_issue_reason": "Issue 45020 is the broadest umbrella candidate for the cluster's recurring recent-version / remote_code loading regressions, though the set is heterogeneous and not a clean duplicate cluster.", + "summary": "The set is mostly a grab-bag of unrelated Transformers bug reports. A few pairs are loosely thematically related (remote_code regressions, Mistral regex handling, quantization/offloading, cache behavior), but none look like the same concrete underlying bug. The broadest representative issue is the remote_code regression report.", + "confidence": 0.66, + "canonical_issue_reason": "issue:45020 is the broadest umbrella report here: it covers recent-version breakage affecting multiple remote_code models, which makes it the best cluster anchor among mostly specific regressions.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45020 is the best global representative because it is the most umbrella-like report and matches the dominant load/regression theme better than the more narrowly scoped issues.", + "best_issue_reason": "issue:45020 is the most globally representative because it is broad, user-facing, and plausibly subsumes several of the remote_code-related regressions in the set.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43746", - "right": "issue:46050", - "accept": false, - "reason": "Different failure modes: PEFT adapter local checkpoint loading vs quantized model save/load corruption." - }, - { - "left": "issue:43618", - "right": "issue:43697", - "accept": false, - "reason": "Different models and bugs: missing CLIP attentions vs RTDetrV2 output drift in v5." - }, - { - "left": "issue:43653", - "right": "issue:43720", - "accept": false, - "reason": "Tokenizer special-token registration bug is unrelated to BitNet packed-weight unpacking during accelerate loading." - }, { "left": "issue:43388", "right": "issue:46032", "accept": false, - "reason": "Different code paths: gather_for_metrics label truncation vs Mamba2 cache correctness with seq_len > 1." - }, - { - "left": "issue:45183", - "right": "issue:45479", - "accept": false, - "reason": "Both concern model input/loss logic, but one is an input validation XOR bug and the other is a degenerate loss from num_labels=1 classification setup." + "reason": "Different subsystems and failures: metric gathering/label truncation vs. Mamba2 cache correctness." }, { - "left": "issue:44077", - "right": "issue:44625", + "left": "issue:42915", + "right": "issue:43746", "accept": false, - "reason": "Unrelated issues: patchtsmixer post_init policy vs Qwen3.5 num_labels propagation." + "reason": "Unrelated models and bugs: Qwen3Moe FP8 loading vs. GraniteSpeech PEFT checkpoint loading." }, { "left": "issue:43335", "right": "issue:43756", "accept": false, - "reason": "Different model internals and symptoms: sparse layer creation bug vs RoPE-layer dropping in Smollm3." + "reason": "Both are model-specific bugs, but one is SwitchTransformers config construction and the other is Smollm3 RoPE layer handling." }, { "left": "issue:43716", "right": "issue:44008", "accept": false, - "reason": "One is a dtype mismatch in image preprocessing/model loading; the other is a variable name collision in Gemma3n forward." + "reason": "Different modalities and code paths: image preprocessor dtype mismatch vs. Gemma3n audio tensor name collision." }, { - "left": "issue:42915", - "right": "issue:43746", + "left": "issue:43295", + "right": "issue:45834", "accept": false, - "reason": "Different subsystems and models: Qwen3Moe FP8 config failure vs GraniteSpeech PEFT checkpoint loading." + "reason": "Different bug classes: processor/tokenizer regression vs. Kosmos2.5 long-OCR indexing error." }, { "left": "issue:43550", "right": "issue:45072", "accept": false, - "reason": "Both mention dtype/compile issues, but they affect different models and concrete paths; not the same bug." - }, - { - "left": "issue:43295", - "right": "issue:45834", - "accept": false, - "reason": "Different regressions: processor.tokenizer access in v4.57.5 vs Kosmos2.5 OCR long-input index error." + "reason": "Unrelated failures: torch.compile+SDPA on Bamba vs. bfloat16 dtype mismatch in other models." }, { "left": "issue:43550", "right": "issue:43819", "accept": false, - "reason": "Completely different failures: torch.compile + SDPA in Bamba vs DAC.from_latents missing STE consistency." + "reason": "No shared code path: compile/SDPA failure vs. DAC latent reconstruction mismatch." }, { "left": "issue:43746", "right": "issue:43873", "accept": false, - "reason": "Adapter loading from local checkpoints is unrelated to quantization offloading behavior." + "reason": "Local PEFT checkpoint loading is unrelated to quantization offloading behavior." }, { "left": "issue:43950", "right": "issue:45987", "accept": false, - "reason": "Non-persistent buffer corruption in from_pretrained is unrelated to StaticCache.get_seq_length return type." + "reason": "Different contracts: buffer loading corruption vs. cache sequence-length return type." }, { "left": "issue:44186", "right": "issue:44898", "accept": false, - "reason": "Different tokenizer/image-classification failures with no shared concrete code path." + "reason": "Tokenizer/padding crash in LayoutLMv2 is unrelated to Perceiver image-size interpolation failure." }, { - "left": "issue:44843", - "right": "issue:45081", + "left": "issue:44062", + "right": "issue:44488", "accept": false, - "reason": "Both touch Mistral tokenizer patching, but one is offline model_info access and the other is backend_tokenizer attribute handling; too different to merge." + "reason": "Tokenizers.AddedToken argument collision is not the same as failing to load a specific model/tokenizer." }, { - "left": "issue:44062", - "right": "issue:44488", + "left": "issue:44843", + "right": "issue:45081", "accept": false, - "reason": "Token AddedToken construction error is not the same as a model not loading; only broad tokenizer area overlaps." + "reason": "Both touch _patch_mistral_regex, but one is offline network access and the other is an attribute error on a different tokenizer object." }, { "left": "issue:43653", "right": "issue:43819", "accept": false, - "reason": "Mask-token special registration in tokenizers is unrelated to DAC latent decoding consistency." + "reason": "Tokenizer special-token registration bug is unrelated to DAC forward/from_latents mismatch." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Different areas: Qwen3-MoE sliding window vs. AutoConfig missing fields under trust_remote_code." }, { "left": "issue:43643", "right": "issue:44877", "accept": false, - "reason": "Both are config-loading problems, but one is missing fields with trust_remote_code and the other is strict config rejection of granite_speech." + "reason": "Both involve config loading, but one is missing fields from trust_remote_code and the other is strict config rejection for granite_speech." }, { "left": "issue:43540", "right": "issue:45381", "accept": false, - "reason": "Both involve video inputs in Qwen-family models, but they are different models and different bugs." + "reason": "Both are video-input issues, but they affect different model families and likely different preprocessing bugs." }, { - "left": "issue:43531", - "right": "issue:43643", + "left": "issue:43577", + "right": "issue:43818", "accept": false, - "reason": "Sliding-window behavior in Qwen3-MoE is unrelated to AutoConfig trust_remote_code field loss." + "reason": "Different model families and symptoms: BLIP2 dtype persistence vs. Video-LLaVA tower/temporal-attention issue." }, { "left": "issue:43782", "right": "issue:44977", "accept": false, - "reason": "Different Qwen models and different inference paths: weight_only load error vs flash-attention generation issue." + "reason": "Qwen3VL from_pretrained weight_only failure is distinct from Qwen3.5 flash-attention generation behavior." }, { - "left": "issue:43577", - "right": "issue:43818", + "left": "issue:44448", + "right": "issue:44671", "accept": false, - "reason": "Different model families and bugs: BLIP2 dtype handling vs Video-LLaVA temporal-attention/weight-sharing issue." + "reason": "Separate model regressions: Pegasus output drift vs. CamemBERT masked LM predictions." }, { "left": "issue:43421", "right": "issue:44811", "accept": false, - "reason": "Both are tokenizer-related, but one is runtime post-processor updates and the other is Whisper batch_decode skip_special_tokens handling." - }, - { - "left": "issue:44448", - "right": "issue:44671", - "accept": false, - "reason": "Both are v4-v5 behavioral regressions, but they are distinct models and distinct outputs, not the same underlying bug." + "reason": "Special-token post-processor update bug is different from Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:30064", "right": "issue:36331", "accept": false, - "reason": "Image processor segmentation-map handling and CustomTrainer compute_loss signature are unrelated." + "reason": "Image processor void segmentation maps have nothing to do with CustomTrainer compute_loss signature changes." }, { "left": "issue:44561", "right": "issue:45020", "accept": false, - "reason": "Close in theme, but 44561 is one specific remote_code breakage cause while 45020 is a broader umbrella report; not enough evidence they are the same concrete bug." + "reason": "44561 is one specific removed helper causing remote_code breakage; 45020 is a broad umbrella report and not the same concrete bug." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template-node compilation errors are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 docs/quantization example errors are unrelated to Kosmos2.5 long OCR indexing." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation bug is unrelated to Kosmos2.5 OCR input length handling." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline error messaging and SigLIP2 nonsensical outputs are different issues." + }, + { + "left": "issue:45987", + "right": "issue:46032", + "accept": false, + "reason": "Cache length return-type bug is distinct from Mamba2 use_cache correctness for seq_len>1." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Offline model_info() call and backend_tokenizer attribute access are different Mistral-regex failure modes, not one bug." } ] }, @@ -5095,16 +5125,16 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-409", + "cluster_id": "cluster-10000-410", "nodes": [ "issue:28218", "issue:29159", "issue:34634", "issue:36010", - "issue:39692", "issue:42175", "issue:43262", "issue:43322", + "issue:43329", "issue:43404", "issue:43452", "issue:43526", @@ -5115,273 +5145,256 @@ "issue:43653", "issue:43697", "issue:43720", + "issue:43742", "issue:43782", "issue:43819", "issue:43825", "issue:43827", "issue:43906", - "issue:43994", "issue:44060", "issue:44186", "issue:44368", "issue:44442", "issue:44479", - "issue:44485", - "issue:44509", "issue:44610", "issue:44671", "issue:44805", - "issue:44821", "issue:44857", "issue:44912", "issue:44936", "issue:44991", + "issue:45020", "issue:45072", "issue:45081", "issue:45084", "issue:45406", + "issue:45459", "issue:45538", - "issue:45584", + "issue:45600", "issue:45685", "issue:45701", + "issue:45803", "issue:45834" ], "soft_pairs": [ - "issue:43825|issue:43994", - "issue:44821|issue:45084", - "issue:44485|issue:44509", - "issue:39692|issue:45834", - "issue:45584|issue:45834", "issue:43322|issue:45685", "issue:44479|issue:45834", "issue:43606|issue:45072", "issue:43825|issue:43827", "issue:44186|issue:44442", "issue:34634|issue:36010", - "issue:44805|issue:44936", "issue:43577|issue:43582", - "issue:43452|issue:44991", + "issue:44805|issue:44936", "issue:28218|issue:29159", + "issue:43452|issue:44991", "issue:44610|issue:45072", "issue:42175|issue:45081", "issue:43720|issue:45072", - "issue:43404|issue:43782", "issue:45081|issue:45406", - "issue:43650|issue:43906", + "issue:43404|issue:43782", "issue:43582|issue:44857", + "issue:43650|issue:43906", "issue:44671|issue:45701", "issue:44060|issue:44368", "issue:43262|issue:43819", "issue:43526|issue:43697", "issue:45084|issue:45538", - "issue:43653|issue:44912" + "issue:43742|issue:45020", + "issue:43653|issue:44912", + "issue:43329|issue:45600", + "issue:45459|issue:45803" ], - "prepared_review_unit_hash": "fae9706c52964baef1fd5a9fc1e6121c9f1a88cd373135f680fb1329e73c4ab5", + "prepared_review_unit_hash": "da577da15239fb0ad6dbd0e62c03f3603704370e8d62ef302a82696a36f26caa", "component_budget": { - "node_count": 409, - "item_count": 409, - "soft_pair_count": 1530, - "serialized_chars": 789356, - "estimated_input_tokens": 197339, - "estimated_eval_tokens": 394934 + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 28, - "serialized_chars": 36249, - "estimated_input_tokens": 9063, - "estimated_eval_tokens": 18382 + "soft_pair_count": 26, + "serialized_chars": 35743, + "estimated_input_tokens": 8936, + "estimated_eval_tokens": 18128 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is mostly a grab-bag of unrelated tokenizer, multimodal, loading, and docs issues. Only one soft edge looks like a likely duplicate pair: the added-token spacing regression and the slow/fast tokenizer inconsistency report.", - "confidence": 0.58, - "canonical_issue_reason": "issue:28218 is the most concrete statement of the underlying tokenizer bug (an extra space after an added token), while issue:29159 reads like the broader symptom report of the same inconsistency.", + "summary": "No soft-edge pair looks like a true duplicate/one-change match; most are only loosely related by subsystem or symptom. The cluster is heterogeneous, so there is no PR to choose and only a broad issue can serve as a weak anchor.", + "confidence": 0.73, + "canonical_issue_reason": "Issue 45701 is the broadest, most central report in this set (tokenization changes across versions) and has the strongest linkage/activity, so it works best as an umbrella issue if one must be chosen.", "canonical_pr_reason": null, - "best_issue_reason": "issue:28218 is the clearest and most actionable representative of the duplicate pair because it names the concrete failure mode directly.", + "best_issue_reason": "45701 is the most representative issue-level anchor because it describes a general regression class rather than a narrow model-specific failure.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43825", - "right": "issue:43994", - "accept": false, - "reason": "Different problems: a v5 pipeline error-message issue versus a SigLIP2 docs/example failure." - }, - { - "left": "issue:44821", - "right": "issue:45084", - "accept": false, - "reason": "No shared underlying bug; loading an image processor from URL is unrelated to a template compilation TypeError." - }, - { - "left": "issue:44485", - "right": "issue:44509", - "accept": false, - "reason": "GLM-5 RoPE implementation discussion is unrelated to docs still mentioning removed pipeline tasks." - }, - { - "left": "issue:39692", - "right": "issue:45834", - "accept": false, - "reason": "Different models and failures: SigLIP2 docs example errors versus Kosmos2.5 OCR index error." - }, - { - "left": "issue:45584", - "right": "issue:45834", - "accept": false, - "reason": "Whisper empty-transcription generation failure is unrelated to the Kosmos2.5 long-input OCR issue." - }, { "left": "issue:43322", "right": "issue:45685", "accept": false, - "reason": "A Llava Next loading segfault and an MPS int histogram limitation are distinct bugs." + "reason": "Different failures: Llava Next loading causes a segfault, while mps histogram_mps is an Apple Silicon Int type error in a different code path." }, { "left": "issue:44479", "right": "issue:45834", "accept": false, - "reason": "Video-input regression in Qwen VL models is not the same as Kosmos2.5 OCR indexing." + "reason": "Both are multimodal regressions, but one is a video-input regression in several Qwen VL models and the other is a long-OCR index error in Kosmos2.5." }, { "left": "issue:43606", "right": "issue:45072", "accept": false, - "reason": "CPU offload device mismatch in Bark-small is unrelated to bf16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + "reason": "Both mention loading/inference mismatches, but the concrete bugs differ: CPU offload device placement vs bf16 dtype mismatches for different models." }, { "left": "issue:43825", "right": "issue:43827", "accept": false, - "reason": "Both involve v5 pipeline removal, but one is a runtime error message and the other is documentation drift; not the same concrete bug." + "reason": "One is a bad pipeline() error message, the other is stale docs referencing removed pipeline APIs; related theme, not the same bug/change." }, { "left": "issue:44186", "right": "issue:44442", "accept": false, - "reason": "Different tokenizer failures on different models; no evidence they share one root cause." + "reason": "Different tokenizer problems for different models: LayoutLMv2 NER/batching crash versus FastSpeech2ConformerTokenizer load failure." }, { "left": "issue:34634", "right": "issue:36010", "accept": false, - "reason": "BarkProcessor voice_preset behavior and a GenerationMixin import error are unrelated." + "reason": "BarkProcessor voice_preset failure and GenerationMixin import breakage are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "One is an incorrect float32 dtype on load, the other is a TypeError in caching_allocator_warmup on Apple Silicon." }, { "left": "issue:44805", "right": "issue:44936", "accept": false, - "reason": "Mask-shape IndexError is a different failure from trainer.evaluate() breaking after training." + "reason": "A mask/index shape mismatch during model work is unrelated to trainer.evaluate() failing after train()." }, { - "left": "issue:43577", - "right": "issue:43582", + "left": "issue:28218", + "right": "issue:29159", "accept": false, - "reason": "Blip2 dtype loading and AppleSilicon allocator warmup TypeError are separate issues." + "reason": "Both concern tokenizer behavior, but the reports are not clearly the same underlying bug; one is added-token spacing, the other is slow/fast inconsistency." }, { "left": "issue:43452", "right": "issue:44991", "accept": false, - "reason": "Both involve loading/tokenizers, but the gguf_file regression and EMBEDDIA tokenizer-loading failure do not appear to be the same bug." - }, - { - "left": "issue:28218", - "right": "issue:29159", - "accept": true, - "reason": "Both describe the same tokenizer regression around added tokens producing inconsistent spacing/behavior between slow and fast tokenizers." + "reason": "Both involve loading tokenizers, but one is gguf_file handling and the other is a specific tokenizer failing on transformers>=5." }, { "left": "issue:44610", "right": "issue:45072", "accept": false, - "reason": "Processor image-size mismatch and bf16 dtype mismatch are unrelated." + "reason": "Completely different bugs: OmDet-Turbo input sizing versus dtype mismatch warnings." }, { "left": "issue:42175", "right": "issue:45081", "accept": false, - "reason": "Dependency/back-end packaging and a Mistral regex patch crash are different problems." + "reason": "TensorFlow backend packaging and a Mistral tokenizer regex crash are unrelated." }, { "left": "issue:43720", "right": "issue:45072", "accept": false, - "reason": "Packed-weight loading in BitNet is unrelated to bf16 dtype mismatch behavior." - }, - { - "left": "issue:43404", - "right": "issue:43782", - "accept": false, - "reason": "Weight-tying bug in Mistral3 and Qwen3VL weight_only loading error are different model-specific issues." + "reason": "Packed-weight unpacking during accelerate loading is a different failure mode than bf16 dtype mismatches." }, { "left": "issue:45081", "right": "issue:45406", "accept": false, - "reason": "Mistral tokenizer regex patch crash and Gemma4Processor missing _tokenizer are distinct failures." + "reason": "Both are loader crashes, but they affect different components/models and different missing attributes/code paths." }, { - "left": "issue:43650", - "right": "issue:43906", + "left": "issue:43404", + "right": "issue:43782", "accept": false, - "reason": "The titles are unrelated; no duplicate relationship is apparent." + "reason": "Both are weight/loading issues, but Mistral3 tied weights and Qwen3VL weight_only are distinct model-specific problems." }, { "left": "issue:43582", "right": "issue:44857", "accept": false, - "reason": "Apple Silicon warmup TypeError and CUDA float16 AMP crash are different environment-specific bugs." + "reason": "AppleSilicon warmup TypeError and CUDA float16 AMP crashes are unrelated." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "A data request and a reproduction of another issue are not duplicate bug reports." }, { "left": "issue:44671", "right": "issue:45701", "accept": false, - "reason": "A CamemBERT masked-LM regression and a generic tokenization-version change report are not the same concrete bug." + "reason": "CamemBERT masked-LM prediction regression and a generic tokenization-version-change report are not the same bug." }, { "left": "issue:44060", "right": "issue:44368", "accept": false, - "reason": "Both mention tied-weights warnings, but they concern different Qwen models and different symptoms." + "reason": "Related only by tied-weights warnings; the underlying Qwen3-Next warning and the Qwen3.5 LoRA warning are different model/config issues." }, { "left": "issue:43262", "right": "issue:43819", "accept": false, - "reason": "Audio chat-template sampling-rate defaulting and DAC latent/forward mismatch are unrelated audio bugs." + "reason": "Audio chat-template sampling-rate defaulting and DAC from_latents mismatch are unrelated." }, { "left": "issue:43526", "right": "issue:43697", "accept": false, - "reason": "BEiT label reduction and RT-DETRv2 output differences are different vision issues." + "reason": "BeitImageProcessorFast reduce_labels bug and RTDetrV2 output differences are different model failures." }, { "left": "issue:45084", "right": "issue:45538", "accept": false, - "reason": "Template compilation TypeError and CLIPTokenizer model_max_length behavior are unrelated." + "reason": "TypeError compiling template nodes and CLIPTokenizer model_max_length are unrelated tokenizer issues." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Loading a specific model key error and general remote_code breakage are not the same concrete issue." }, { "left": "issue:43653", "right": "issue:44912", "accept": false, - "reason": "BigBirdTokenizer special-token registration and MXFP4 quantization fallback are not the same issue." - } - ] - }, - "evaluator_result": { - "accept": true, - "feedback": "The analysis is grounded in the packet and stays mostly conservative. The one accepted soft edge, issue:28218 vs issue:29159, is plausible from the titles and similarity signal, and the other non-duplicates are reasonably rejected. No mergeability concerns apply here since there are no PR pairs." - }, - "evaluator_used": true, - "retried": false, - "accepted_nontrivial_soft_edge": true, + "reason": "BigBirdTokenizer special-token registration and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Undefined helper names in a video-token branch and stale auto_mappings entries for removed configs are different maintenance bugs." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve overly broad exception handling, but they affect different functions and error types; not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -5396,8 +5409,9 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-409", + "cluster_id": "cluster-10000-410", "nodes": [ + "issue:29159", "issue:34567", "issue:34634", "issue:36010", @@ -5420,8 +5434,8 @@ "issue:43643", "issue:43644", "issue:43645", + "issue:43697", "issue:43720", - "issue:43742", "issue:43746", "issue:43749", "issue:43819", @@ -5434,259 +5448,258 @@ "issue:44589", "issue:44610", "issue:44811", + "issue:44849", "issue:44912", "issue:44936", "issue:44977", - "issue:45020", "issue:45042", "issue:45356", - "issue:45459", + "issue:45357", "issue:45488", - "issue:45600", + "issue:45701", "issue:45759", - "issue:45803", "issue:45859" ], "soft_pairs": [ - "issue:43742|issue:45020", - "issue:43329|issue:45600", - "issue:45459|issue:45803", "issue:43638|issue:44936", "issue:43644|issue:43749", "issue:44589|issue:45042", "issue:43746|issue:44811", "issue:38175|issue:44610", - "issue:43819|issue:43927", "issue:39692|issue:44912", - "issue:43854|issue:44977", + "issue:43819|issue:43927", "issue:36010|issue:43645", + "issue:43854|issue:44977", "issue:43550|issue:44912", - "issue:43526|issue:44554", "issue:34634|issue:36331", + "issue:43526|issue:44554", "issue:43720|issue:44610", "issue:43454|issue:43577", "issue:43749|issue:44291", "issue:43531|issue:45042", - "issue:43257|issue:43329", "issue:36010|issue:36331", + "issue:43257|issue:43329", "issue:43262|issue:44811", "issue:44568|issue:45356", "issue:42490|issue:43257", "issue:43643|issue:45759", - "issue:43329|issue:44479", - "issue:44568|issue:45488", "issue:43329|issue:43450", + "issue:43329|issue:44479", "issue:34567|issue:40990", - "issue:43606|issue:45859" + "issue:44568|issue:45488", + "issue:43606|issue:45859", + "issue:44849|issue:45701", + "issue:29159|issue:34567", + "issue:43697|issue:45357" ], - "prepared_review_unit_hash": "f23a09b0473772fd249c9ffb1dc56d120ba9038eb44bd6f802256d78229b6a88", + "prepared_review_unit_hash": "d76d0ddfe96a9414c94a1be20d3628c84934d25112362862d4e3a465af49592d", "component_budget": { - "node_count": 409, - "item_count": 409, - "soft_pair_count": 1530, - "serialized_chars": 789356, - "estimated_input_tokens": 197339, - "estimated_eval_tokens": 394934 + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 30, - "serialized_chars": 37109, - "estimated_input_tokens": 9278, - "estimated_eval_tokens": 18812 + "serialized_chars": 37063, + "estimated_input_tokens": 9266, + "estimated_eval_tokens": 18788 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This batch is mostly a collection of unrelated bugs, not a tight duplicate cluster. I rejected all soft-edge duplicate candidates because they point to different code paths, models, or failure modes. If one issue must serve as a representative, #45020 is the broadest regression-style report, but it is not a true duplicate umbrella for the rest.", - "confidence": 0.92, - "canonical_issue_reason": "#45020 is the broadest, most general regression report in the set (remote_code-related loading breakage), so it is the closest thing to a representative issue; however, the batch does not form a real duplicate cluster.", + "summary": "This cluster is highly heterogeneous: it mixes tokenizer regressions, trainer-state bugs, audio/video processor issues, model-loading failures, quantization problems, and unrelated runtime errors. I do not see any pair that is clearly the same underlying bug/change, so no soft edge should be merged.", + "confidence": 0.93, + "canonical_issue_reason": "No single issue is a safe canonical duplicate for the whole cluster; the broadest tokenization-regression report is issue 45701, but the cluster spans many unrelated subsystems, so it should not be treated as one duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "#45020 is the best global representative because it is the least model-specific and most likely to subsume adjacent loading regressions, even though the other issues are still distinct.", + "best_issue_reason": "Issue 45701 is the broadest and most cross-cutting report in the set, but it is still only suitable as a weak thematic anchor, not a true duplicate canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43742", - "right": "issue:45020", - "accept": false, - "reason": "Different failures: MobileLLM loading key error vs a broad remote_code regression; not the same code path." - }, - { - "left": "issue:43329", - "right": "issue:45600", - "accept": false, - "reason": "Video token counting bug vs stale auto_mappings references; unrelated problems." - }, - { - "left": "issue:45459", - "right": "issue:45803", - "accept": false, - "reason": "Tokenizer protobuf error handling vs bare-except swallowing errors in Fuyu tensor conversion; different functions and bugs." - }, { "left": "issue:43638", "right": "issue:44936", "accept": false, - "reason": "DeepSpeed ZeRO-3 index error during Bert training vs trainer evaluate-after-train failure; distinct trainer behaviors." + "reason": "Different trainer failures: one is deepspeed zero3 with a non-pretrained Bert model, the other is evaluate() breaking after train()." }, { "left": "issue:43644", "right": "issue:43749", "accept": false, - "reason": "Non-persistent buffer initialization junk vs FSDP CPU RAM efficient loading; different loading issues." + "reason": "Both concern loading/state handling, but one is about non-persistent buffers in v5.0.0 and the other is FSDP CPU RAM efficient loading; different bugs and code paths." }, { "left": "issue:44589", "right": "issue:45042", "accept": false, - "reason": "Float8 storage deserialization error vs PIL backend torchvision dependency regression; unrelated." + "reason": "Unrelated areas: a Float8 storage import error versus PIL image processors incorrectly requiring torchvision." }, { "left": "issue:43746", "right": "issue:44811", "accept": false, - "reason": "PEFT checkpoint loading for GraniteSpeech vs Whisper batch_decode skip_special_tokens; different processor/model paths." + "reason": "Different subsystems and symptoms: local PEFT checkpoint loading versus Whisper batch_decode skip_special_tokens handling." }, { "left": "issue:38175", "right": "issue:44610", "accept": false, - "reason": "SigLIP2 zero probabilities vs OmDet-Turbo image size mismatch; different symptoms and code paths." - }, - { - "left": "issue:43819", - "right": "issue:43927", - "accept": false, - "reason": "DAC latent conversion mismatch vs DiaConfig token ID persistence bug; not the same underlying defect." + "reason": "Both are vision-related, but one is zero probabilities in SigLIP2 and the other is a processor/model input-size mismatch in OmDet-Turbo." }, { "left": "issue:39692", "right": "issue:44912", "accept": false, - "reason": "SigLIP2 doc/example errors vs MXFP4 quantization falling back to bf16; different problems." + "reason": "One is a SigLIP2 docs/example issue with model/processor mismatch and quantization failure; the other is MXFP4 loading fallback for gpt-oss-20b." }, { - "left": "issue:43854", - "right": "issue:44977", + "left": "issue:43819", + "right": "issue:43927", "accept": false, - "reason": "GLM-4.7-Flash load issue vs Qwen3.5 flash-attention generation bug; different models and code paths." + "reason": "Different model bugs: DAC forward/from_latents mismatch versus DiaConfig losing custom token IDs after save/load." }, { "left": "issue:36010", "right": "issue:43645", "accept": false, - "reason": "GenerationMixin import failure vs Jupyter custom-model initialization breakage; related only at a very high level." + "reason": "Both involve transformers v5 breakage, but one is a GenerationMixin import error and the other is a custom-model initialization issue in Jupyter notebooks." }, { - "left": "issue:43550", - "right": "issue:44912", + "left": "issue:43854", + "right": "issue:44977", "accept": false, - "reason": "torch.compile SDPA failure vs quantization fallback to bf16; different concrete bugs." + "reason": "Different models and failure modes: GLM-4.7-Flash loading in tests versus Qwen3.5 flash-attention generation problems." }, { - "left": "issue:43526", - "right": "issue:44554", + "left": "issue:43550", + "right": "issue:44912", "accept": false, - "reason": "BEiT reduce_labels bug vs MPS attention correctness issue; unrelated." + "reason": "Unrelated model/runtime issues: Bamba-9B-v2 torch.compile SDPA failure versus gpt-oss-20b MXFP4 quantization fallback." }, { "left": "issue:34634", "right": "issue:36331", "accept": false, - "reason": "BarkProcessor voice_preset bug vs CustomTrainer compute_loss signature mismatch; different areas entirely." + "reason": "Different components: BarkProcessor voice_preset versus a CustomTrainer.compute_loss signature error." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "No overlap in bug type: BeitImageProcessorFast label reduction versus an MPS attention correctness issue." }, { "left": "issue:43720", "right": "issue:44610", "accept": false, - "reason": "Packed-weight unpacking during accelerate loading vs processor output shape mismatch; not the same change." + "reason": "Different failure modes and code paths: BitNet packed-weight loading versus OmDet-Turbo image-size mismatch." }, { "left": "issue:43454", "right": "issue:43577", "accept": false, - "reason": "AyaVision weight tying bug vs BLIP-2 dtype propagation bug; distinct model-init issues." + "reason": "Both are model-loading/configuration related, but one is lm_head tying for AyaVision and the other is dtype propagation for Blip2; not the same bug." }, { "left": "issue:43749", "right": "issue:44291", "accept": false, - "reason": "FSDP loading regression vs unexpected _is_hf_initialized arg in init_empty_weights; different compatibility failures." + "reason": "Both relate to loading, but FSDP RAM-efficient loading and init_empty_weights/_is_hf_initialized are separate regressions." }, { "left": "issue:43531", "right": "issue:45042", "accept": false, - "reason": "Qwen3-MoE sliding_window issue vs PIL backend requiring torchvision; unrelated subsystems." + "reason": "Completely different domains: Qwen3-MoE sliding window behavior versus PIL backend image processors requiring torchvision." }, { - "left": "issue:43257", - "right": "issue:43329", + "left": "issue:36010", + "right": "issue:36331", "accept": false, - "reason": "Qwen3 MoE weight conversion/loading bug vs undefined video helper usage in multimodal token counting; different bugs." + "reason": "ImportError for GenerationMixin and a CustomTrainer loss-signature TypeError are unrelated." }, { - "left": "issue:36010", - "right": "issue:36331", + "left": "issue:43257", + "right": "issue:43329", "accept": false, - "reason": "Importing GenerationMixin vs CustomTrainer.compute_loss kwargs; unrelated." + "reason": "Different areas: accelerate+deepspeed weight conversion for Qwen3 MOE versus undefined functions in multimodal video token counting." }, { "left": "issue:43262", "right": "issue:44811", "accept": false, - "reason": "Audio chat-template sampling-rate default bug vs Whisper batch_decode special-token handling; different processor bugs." + "reason": "Both are audio processor issues, but one is apply_chat_template sampling-rate defaulting and the other is batch_decode skip_special_tokens being ignored." }, { "left": "issue:44568", "right": "issue:45356", "accept": false, - "reason": "mdeberta special-token regression vs Kimi tokenizer codec/regression warning; different tokenizer paths." + "reason": "Both are tokenizer regressions, but they affect different models and different mechanisms (special tokens insertion vs codec/warning behavior)." }, { "left": "issue:42490", "right": "issue:43257", "accept": false, - "reason": "Trailing-slash local-model import warning vs Qwen3 MoE accelerate/deepspeed conversion issue; unrelated." + "reason": "A trailing-slash path warning is not the same bug as missing MOE weight conversion during accelerate+deepspeed loading." }, { "left": "issue:43643", "right": "issue:45759", "accept": false, - "reason": "Missing fields from AutoConfig with trust_remote_code vs not unwrapping text_config in AutoModelForCausalLM.from_config; different config-loading bugs." + "reason": "Both involve config handling, but one is missing fields with trust_remote_code and the other is unwrap logic for composite multimodal text_config." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both touch video processors, but one is a token-counting bug with undefined helpers and the other is batched-shape output from the processor." }, { "left": "issue:43329", "right": "issue:44479", "accept": false, - "reason": "Both involve video VLM behavior, but one is a specific undefined-helper bug and the other is a broader regression; not the same concrete defect." + "reason": "Related only at a very high level; the video-token helper bug is not clearly the same as the broader v5.3.0 video-input regression." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token counting and high perplexity on WikiText are unrelated issues." }, { "left": "issue:44568", "right": "issue:45488", "accept": false, - "reason": "add_special_tokens regression vs LlamaTokenizer overriding ByteLevel with Metaspace; related to tokenizers but not the same bug." + "reason": "Both are tokenizer regressions in v5, but they affect different tokenizer implementations and distinct failure mechanisms." }, { - "left": "issue:43329", - "right": "issue:43450", + "left": "issue:43606", + "right": "issue:45859", "accept": false, - "reason": "Multimodal token counting video branch bug vs batched video processor output shape bug; different stages of processing." + "reason": "Both mention CPU offload, but one is a Bark device mismatch and the other is a Qwen3_5Moe rotary-embedding compatibility issue; not mergeable as one fix." }, { - "left": "issue:34567", - "right": "issue:40990", + "left": "issue:44849", + "right": "issue:45701", "accept": false, - "reason": "Trainer num_input_tokens_seen not updating vs high perplexity on gpt-oss; unrelated." + "reason": "Different symptoms: Qwen3.5 output_hidden_states regression versus a broad tokenization change across versions." }, { - "left": "issue:43606", - "right": "issue:45859", + "left": "issue:29159", + "right": "issue:34567", "accept": false, - "reason": "Bark CPU offload device mismatch vs Qwen3_MoeTextRotaryEmbedding CPU offload incompatibility; different models and code paths." + "reason": "Tokenizer slow/fast inconsistency and TrainerState token counting are unrelated." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Different model regressions: RTDetrV2 output differences versus Qwen3.5 visual-encoder key saving issues." } ] }, @@ -5708,39 +5721,41 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-409", + "cluster_id": "cluster-10000-410", "nodes": [ "issue:24643", "issue:29159", "issue:33357", "issue:34567", + "issue:36010", "issue:36331", "issue:38175", "issue:41720", + "issue:42175", "issue:42915", "issue:43257", "issue:43317", "issue:43404", "issue:43452", + "issue:43493", "issue:43540", "issue:43577", "issue:43582", "issue:43646", "issue:43696", - "issue:43697", "issue:43742", "issue:43749", "issue:43756", "issue:43906", "issue:43927", "issue:43931", + "issue:43994", "issue:44062", "issue:44291", "issue:44479", "issue:44560", "issue:44737", "issue:44821", - "issue:44849", "issue:44898", "issue:44912", "issue:44987", @@ -5749,20 +5764,15 @@ "issue:45072", "issue:45081", "issue:45137", - "issue:45357", "issue:45381", "issue:45405", "issue:45538", "issue:45588", - "issue:45701", "issue:45823", "issue:45907", "issue:45987" ], "soft_pairs": [ - "issue:44849|issue:45701", - "issue:43697|issue:45357", - "issue:29159|issue:34567", "issue:43257|issue:43931", "issue:44291|issue:45042", "issue:43452|issue:43582", @@ -5771,261 +5781,257 @@ "issue:33357|issue:34567", "issue:42915|issue:44821", "issue:43927|issue:44912", - "issue:44479|issue:45381", - "issue:44987|issue:45907", "issue:44987|issue:45538", "issue:42915|issue:45538", - "issue:43540|issue:44560", + "issue:44479|issue:45381", + "issue:44987|issue:45907", "issue:43540|issue:44479", "issue:43317|issue:45538", + "issue:43540|issue:44560", "issue:38175|issue:44898", - "issue:43404|issue:45987", "issue:43577|issue:45072", - "issue:24643|issue:29159", + "issue:43404|issue:45987", "issue:45137|issue:45405", - "issue:43257|issue:43756", - "issue:43742|issue:44291", + "issue:24643|issue:29159", "issue:44737|issue:45588", + "issue:43742|issue:44291", + "issue:43257|issue:43756", "issue:44062|issue:44991", "issue:43540|issue:45823", "issue:43257|issue:43696", "issue:43906|issue:45381", - "issue:44062|issue:45081", "issue:34567|issue:36331", - "issue:43646|issue:43749" + "issue:44062|issue:45081", + "issue:43493|issue:43994", + "issue:43646|issue:43749", + "issue:36010|issue:42175" ], - "prepared_review_unit_hash": "04a260264fa20c3b763abe26d401ade2afcb2032445de4747b603df9c91f19de", + "prepared_review_unit_hash": "081daf439202ab801a31cf93ff834ce6e23de1af0bbce07832772baef4bf5512", "component_budget": { - "node_count": 409, - "item_count": 409, - "soft_pair_count": 1530, - "serialized_chars": 789356, - "estimated_input_tokens": 197339, - "estimated_eval_tokens": 394934 + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37601, - "estimated_input_tokens": 9401, - "estimated_eval_tokens": 19058 + "soft_pair_count": 32, + "serialized_chars": 37345, + "estimated_input_tokens": 9337, + "estimated_eval_tokens": 18930 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous false positives. The only clear duplicate pair is the Qwen2.5-VL video-input regression reports; all other soft pairs describe different bugs, models, or code paths.", - "confidence": 0.84, - "canonical_issue_reason": "issue:44479 is the best canonical issue because it describes the broad v5.3.0 video-input regression across Qwen VL variants; issue:45381 is a narrower reproduction of the same problem.", + "summary": "Mostly heterogeneous issue cluster with two plausible duplicate sub-pairs: Qwen2.5-VL video regression and SigLIP2 output discrepancy. The rest are distinct bugs spanning unrelated models, loading paths, tokenizer behavior, and runtime environments.", + "confidence": 0.57, + "canonical_issue_reason": "Issue 44479 is the best representative because it describes the broad v5.3.0 video-input regression across multiple Qwen VL variants, and it has a strong near-duplicate in 45381.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44479 is the strongest global representative of the only true duplicate area in this set, since it captures the broader regression rather than a single model-specific symptom.", + "best_issue_reason": "Same reason as canonical: it is the broadest, clearest regression report in the cluster and best captures the shared Qwen video-input failure mode.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44849", - "right": "issue:45701", - "accept": false, - "reason": "Different problems: Qwen3.5 hidden-state behavior vs a general tokenization-version change." - }, - { - "left": "issue:43697", - "right": "issue:45357", - "accept": false, - "reason": "Unrelated failures: RTDetrV2 output differences vs Qwen3.5 visual-encoder key saving." - }, - { - "left": "issue:29159", - "right": "issue:34567", - "accept": false, - "reason": "Tokenizer slow/fast inconsistency is unrelated to TrainerState token counting." - }, { "left": "issue:43257", "right": "issue:43931", "accept": false, - "reason": "Different loading bugs: Qwen3 MOE weight conversion vs Qwen3-VL weight-shape mismatch." + "reason": "Different problems: Qwen3 MoE weight conversion with accelerate+deepspeed vs Qwen3-VL weight-shape mismatch on load." }, { "left": "issue:44291", "right": "issue:45042", "accept": false, - "reason": "Init-empty-weights argument handling is unrelated to PIL image processor torchvision requirements." + "reason": "Unrelated failures: init_empty_weights/_is_hf_initialized vs PIL image processors incorrectly requiring torchvision." }, { "left": "issue:43452", "right": "issue:43582", "accept": false, - "reason": "Tokenizer/gguf loading issue and Apple Silicon allocator TypeError are unrelated." + "reason": "GGUF tokenizer/model loading issue vs Apple Silicon caching_allocator_warmup TypeError; different code paths." }, { "left": "issue:42915", "right": "issue:43742", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8 loading and MobileLLM key errors are different model-loading failures." + "reason": "Different bugs on different models: FineGrainedFP8Config for Qwen3Moe vs MobileLLM load key error." }, { "left": "issue:41720", "right": "issue:43540", "accept": false, - "reason": "CUDA assert with auto device mapping is unrelated to Qwen3OmniMoe video-input ValueError." + "reason": "Qwen3 auto device-mapping CUDA assert and Qwen3OmniMoe video processing error are distinct failures." }, { "left": "issue:33357", "right": "issue:34567", "accept": false, - "reason": "MacOS bus error on CLIP loading is unrelated to TrainerState token counting." + "reason": "MacOS CLIP bus error and TrainerState token counter not updating are unrelated." }, { "left": "issue:42915", "right": "issue:44821", "accept": false, - "reason": "Qwen3Moe FP8 failure and AutoImageProcessor URL loading are unrelated." + "reason": "FP8 quantization failure vs AutoImageProcessor URL loading; no shared underlying bug." }, { "left": "issue:43927", "right": "issue:44912", "accept": false, - "reason": "DiaConfig save/load token IDs and GPT-oss quantization fallback are different bugs." - }, - { - "left": "issue:44479", - "right": "issue:45381", - "accept": true, - "reason": "Both describe the same Qwen VL video-input regression/incorrect vision position ids in transformers 5.3.0." - }, - { - "left": "issue:44987", - "right": "issue:45907", - "accept": false, - "reason": "Model loading on physical-intelligence/fast is unrelated to list_repo_files revision forwarding." + "reason": "DiaConfig save/load token-ID loss is unrelated to MXFP4 quantization fallback." }, { "left": "issue:44987", "right": "issue:45538", "accept": false, - "reason": "General model loading failure and CLIPTokenizer max_length bug are unrelated." + "reason": "Model-loading regression vs CLIPTokenizer model_max_length behavior; different components." }, { "left": "issue:42915", "right": "issue:45538", "accept": false, - "reason": "Qwen3Moe quantization loading and CLIPTokenizer model_max_length are unrelated." + "reason": "Qwen3Moe FP8 loading and CLIPTokenizer max length are unrelated." }, { - "left": "issue:43540", - "right": "issue:44560", + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both describe the same 5.3.0 Qwen video-input regression, with 45381 reading like a narrower repro of the same vision_position_ids bug." + }, + { + "left": "issue:44987", + "right": "issue:45907", "accept": false, - "reason": "Different video bugs in different model families; not the same concrete code path." + "reason": "Model loading failure vs repo-file revision forwarding in a CI helper; unrelated." }, { "left": "issue:43540", "right": "issue:44479", "accept": false, - "reason": "Both are video-related, but they affect different Qwen model families and error paths." + "reason": "Both involve video inputs, but they target different model families and different concrete failures." }, { "left": "issue:43317", "right": "issue:45538", "accept": false, - "reason": "device_map/offload loading failure is unrelated to tokenizer max_length." + "reason": "Dequantized-model offload/load failure is unrelated to CLIPTokenizer max_length." }, { - "left": "issue:38175", - "right": "issue:44898", + "left": "issue:43257", + "right": "issue:43696", "accept": false, - "reason": "Unexpected zero probabilities in SigLIP2 is unrelated to Perceiver non-default-resolution failure." + "reason": "Qwen3 MoE weight conversion bug and GPT-oss OOM are different issues." }, { - "left": "issue:43404", - "right": "issue:45987", + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "One is only a reproduction of issue 38071; the titles do not indicate the same Qwen2.5-VL regression." + }, + { + "left": "issue:38175", + "right": "issue:44898", "accept": false, - "reason": "Mistral3 lm_head tying bug is unrelated to StaticCache sequence-length return type." + "reason": "SigLIP2 zero probabilities and Perceiver non-default-resolution failure are unrelated model bugs." }, { "left": "issue:43577", "right": "issue:45072", "accept": false, - "reason": "BLIP2 dtype loading and SwitchTransformers/TimmWrapper bfloat16 mismatches are different issues." + "reason": "Different dtype/mismatch issues in different models: Blip2 vs SwitchTransformers/TimmWrapperModel." }, { - "left": "issue:24643", - "right": "issue:29159", + "left": "issue:43404", + "right": "issue:45987", "accept": false, - "reason": "DeepSpeed weight-dimension runtime error is unrelated to tokenizer inconsistency." + "reason": "Mistral3 lm_head tying bug vs StaticCache sequence-length contract issue; unrelated." }, { "left": "issue:45137", "right": "issue:45405", "accept": false, - "reason": "DeepSpeed ZeRO3 deque error and MIN_PEFT_VERSION bump are unrelated." + "reason": "DeepSpeed ZeRO3 deque error is unrelated to a PEFT version bump." }, { - "left": "issue:43257", - "right": "issue:43756", + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training RuntimeError and tokenizer inconsistency are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45588", "accept": false, - "reason": "Qwen3 MOE weight conversion and Smollm3 RoPE-layer mismatch are different model bugs." + "reason": "XLNet CPU arange bug and flash-attention sink-less crash are different code paths." }, { "left": "issue:43742", "right": "issue:44291", "accept": false, - "reason": "MobileLLM load error and init_empty_weights unexpected-arg failure are unrelated." + "reason": "MobileLLM load key error and init_empty_weights unexpected-arg error are distinct loading bugs." }, { - "left": "issue:44737", - "right": "issue:45588", + "left": "issue:43257", + "right": "issue:43756", "accept": false, - "reason": "XLNet CPU arange bug is unrelated to flash_attention s_aux=None crash." + "reason": "Qwen3 MoE weight conversion and Smollm3 RoPE-layer count mismatch are unrelated." }, { "left": "issue:44062", "right": "issue:44991", "accept": false, - "reason": "AddedToken special-argument duplication and EMBEDDIA tokenizer loading failure are not the same concrete bug." + "reason": "Both are tokenizer-loading failures, but the symptoms and implicated code paths are too different to treat as the same bug." }, { "left": "issue:43540", "right": "issue:45823", "accept": false, - "reason": "Qwen3OmniMoe video input error and Gemma4 PLE device mismatch are unrelated." + "reason": "Qwen3OmniMoe video processing and Gemma4 PLE device mismatch are unrelated." }, { "left": "issue:43257", "right": "issue:43696", "accept": false, - "reason": "Qwen3 MOE weight conversion and GPT-oss OOM are unrelated." + "reason": "Weight-conversion bug vs CUDA OOM; not the same underlying issue." }, { "left": "issue:43906", "right": "issue:45381", "accept": false, - "reason": "Reproduction of issue 38071 is unrelated to the Qwen2.5-VL video-position-id regression." + "reason": "No direct evidence they share the same root cause beyond both mentioning video-related behavior." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token tracking and custom compute_loss signature mismatch are unrelated." }, { "left": "issue:44062", "right": "issue:45081", "accept": false, - "reason": "AddedToken special duplication and Mistral regex patch AttributeError are different tokenizer bugs." + "reason": "AddedToken special-argument collision and Mistral regex/backend_tokenizer crash are different tokenizer failures." }, { - "left": "issue:34567", - "right": "issue:36331", - "accept": false, - "reason": "TrainerState token counter not updating is unrelated to CustomTrainer compute_loss signature mismatch." + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both point to the same SigLIP2 base model behaving incorrectly; 43994 reads like the user-facing manifestation of the implementation discrepancy in 43493." }, { "left": "issue:43646", "right": "issue:43749", "accept": false, - "reason": "Custom model initialization breakage and FSDP CPU RAM-efficient loading are unrelated." + "reason": "Custom model initialization breakage in v5 and FSDP CPU RAM-efficient loading are different regressions." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet and stays conservative: the single accepted duplicate pair is the only one that clearly matches in the provided titles, and the other soft-edge rejections are supported by the issue descriptions. No obvious overstatement or mergeability issue." + "feedback": "The summary is grounded in the packet and stays appropriately conservative overall. The two accepted near-duplicates are both supported by the titles: the Qwen video-input regression pair shares the same v5.3.0 / vision_position_ids failure mode, and the SigLIP2 pair shares the same model family with a plausible implementation-vs-pipeline manifestation. The remaining soft-edge rejections are mostly well-justified by clearly different model families or code paths." }, "evaluator_used": true, "retried": false, @@ -6044,16 +6050,15 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-409", + "cluster_id": "cluster-10000-410", "nodes": [ "issue:28282", "issue:29127", "issue:34689", - "issue:36010", "issue:41762", "issue:42175", + "issue:43295", "issue:43452", - "issue:43493", "issue:43526", "issue:43531", "issue:43577", @@ -6064,8 +6069,8 @@ "issue:43742", "issue:43749", "issue:43756", + "issue:43782", "issue:43824", - "issue:43994", "issue:44291", "issue:44484", "issue:44488", @@ -6082,11 +6087,12 @@ "issue:44936", "issue:44938", "issue:44964", - "issue:44977", "issue:45042", "issue:45081", "issue:45216", + "issue:45290", "issue:45325", + "issue:45356", "issue:45357", "issue:45375", "issue:45381", @@ -6096,234 +6102,231 @@ "issue:45920" ], "soft_pairs": [ - "issue:43493|issue:43994", "issue:43749|issue:44756", - "issue:36010|issue:42175", "issue:42175|issue:43824", - "issue:45357|issue:45920", "issue:44291|issue:44821", + "issue:45357|issue:45920", + "issue:44792|issue:44964", "issue:43452|issue:44488", "issue:43643|issue:45375", - "issue:44792|issue:44964", "issue:45042|issue:45081", "issue:28282|issue:34689", - "issue:43526|issue:45479", "issue:43742|issue:44589", + "issue:43526|issue:45479", "issue:43756|issue:45325", "issue:45405|issue:45600", "issue:43531|issue:44821", "issue:43697|issue:45216", - "issue:44514|issue:45381", "issue:28282|issue:29127", "issue:43720|issue:44898", - "issue:43582|issue:44977", - "issue:44484|issue:44704", + "issue:44514|issue:45381", + "issue:43582|issue:43782", "issue:41762|issue:44936", + "issue:44484|issue:44704", "issue:42175|issue:44938", "issue:44625|issue:44877", "issue:43452|issue:43577", - "issue:43452|issue:44843" + "issue:43452|issue:44843", + "issue:44514|issue:45290", + "issue:43295|issue:45356" ], - "prepared_review_unit_hash": "dec4a574a0b70bb5c8e7e9c8ddc28f895df5325c1db61578f2753255d7c3badb", + "prepared_review_unit_hash": "45f6eb0ea5486d24d232efcfb74c199a75952a4e6f1712579fd7c2471dad49d3", "component_budget": { - "node_count": 409, - "item_count": 409, - "soft_pair_count": 1530, - "serialized_chars": 789356, - "estimated_input_tokens": 197339, - "estimated_eval_tokens": 394934 + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 36127, - "estimated_input_tokens": 9032, - "estimated_eval_tokens": 18320 + "serialized_chars": 36227, + "estimated_input_tokens": 9057, + "estimated_eval_tokens": 18370 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous: many unrelated model-loading, config, and backend issues. I found one plausible duplicate pair around SigLIP2 correctness, but the rest do not look like the same underlying bug/change.", - "confidence": 0.69, - "canonical_issue_reason": "issue:43493 is the best root-cause-style report in the only believable duplicate pair: it describes the SigLIP2 implementation discrepancy directly, while the other report is a downstream symptom (bad outputs).", + "summary": "This cluster is loose and mostly heterogeneous: the items are all Transformers issues, but they span unrelated bugs in loading, tokenization, configs, vision models, and packaging. None of the soft edges look like true duplicates; they only share broad surface area.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 45920 is the best single representative only because it is the broadest active regression here: it describes a tokenizer-wide failure across multiple model families, whereas the other issues are narrower and more model-specific.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43493 is the strongest global representative because it is concrete, model-specific, and framed around the likely underlying correctness bug rather than just a user-facing failure mode.", + "best_issue_reason": "Issue 45920 is the most suitable global issue anchor for this cluster because it captures a widespread, user-facing tokenizer regression and is still open; however, it should be treated as a representative, not evidence that the cluster is truly duplicate-heavy.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43493", - "right": "issue:43994", - "accept": true, - "reason": "Same model family (SigLIP2) and same underlying symptom class: HF vs reference discrepancy leading to incorrect/nonsensical outputs. These could plausibly be one bug." - }, { "left": "issue:43749", "right": "issue:44756", "accept": false, - "reason": "Different failures and environments: FSDP CPU RAM-efficient loading versus mmap/OOM on Strix Halo." - }, - { - "left": "issue:36010", - "right": "issue:42175", - "accept": false, - "reason": "Unrelated: missing GenerationMixin import versus TensorFlow backend packaging omission." + "reason": "Both are loading/memory related, but one is about FSDP CPU RAM-efficient loading and the other is disabling mmap on Strix Halo to avoid OOM; different failure modes and fixes." }, { "left": "issue:42175", "right": "issue:43824", "accept": false, - "reason": "Unrelated install/backend packaging issue versus Qwen2.5-VL import error." + "reason": "Packaging/backend omission vs missing exported class import; they involve different subsystems and root causes." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "`init_empty_weights` type error is a model-loading API regression, while the other is loading an image processor from a URL; not the same bug." }, { "left": "issue:45357", "right": "issue:45920", "accept": false, - "reason": "Both are regressions, but they concern different code paths: save_pretrained serialization versus tokenizer ID generation." + "reason": "One is a Qwen3.5 save_pretrained key-mapping regression; the other is a tokenizer ID regression across many models. Different code paths." }, { - "left": "issue:44291", - "right": "issue:44821", + "left": "issue:44792", + "right": "issue:44964", "accept": false, - "reason": "Different areas: init_empty_weights/_is_hf_initialized argument handling versus loading AutoImageProcessor from URL." + "reason": "Different models and different failures: a janus test regression versus inability to load Phi-4 multimodal instruct." }, { "left": "issue:43452", "right": "issue:44488", "accept": false, - "reason": "Both involve model loading, but the concrete bugs differ: gguf_file handling versus a specific model load failure." + "reason": "Both are model-loading complaints, but one is specifically about gguf_file handling for AutoTokenizer/AutoModelForCausalLM, while the other is a model-specific load failure for cjvt/sleng-bert." }, { "left": "issue:43643", "right": "issue:45375", "accept": false, - "reason": "Related only loosely through missing config fields; the reported causes and affected models are different." - }, - { - "left": "issue:44792", - "right": "issue:44964", - "accept": false, - "reason": "Different models and failures: janus image-generation test versus Phi-4 multimodal loading." + "reason": "Both mention config fields, but one is a trust_remote_code/from_pretrained field-loss issue and the other is a strict config dropping a specific Qwen3_5MoeVision field." }, { "left": "issue:45042", "right": "issue:45081", "accept": false, - "reason": "Completely different subsystems: image processor torchvision dependency versus Mistral regex/tokenizer crash." + "reason": "Image processor torchvision requirements and Mistral regex patch crashes are unrelated bugs in different parts of the stack." }, { "left": "issue:28282", "right": "issue:34689", "accept": false, - "reason": "Different issues: missing PyTorch dependency import error versus Llama 3.2 Vision loading breakage." + "reason": "Generic PyTorch import error vs Llama 3.2 vision model-loading breakage in a specific release; not the same underlying issue." }, { - "left": "issue:43526", - "right": "issue:45479", + "left": "issue:43742", + "right": "issue:44589", "accept": false, - "reason": "Different bug classes: BEiT image processor label reduction versus sequence-classification loss degeneracy." + "reason": "KeyError while loading a model and missing Float8 storage object are distinct load-time failures with different causes." }, { - "left": "issue:43742", - "right": "issue:44589", + "left": "issue:43526", + "right": "issue:45479", "accept": false, - "reason": "Different concrete failures: MobileLLM key error versus Float8 storage lookup TypeError." + "reason": "One is a processor label-reduction bug; the other is a training loss bug for single-label classification. Same broad area, different bug." }, { "left": "issue:43756", "right": "issue:45325", "accept": false, - "reason": "Both mention positional/RoPE logic, but they are different models and different incorrect computations." + "reason": "Both concern vision/position encoding, but they are different models and different mistakes: RoPE layer dropping vs incorrect temporal position scaling." }, { "left": "issue:45405", "right": "issue:45600", "accept": false, - "reason": "Unrelated: dependency version bump issue versus removed config references breaking CI." + "reason": "One is an unreleased dependency version bump; the other is stale auto_mappings references. Different maintenance issues." }, { "left": "issue:43531", "right": "issue:44821", "accept": false, - "reason": "Unrelated: Qwen3-MoE sliding-window behavior versus AutoImageProcessor URL loading." + "reason": "Sliding-window behavior in Qwen3-MoE and AutoImageProcessor URL loading are unrelated bugs." }, { "left": "issue:43697", "right": "issue:45216", "accept": false, - "reason": "Different regressions and paths: RTDetrV2 output mismatch versus Qwen3.5 checkpoint saving." - }, - { - "left": "issue:44514", - "right": "issue:45381", - "accept": false, - "reason": "Same model family, but different bugs: batching/padding crash versus wrong video vision_position_ids." + "reason": "RTDetrV2 output drift in v5 and Qwen3.5 save_pretrained corruption are different model regressions with different code paths." }, { "left": "issue:28282", "right": "issue:29127", "accept": false, - "reason": "Unrelated: PyTorch missing import error versus LayoutLMv3 error-message clarity." + "reason": "PyTorch missing ImportError and unclear LayoutLMv3 box-validation messaging are not the same bug." }, { "left": "issue:43720", "right": "issue:44898", "accept": false, - "reason": "Different models and code paths: BitNet packed-weight loading versus Perceiver interpolation failure." + "reason": "BitNet packed-weight loading and Perceiver interpolation failure involve different models and different loading logic." }, { - "left": "issue:43582", - "right": "issue:44977", + "left": "issue:44514", + "right": "issue:45381", "accept": false, - "reason": "Different platforms and bugs: Apple Silicon allocator TypeError versus Qwen3.5 flash-attention generation." + "reason": "Batched chat-template padding crash vs Qwen2.5-VL video position-id bug; both are chat/vision adjacent but not the same defect." }, { - "left": "issue:44484", - "right": "issue:44704", + "left": "issue:43582", + "right": "issue:43782", "accept": false, - "reason": "Different concerns: save_pretrained shard size policy versus passing kwargs to cached_file." + "reason": "Apple Silicon caching_allocator_warmup TypeError and Qwen3VL weight_only load error are unrelated." }, { "left": "issue:41762", "right": "issue:44936", "accept": false, - "reason": "Different failures: DeepSpeed ZeRO-3 load index error versus trainer.evaluate() after train()." + "reason": "DeepSpeed ZeRO-3 loading failure and trainer.evaluate-after-train failure do not share the same root cause." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "`max_shard_size` documentation/behavior question and AutoProcessor kwargs forwarding bug are different issues." }, { "left": "issue:42175", "right": "issue:44938", "accept": false, - "reason": "Unrelated: backend packaging versus Python 3.14 load failure." + "reason": "Torch extra backend packaging problem vs Python 3.14 load failure; different environments and causes." }, { "left": "issue:44625", "right": "issue:44877", "accept": false, - "reason": "Both are config-related, but one is num_labels propagation and the other is strict config blocking a model load." + "reason": "Qwen3.5 num_labels propagation and strict config blocking granite_speech are both config-related but not the same underlying bug." }, { "left": "issue:43452", "right": "issue:43577", "accept": false, - "reason": "Different loading issues: gguf_file/pretrained loading versus Blip2 dtype propagation." + "reason": "gguf_file support breaks loading, while the BLIP-2 issue is dtype propagation; different subsystems." }, { "left": "issue:43452", "right": "issue:44843", "accept": false, - "reason": "Both touch loading, but one is gguf_file support and the other is an offline Mistral regex/network call bug." + "reason": "Model loading with gguf_file is unrelated to the offline model_info call in `_patch_mistral_regex`." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both touch `apply_chat_template`, but one is a batched-padding crash and the other is a tool-call/no-content assistant-message crash; separate failure modes." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "A regression in processor/tokenizer access with image inputs is unrelated to Kimi-K2.5 codec handling and the Mistral-regex warning." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays appropriately conservative. The only accepted soft pair, issue:43493 with issue:43994, is plausible based on shared SigLIP2/model-correctness framing, and the rest of the pairwise rejections are cautious rather than overstated." - }, - "evaluator_used": true, + "evaluator_result": null, + "evaluator_used": false, "retried": false, - "accepted_nontrivial_soft_edge": true, + "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null }, @@ -6338,9 +6341,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-409", + "cluster_id": "cluster-10000-410", "nodes": [ "issue:24643", + "issue:28282", "issue:29127", "issue:29159", "issue:30064", @@ -6348,8 +6352,10 @@ "issue:33357", "issue:33666", "issue:34567", + "issue:35141", "issue:38175", "issue:41720", + "issue:43122", "issue:43295", "issue:43504", "issue:43531", @@ -6369,7 +6375,6 @@ "issue:44464", "issue:44466", "issue:44493", - "issue:44514", "issue:44561", "issue:44568", "issue:44610", @@ -6380,8 +6385,6 @@ "issue:44977", "issue:44991", "issue:45005", - "issue:45290", - "issue:45356", "issue:45440", "issue:45491", "issue:45588", @@ -6390,233 +6393,252 @@ "issue:46050" ], "soft_pairs": [ - "issue:44514|issue:45290", - "issue:43295|issue:45356", "issue:44466|issue:45005", "issue:24643|issue:29127", "issue:43819|issue:44811", "issue:44936|issue:45823", "issue:30064|issue:33666", - "issue:43653|issue:44361", "issue:38175|issue:43295", + "issue:43653|issue:44361", "issue:44361|issue:44442", "issue:43653|issue:44568", "issue:43577|issue:43697", - "issue:43643|issue:44561", "issue:44843|issue:44991", "issue:44464|issue:44743", + "issue:43643|issue:44561", "issue:41720|issue:43906", "issue:44493|issue:46050", "issue:29159|issue:33357", - "issue:43653|issue:43927", "issue:45491|issue:46002", "issue:43531|issue:43742", + "issue:43653|issue:43927", + "issue:44464|issue:44977", "issue:43550|issue:43927", "issue:43688|issue:45440", - "issue:44464|issue:44977", - "issue:43550|issue:44361", "issue:43577|issue:45588", - "issue:43504|issue:43550", - "issue:43504|issue:43720", + "issue:43550|issue:44361", "issue:32090|issue:34567", - "issue:43504|issue:44610" + "issue:43504|issue:43720", + "issue:43504|issue:43550", + "issue:43504|issue:44610", + "issue:44466|issue:46050", + "issue:28282|issue:35141", + "issue:43122|issue:43906" ], - "prepared_review_unit_hash": "2576aedff65917ba2862fe730f97315bee94c275d2ed92a8ffabc8f985e62408", + "prepared_review_unit_hash": "777a0e146fe27a4fbd8831ee590331fc21c4cf6032d8e84b13aef3408257f08d", "component_budget": { - "node_count": 409, - "item_count": 409, - "soft_pair_count": 1530, - "serialized_chars": 789356, - "estimated_input_tokens": 197339, - "estimated_eval_tokens": 394934 + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 30, - "serialized_chars": 36847, - "estimated_input_tokens": 9212, - "estimated_eval_tokens": 18680 + "soft_pair_count": 31, + "serialized_chars": 37100, + "estimated_input_tokens": 9275, + "estimated_eval_tokens": 18806 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "No safe duplicate consolidation: the set is a heterogeneous mix of unrelated tokenizer, trainer, vision, generation, and MoE issues. None of the soft pairs look like the same concrete bug/change.", - "confidence": 0.96, - "canonical_issue_reason": "No single issue is a reliable canonical target; the cluster spans many unrelated failure modes and model families.", + "summary": "The set is highly heterogeneous; the soft-similarity pairs mostly share only broad subsystem keywords (tokenizers, generation, loading, MoE, etc.) rather than the same concrete bug. I would not merge any of the proposed pairs as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 45005 is the clearest representative of the closest theme in this set: a concrete v5 tied-weights regression with a broader scope that can subsume related tied-weight reports.", "canonical_pr_reason": null, - "best_issue_reason": "No clear global best issue for deduping this cluster, since the items do not describe one underlying problem.", + "best_issue_reason": "Issue 44466 is the most concrete, reproducible report in the tied-weights group and has the clearest symptom description for triage.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44514", - "right": "issue:45290", - "accept": false, - "reason": "Both mention apply_chat_template crashes, but the triggers differ (batched padding vs assistant tool-call messages), so this is not the same bug." - }, - { - "left": "issue:43295", - "right": "issue:45356", - "accept": false, - "reason": "Both are tokenizer regressions, but one is about processor.tokenizer/image passthrough and the other about codec handling plus a misleading warning; different code paths." - }, { "left": "issue:44466", "right": "issue:45005", "accept": false, - "reason": "Both touch tied weights, but one is device-dependent lm_head serialization and the other is translation-model v5 weight tying; not enough to be the same defect." + "reason": "Related to tied weights in v5, but one is a serialization/device-dependent symptom and the other is a broader translation-model report; not the same concrete bug." }, { "left": "issue:24643", "right": "issue:29127", "accept": false, - "reason": "Completely different bugs: DeepSpeed training weight shape error vs LayoutLMv3 box-validation messaging." + "reason": "Completely different areas: DeepSpeed training/runtime error vs LayoutLMv3 box-validation messaging." }, { "left": "issue:43819", "right": "issue:44811", "accept": false, - "reason": "Different subsystems and failures: DAC latent reconstruction mismatch vs Whisper batch_decode skip_special_tokens behavior." + "reason": "Different models and failures: DAC latent conversion mismatch vs Whisper batch_decode skipping special tokens." }, { "left": "issue:44936", "right": "issue:45823", "accept": false, - "reason": "Trainer evaluate-after-train failure is unrelated to Gemma4 device-map forward device mismatch." + "reason": "Unrelated Trainer lifecycle failure vs Gemma4 device-map mismatch during forward." }, { "left": "issue:30064", "right": "issue:33666", "accept": false, - "reason": "Image processor segmentation-map handling and Qwen2-VL multi-GPU training are unrelated." + "reason": "Different domains: segmentation-map processing vs Qwen2-VL multi-GPU training." }, { - "left": "issue:43653", - "right": "issue:44361", + "left": "issue:38175", + "right": "issue:43295", "accept": false, - "reason": "Both are tokenizer issues, but one is BigBird special-token registration and the other is MLuke task-time AttributeError; different bugs." + "reason": "Unrelated symptom classes: zero probabilities in SigLIP2 vs processor/tokenizer regression in v5.7.5." }, { - "left": "issue:38175", - "right": "issue:43295", + "left": "issue:43653", + "right": "issue:44361", "accept": false, - "reason": "Unrelated: SigLIP2 zero probabilities versus tokenizer/processor regression in v4.57.5." + "reason": "Both are tokenizer bugs, but they affect different tokenizers and different failure modes." }, { "left": "issue:44361", "right": "issue:44442", "accept": false, - "reason": "Both involve tokenizers, but the models and failure modes differ: MLuke AttributeError vs AutoTokenizer failing to load FastSpeech2ConformerTokenizer." + "reason": "Different tokenizer implementations and errors; no shared code-path bug is evident." }, { "left": "issue:43653", "right": "issue:44568", "accept": false, - "reason": "Similar theme of special tokens, but BigBird mask-token decode failure and mDeBERTa add_special_tokens BOS/EOS omission are different code paths and symptoms." + "reason": "Both mention special tokens, but one is BigBird mask-token registration and the other is mDeBERTa BOS/EOS insertion; not the same bug." }, { "left": "issue:43577", "right": "issue:43697", "accept": false, - "reason": "Different problems: BLIP2 dtype propagation vs RTDetrV2 output drift in v5." - }, - { - "left": "issue:43643", - "right": "issue:44561", - "accept": false, - "reason": "Both mention trust_remote_code, but one is missing fields in AutoConfig and the other is a v5 API removal breaking remote-code models; not the same issue." + "reason": "Different problems: Blip2 dtype loading vs RTDetrV2 output drift across v5." }, { "left": "issue:44843", "right": "issue:44991", "accept": false, - "reason": "Different tokenizer-loading failures: offline model_info call in _patch_mistral_regex vs est-roberta tokenizer loading regression." + "reason": "Both are tokenizer-loading regressions, but the root causes and affected models differ." }, { "left": "issue:44464", "right": "issue:44743", "accept": false, - "reason": "Both concern generation state, but one is chunked generation with compiled forward and the other is Qwen3.5 modular recurrent-state reset; not clearly the same bug." + "reason": "Both involve generation/caching, but one is compiled chunked generation and the other is recurrent state reset in a specific modular model." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both touch trust_remote_code, but missing config fields and removal of is_torch_fx_available are different failures." }, { "left": "issue:41720", "right": "issue:43906", "accept": false, - "reason": "Qwen3 auto device-map cudaErrorAssert is unrelated to an isolated reproduction issue with no matching failure described here." + "reason": "The second item is only an isolated reproduction reference, and the underlying bug is not clearly the same as the Qwen3 device-mapping crash." }, { "left": "issue:44493", "right": "issue:46050", "accept": false, - "reason": "Unexpected position-id keys on load and sinq quantized save/load breakage are different loading problems." + "reason": "Different serialization/loading issues with different symptoms: unexpected position-id keys vs quantized-model save/load breakage." }, { "left": "issue:29159", "right": "issue:33357", "accept": false, - "reason": "Tokenizer slow/fast inconsistency is unrelated to the MacOS bus error on CLIP." - }, - { - "left": "issue:43653", - "right": "issue:43927", - "accept": false, - "reason": "BigBird special-token decoding and DiaConfig losing custom token IDs are different token/config persistence bugs." + "reason": "Tokenizer inconsistency vs a MacOS bus error in a CLIP model; not the same bug." }, { "left": "issue:45491", "right": "issue:46002", "accept": false, - "reason": "Both mention NaNs, but one is sliding-window attention on mixed-length batching and the other is classification-head NaNs after checkout/init; different causes." + "reason": "Both mention NaNs, but they arise in different models and different parts of the pipeline." }, { "left": "issue:43531", "right": "issue:43742", "accept": false, - "reason": "Qwen3-MoE sliding_window behavior and MobileLLM-125M load key error are unrelated." + "reason": "Unrelated: Qwen3-MoE sliding-window behavior vs MobileLLM loading key error." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Both are token-related regressions, but one is a tokenizer special-token registration issue and the other is config save/load losing custom IDs." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Both concern generation, but the concrete failures differ: compiled chunked generation vs flash-attention behavior in Qwen3.5." }, { "left": "issue:43550", "right": "issue:43927", "accept": false, - "reason": "torch.compile+SDPA failure in Bamba is unrelated to DiaConfig save/load token ID loss." + "reason": "Torch.compile/SDPA bug is unrelated to DiaConfig save/load token-ID loss." }, { "left": "issue:43688", "right": "issue:45440", "accept": false, - "reason": "Both are MoE-related, but auxiliary-loss normalization and DeepSeekV3 remote-vs-native divergence are not the same concrete bug." + "reason": "Both involve MoE models, but one is auxiliary-loss normalization and the other is a broader remote-vs-native divergence report." }, { - "left": "issue:44464", - "right": "issue:44977", + "left": "issue:43577", + "right": "issue:45588", "accept": false, - "reason": "Both affect generation, but compiled-forward chunking and flash-attention on Qwen3.5 are distinct failure modes." + "reason": "Different code paths: Blip2 dtype loading vs flash_attention integration crashing on sink-less models." }, { - "left": "issue:43504", - "right": "issue:43550", + "left": "issue:43550", + "right": "issue:44361", "accept": false, - "reason": "BEiT legacy-field loading and Bamba torch.compile/SDPA failure are unrelated." + "reason": "Completely unrelated failures: torch.compile with SDPA vs tokenizer AttributeError." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer broadcast TypeError and TrainerState token counter not updating are separate issues." }, { "left": "issue:43504", "right": "issue:43720", "accept": false, - "reason": "Different loading issues: legacy preset field in BEiT vs packed-weight unpacking in BitNet accelerate loading." + "reason": "Both are load-time bugs, but they affect different models and different mechanisms (legacy field vs packed-weight unpacking)." }, { - "left": "issue:32090", - "right": "issue:34567", + "left": "issue:43504", + "right": "issue:43550", "accept": false, - "reason": "Trainer broadcast NoneType error and TrainerState token counter not updating are separate trainer bugs." + "reason": "Different model families and failure modes; no shared concrete bug." }, { "left": "issue:43504", "right": "issue:44610", "accept": false, - "reason": "BEiT model-preset loading and OmDet-Turbo processor output-size mismatch are unrelated." + "reason": "Beit semantic-segmentation preset loading and OmDet-Turbo processor size mismatch are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Both involve save/load or serialization, but the specific tied-weight/device regression is not the same as sinq quantization breakage." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "ImportError for missing PyTorch and embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "The second item is a reproduction of another issue, but there is no evidence it is the same tokenization regression as 4.57.3-to-5.0 drift." } ] }, @@ -6638,20 +6660,19 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-409", + "cluster_id": "cluster-10000-410", "nodes": [ "issue:28282", "issue:32090", "issue:33357", "issue:33666", - "issue:35141", "issue:36010", "issue:36331", "issue:39692", "issue:41720", - "issue:43122", "issue:43262", "issue:43295", + "issue:43334", "issue:43452", "issue:43493", "issue:43525", @@ -6665,21 +6686,22 @@ "issue:43749", "issue:43756", "issue:43825", - "issue:43906", "issue:43927", "issue:44361", "issue:44451", "issue:44464", - "issue:44466", "issue:44479", + "issue:44488", "issue:44554", "issue:44568", "issue:44625", "issue:44821", + "issue:44843", "issue:44849", "issue:44913", "issue:44964", "issue:44977", + "issue:45083", "issue:45357", "issue:45405", "issue:45704", @@ -6690,50 +6712,50 @@ "issue:46050" ], "soft_pairs": [ - "issue:43122|issue:43906", - "issue:44466|issue:46050", - "issue:28282|issue:35141", - "issue:43452|issue:44451", - "issue:32090|issue:33666", "issue:43742|issue:44821", - "issue:45823|issue:46050", + "issue:32090|issue:33666", + "issue:43452|issue:44451", "issue:41720|issue:44464", + "issue:45823|issue:46050", "issue:33666|issue:36010", - "issue:43606|issue:43927", "issue:43493|issue:43825", - "issue:43720|issue:43927", "issue:44849|issue:45357", + "issue:43606|issue:43927", "issue:43525|issue:43572", + "issue:43720|issue:43927", "issue:43756|issue:44913", - "issue:44568|issue:45812", "issue:43262|issue:43295", "issue:28282|issue:33357", "issue:43688|issue:43749", + "issue:44568|issue:45812", "issue:28282|issue:32090", "issue:43720|issue:44361", "issue:33666|issue:36331", - "issue:43577|issue:44554", "issue:39692|issue:43493", - "issue:43540|issue:44977", + "issue:43577|issue:44554", "issue:44964|issue:45405", + "issue:43540|issue:44977", "issue:44479|issue:44625", + "issue:43688|issue:45704", "issue:45803|issue:45987", - "issue:43688|issue:45704" + "issue:43334|issue:43572", + "issue:43756|issue:45083", + "issue:44488|issue:44843" ], - "prepared_review_unit_hash": "66c188c5f510a146f9d409984573a6fb2c14b940d53a0a259cb0f4361d99c001", + "prepared_review_unit_hash": "e9e8cc9eb70871f9eaafc825df502399b82fee21d0cc8be1348f50578efd800a", "component_budget": { - "node_count": 409, - "item_count": 409, - "soft_pair_count": 1530, - "serialized_chars": 789356, - "estimated_input_tokens": 197339, - "estimated_eval_tokens": 394934 + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 36560, + "serialized_chars": 36557, "estimated_input_tokens": 9140, "estimated_eval_tokens": 18536 }, @@ -6742,180 +6764,186 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous; the items share at most broad subsystems (tokenizers, configs, loading, multimodal models) rather than the same underlying defect. I would not merge any of the soft pairs as duplicates based on the available evidence.", - "confidence": 0.24, - "canonical_issue_reason": "Issue 45812 is the strongest single representative: it describes a concrete, reproducible regression with broad impact across all Granite models and has multiple inbound references.", + "summary": "This cluster is mostly a loose collection of unrelated Transformers bugs/regressions around loading, tokenizers, configs, and multimodal model behavior. The soft pairs share broad themes but not the same concrete failure mode, code path, or fix.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 45812 is the strongest anchor for the cluster: it describes a broad, well-reproduced tokenizer regression affecting all Granite models, with clear impact and multiple references.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45812 is the best issue candidate for triage because it is specific, high-impact, and more broadly applicable than the narrower model-specific reports in this set.", + "best_issue_reason": "45812 is the most actionable and high-signal issue here: broad blast radius, specific symptoms, and a concrete regression narrative. If one issue should represent the set, this is the best choice.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43122", - "right": "issue:43906", - "accept": false, - "reason": "43906 is a reproduction of another issue, but the shared root cause is not explicit enough to treat it as the same bug as 43122." - }, - { - "left": "issue:44466", - "right": "issue:46050", + "left": "issue:43742", + "right": "issue:44821", "accept": false, - "reason": "Both concern save/load behavior, but one is tied-weight serialization by device and the other is quantized-model reload failure." + "reason": "Both are loading failures, but one is a key error for MobileLLM and the other is an AutoImageProcessor-from-URL issue; different code paths and root causes." }, { - "left": "issue:28282", - "right": "issue:35141", + "left": "issue:32090", + "right": "issue:33666", "accept": false, - "reason": "Unrelated failures: missing PyTorch import vs embedding resize causing post_init reinitialization." + "reason": "Both mention multi-GPU/training, but one is a Trainer broadcast NoneType error and the other is a Qwen2-VL training request; not the same bug." }, { "left": "issue:43452", "right": "issue:44451", "accept": false, - "reason": "Both are loading problems, but they point to different mechanisms and no shared concrete code path is shown." - }, - { - "left": "issue:32090", - "right": "issue:33666", - "accept": false, - "reason": "Generic distributed broadcast type error vs Qwen2-VL multi-GPU training issue; too broad to call the same bug." + "reason": "Both are model-loading complaints, but the affected APIs/models and failure modes differ; no evidence of a shared underlying defect." }, { - "left": "issue:43742", - "right": "issue:44821", + "left": "issue:41720", + "right": "issue:44464", "accept": false, - "reason": "Different loading surfaces: MobileLLM key error vs AutoImageProcessor URL loading." + "reason": "One is a device-map/cuda assert on Qwen3, the other is inconsistent outputs with compiled forward during chunked generation; unrelated code paths." }, { "left": "issue:45823", "right": "issue:46050", "accept": false, - "reason": "Device-map forward mismatch and quantized save/load breakage are different failure modes." - }, - { - "left": "issue:41720", - "right": "issue:44464", - "accept": false, - "reason": "Qwen3 auto device-map assert and chunked-generation compiled-forward inconsistency are unrelated." + "reason": "Both involve model loading/forward behavior, but one is a device mismatch in Gemma4 and the other is sinq save/load quantization breakage; distinct bugs." }, { "left": "issue:33666", "right": "issue:36010", "accept": false, - "reason": "Multi-GPU training behavior vs GenerationMixin import error are not the same defect." - }, - { - "left": "issue:43606", - "right": "issue:43927", - "accept": false, - "reason": "CPU offload device mismatch and DiaConfig save/load token-ID corruption are unrelated." + "reason": "A multi-GPU training issue and an import error for GenerationMixin are not the same failure." }, { "left": "issue:43493", "right": "issue:43825", "accept": false, - "reason": "SigLIP2 implementation discrepancy vs pipeline error-message wording regression do not share a concrete bug." + "reason": "One is a SigLIP2 implementation discrepancy and the other is an inaccurate pipeline error message; same area only at a very broad level." }, { - "left": "issue:43720", - "right": "issue:44361", + "left": "issue:44849", + "right": "issue:45357", "accept": false, - "reason": "BitNet accelerate-loading unpacking bug and MLukeTokenizer task AttributeError are distinct." + "reason": "Both are Qwen3.5 regressions, but one affects output_hidden_states and the other save_pretrained visual encoder keys; different bugs." }, { - "left": "issue:44849", - "right": "issue:45357", + "left": "issue:43606", + "right": "issue:43927", "accept": false, - "reason": "Both involve Qwen3.5, but one is hidden-states output behavior and the other is save_pretrained key serialization." + "reason": "A CPU offload device mismatch and a DiaConfig token-id persistence bug are unrelated." }, { "left": "issue:43525", "right": "issue:43572", "accept": false, - "reason": "Both are pad-token-related, but they affect different config classes and attributes, so they are not clearly the same bug." + "reason": "Both concern missing pad-token fields after v5, but they hit different configs/models and different attribute names; too broad to treat as the same bug." }, { - "left": "issue:43756", - "right": "issue:44913", + "left": "issue:43720", + "right": "issue:43927", "accept": false, - "reason": "Smollm3 RoPE-layer dropping and GPTNeoX rotary_pct reload reset are different configuration/architecture issues." + "reason": "BitNet accelerate-loading unpacking and DiaConfig token-id persistence do not share the same root cause." }, { - "left": "issue:44568", - "right": "issue:45812", + "left": "issue:43756", + "right": "issue:44913", "accept": false, - "reason": "Both are tokenizer regressions in v5, but the model families and symptoms differ enough that they do not look like one bug." + "reason": "Both mention RoPE-related config behavior, but one is a Smollm3 layer-drop issue and the other is GPTNeoX rotary_pct reload behavior; distinct defects." }, { "left": "issue:43262", "right": "issue:43295", "accept": false, - "reason": "Audio chat-template sampling-rate default and processor.tokenizer/image handling regression are different processor-path bugs." + "reason": "One is an audio sampling-rate default mismatch, the other is a processor.tokenizer regression; different processor behaviors." }, { "left": "issue:28282", "right": "issue:33357", "accept": false, - "reason": "Missing PyTorch import and Mac bus error in CLIP are unrelated." + "reason": "An ImportError for missing PyTorch and a MacOS bus error with CLIP are unrelated environment/runtime failures." }, { "left": "issue:43688", "right": "issue:43749", "accept": false, - "reason": "Auxiliary-loss normalization and FSDP CPU RAM-efficient loading are unrelated training issues." + "reason": "Aux-loss normalization and FSDP CPU RAM efficient loading are different training/runtime issues." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is about add_special_tokens on a specific tokenizer while the other is wrong token IDs across Granite models; not the same change or code path." }, { "left": "issue:28282", "right": "issue:32090", "accept": false, - "reason": "ImportError on model class vs distributed GPU broadcast type error are unrelated." + "reason": "Missing PyTorch at import time and a Trainer _gpu_broadcast_one NoneType error are unrelated." }, { "left": "issue:43720", "right": "issue:44361", "accept": false, - "reason": "Packed-weight loading bug and tokenizer task AttributeError are different code paths." + "reason": "Packed-weight unpacking during loading and a tokenizer AttributeError on tasks are not the same bug." }, { - "left": "issue:43577", - "right": "issue:44554", + "left": "issue:33666", + "right": "issue:36331", "accept": false, - "reason": "Loading dtype propagation for Blip2 is unrelated to the MPS attention correctness issue." + "reason": "Multi-GPU training for Qwen2-VL and an unexpected num_items_in_batch argument in CustomTrainer are separate Trainer-related issues." }, { "left": "issue:39692", "right": "issue:43493", "accept": false, - "reason": "Same model family, but doc-example mistakes and HF-vs-JAX implementation discrepancy are not the same underlying problem." + "reason": "A SigLIP2 documentation/example error and a model-vs-JAX implementation discrepancy are different kinds of bugs." }, { - "left": "issue:43540", - "right": "issue:44977", + "left": "issue:43577", + "right": "issue:44554", "accept": false, - "reason": "Both are Qwen-family video/vision reports, but the concrete failures differ and do not indicate a shared root cause." + "reason": "One is a dtype propagation issue in Blip2 loading; the other is an MPS attention correctness problem. No shared code-path evidence." }, { "left": "issue:44964", "right": "issue:45405", "accept": false, - "reason": "Model loading failure vs dependency-version bump are not duplicate symptoms." + "reason": "Model loading failure and a dependency version bump issue are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Both are Qwen-family inference bugs, but one is video input handling in Qwen3OmniMoe and the other is flash-attention generation in Qwen3.5; different failure modes." }, { "left": "issue:44479", "right": "issue:44625", "accept": false, - "reason": "Video-input regression and num_labels propagation bug are separate Qwen3.5 issues." + "reason": "A multimodal video-input regression and a num_labels propagation bug are unrelated." }, { - "left": "issue:45803", + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization and an apex RMSNorm memory leak are different model/component issues." + }, + { + "left": "issue:45803", "right": "issue:45987", "accept": false, - "reason": "Bare-except error swallowing in Fuyu and StaticCache return-type contract violation are unrelated." + "reason": "Swallowing KeyboardInterrupt in Fuyu tensor conversion and StaticCache.get_seq_length returning the wrong type are unrelated." }, { - "left": "issue:43688", - "right": "issue:45704", + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing pad-token-related config attributes, but they affect different model families and different attribute names; not enough to merge." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "Both are qwen3_omni_moe-related, but one is a RoPE-layer count bug and the other is a helper function length-calculation issue; different defects." + }, + { + "left": "issue:44488", + "right": "issue:44843", "accept": false, - "reason": "Aux-loss normalization bug and T5 apex RMSNorm memory leak are different defects." + "reason": "A model load failure for sleng-bert and an offline-mode breakage in _patch_mistral_regex are unrelated loading issues." } ] }, @@ -6937,12 +6965,14 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-409", + "cluster_id": "cluster-10000-410", "nodes": [ + "issue:28218", "issue:29942", "issue:30333", "issue:33357", "issue:33666", + "issue:34567", "issue:39692", "issue:43257", "issue:43278", @@ -6957,7 +6987,6 @@ "issue:43646", "issue:43653", "issue:43688", - "issue:43756", "issue:43824", "issue:43844", "issue:43927", @@ -6966,21 +6995,21 @@ "issue:44291", "issue:44361", "issue:44423", + "issue:44464", "issue:44466", - "issue:44488", "issue:44493", "issue:44521", "issue:44589", "issue:44625", "issue:44734", "issue:44792", - "issue:44843", - "issue:45083", + "issue:44964", "issue:45200", "issue:45229", "issue:45290", "issue:45405", "issue:45520", + "issue:45584", "issue:45588", "issue:45701", "issue:45759", @@ -6988,231 +7017,231 @@ "issue:46050" ], "soft_pairs": [ - "issue:43334|issue:43572", - "issue:43756|issue:45083", - "issue:44488|issue:44843", - "issue:43334|issue:45759", "issue:45200|issue:45229", "issue:43493|issue:43844", - "issue:43257|issue:43299", + "issue:43334|issue:45759", "issue:43824|issue:44589", "issue:39692|issue:43295", + "issue:43257|issue:43299", "issue:43646|issue:44466", - "issue:43278|issue:43844", - "issue:43504|issue:43606", "issue:45229|issue:45823", "issue:43572|issue:44291", + "issue:43278|issue:43844", + "issue:43504|issue:43606", "issue:44589|issue:45520", + "issue:43688|issue:45701", "issue:33357|issue:33666", "issue:43927|issue:44361", - "issue:43688|issue:45701", "issue:43504|issue:43653", "issue:44423|issue:44734", "issue:43606|issue:44112", "issue:43575|issue:45405", "issue:44792|issue:45405", "issue:44625|issue:45759", - "issue:45588|issue:46050", "issue:43994|issue:44493", + "issue:45588|issue:46050", "issue:29942|issue:30333", - "issue:44521|issue:45290" + "issue:44464|issue:45584", + "issue:44521|issue:45290", + "issue:43844|issue:44964", + "issue:28218|issue:34567" ], - "prepared_review_unit_hash": "c3b767b2e5d655aa459ad9b584f2c5dc20821cf765821710d1a1aba35c3c7d8a", + "prepared_review_unit_hash": "263144f3c370052589de3f62aced61d8d80fef6319f882990c5bed802d0853d4", "component_budget": { - "node_count": 409, - "item_count": 409, - "soft_pair_count": 1530, - "serialized_chars": 789356, - "estimated_input_tokens": 197339, - "estimated_eval_tokens": 394934 + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 35693, - "estimated_input_tokens": 8924, - "estimated_eval_tokens": 18104 + "serialized_chars": 36181, + "estimated_input_tokens": 9046, + "estimated_eval_tokens": 18348 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a grab bag of unrelated Transformers bugs and regressions. All suggested soft duplicate pairs are false positives; they share broad themes like configs, multimodal models, or serving, but not the same concrete underlying defect.", - "confidence": 0.98, - "canonical_issue_reason": "No canonical issue: the items span many different models, APIs, and failure modes, so there is no single underlying bug to anchor the cluster.", + "summary": "The cluster is highly heterogeneous: the paired items only share broad surface themes like tokenization, multimodal models, or loading regressions, but they describe different concrete failures and code paths. I would not merge any of the soft-edge pairs as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "No true duplicate cluster is present; if a representative is needed, #45701 is the broadest and most central open tokenizer-regression report, but it should not be treated as a duplicate of the others.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue is a strong cluster representative; 44521 is the most active/open item, but it is still unrelated to most others and should not be treated as a canonical duplicate target.", + "best_issue_reason": "Best overall representative for triage: #45701 is open, relatively high-activity, and broad enough to anchor the mostly tokenizer-related noise in this cluster.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43334", - "right": "issue:43572", - "accept": false, - "reason": "Both are config/token-id regressions, but they affect different models and different missing fields, so they are not the same bug." - }, - { - "left": "issue:43756", - "right": "issue:45083", + "left": "issue:45200", + "right": "issue:45229", "accept": false, - "reason": "Both mention feature-extraction/ROPE behavior, but one is a model-specific RoPE-layer issue and the other is a helper-function bug in qwen3_omni_moe." + "reason": "Different bugs: one is a Gemma 4 token-type default issue, the other is a multi-GPU OOM report." }, { - "left": "issue:44488", - "right": "issue:44843", + "left": "issue:43493", + "right": "issue:43844", "accept": false, - "reason": "One is a model load failure for cjvt/sleng-bert; the other is an offline-mode tokenizer patch bug. Different code paths." + "reason": "Different subsystems and failures: SigLIP2 implementation mismatch vs. DeepSpeed/ZeRO-3 gradient scaling." }, { "left": "issue:43334", "right": "issue:45759", "accept": false, - "reason": "Both involve Qwen multimodal configs, but one is a missing pad token field and the other is AutoModelForCausalLM not unwrapping text_config." + "reason": "Both involve Qwen multimodal configs, but the concrete problems differ: missing pad_token_id vs. unwrapping text_config in from_config." }, { - "left": "issue:45200", - "right": "issue:45229", + "left": "issue:43824", + "right": "issue:44589", "accept": false, - "reason": "One is a required token-type default bug; the other is a multi-GPU CUDA OOM. Not the same issue." + "reason": "Unrelated errors: an import failure for Qwen2.5-VL versus a Float8 storage lookup error." }, { - "left": "issue:43493", - "right": "issue:43844", + "left": "issue:39692", + "right": "issue:43295", "accept": false, - "reason": "SigLIP2 is the only commonality; one is implementation discrepancy, the other is a DeepSpeed/init gradient anomaly." + "reason": "Both touch multimodal/processor usage, but one is a SigLIP2 doc example issue and the other is a regression in custom code using processor.tokenizer." }, { "left": "issue:43257", "right": "issue:43299", "accept": false, - "reason": "Both are Qwen3 MoE loading regressions, but they fail in different places and involve different fixes." + "reason": "Same model family, different bug: accelerate+deepspeed conversion failure vs. Qwen3VL MoE loading regression." }, { - "left": "issue:43824", - "right": "issue:44589", + "left": "issue:43646", + "right": "issue:44466", "accept": false, - "reason": "An import error and a float8 storage lookup error are unrelated runtime failures." + "reason": "Different code paths: custom model initialization breakage vs. device-dependent serialization of tied weights." }, { - "left": "issue:39692", - "right": "issue:43295", + "left": "issue:45229", + "right": "issue:45823", "accept": false, - "reason": "One is a doc-example/model-processor mismatch; the other is a custom-model regression in v4.57.5." + "reason": "Both are Gemma4-related, but one is CUDA OOM and the other is a device-mismatch during forward." }, { - "left": "issue:43646", - "right": "issue:44466", + "left": "issue:43572", + "right": "issue:44291", "accept": false, - "reason": "Custom model init breakage and lm_head serialization differences are separate code paths." + "reason": "Both are loading/API regressions, but they are separate failures: missing StableLmConfig field vs. unexpected _is_hf_initialized argument." }, { "left": "issue:43278", "right": "issue:43844", "accept": false, - "reason": "Embedding dtype mismatch during eval is unrelated to gradient growth under ZeRO-3." + "reason": "Different problems: evaluation dtype drift vs. gradient explosion under ZeRO-3." }, { "left": "issue:43504", "right": "issue:43606", "accept": false, - "reason": "Legacy-field loading for BEiT is unrelated to a CPU-offload device mismatch in Bark." - }, - { - "left": "issue:45229", - "right": "issue:45823", - "accept": false, - "reason": "Both are Gemma4 issues, but one is OOM and the other is a forward-time device mismatch." + "reason": "Completely different issues: legacy config field loading for Beit vs. Bark CPU offload device mismatch." }, { - "left": "issue:43572", - "right": "issue:44291", + "left": "issue:44589", + "right": "issue:45520", "accept": false, - "reason": "Missing pad_token_idx and an unexpected init_empty_weights argument are different compatibility bugs." + "reason": "Different failures: missing Float8 storage type vs. Python 3.13 flash_attn import key error." }, { - "left": "issue:44589", - "right": "issue:45520", + "left": "issue:43688", + "right": "issue:45701", "accept": false, - "reason": "A missing Float8 storage type and a flash_attn import KeyError on Python 3.13 are distinct failures." + "reason": "Different topics: auxiliary-loss normalization in MoE models vs. a broad tokenization regression report." }, { "left": "issue:33357", "right": "issue:33666", "accept": false, - "reason": "MacOS bus error on CLIP and Qwen2-VL multi-GPU training are unrelated." + "reason": "Unrelated model/runtime bugs: MacOS bus error in CLIP vs. Qwen2-VL multi-GPU training." }, { "left": "issue:43927", "right": "issue:44361", "accept": false, - "reason": "Different tokenizer/config errors with different models and symptoms." - }, - { - "left": "issue:43688", - "right": "issue:45701", - "accept": false, - "reason": "Aux-loss normalization and tokenization changes are unrelated issues." + "reason": "Different tokenizer/config bugs: lost DiaConfig token IDs after save/load vs. MLukeTokenizer AttributeError on tasks." }, { "left": "issue:43504", "right": "issue:43653", "accept": false, - "reason": "BEiT legacy-field loading and BigBirdTokenizer special-token registration are separate bugs." + "reason": "No shared underlying defect: Beit legacy-field loading vs. BigBirdTokenizer special-token registration." }, { "left": "issue:44423", "right": "issue:44734", "accept": false, - "reason": "Both are serve crashes, but they occur in different endpoints and code paths." + "reason": "Both are server-side crashes, but the failing paths differ: continuous batching multimodal input handling vs. KV-cache continuation indexing." }, { "left": "issue:43606", "right": "issue:44112", "accept": false, - "reason": "A real device-mismatch bug and a stale CI test are not duplicates." + "reason": "One is a real runtime device mismatch bug; the other is a stale CI test failure in GraniteSpeech." }, { "left": "issue:43575", "right": "issue:45405", "accept": false, - "reason": "TP OOM on a Qwen model and an unreleased dependency version bump are unrelated." + "reason": "Different concerns: tensor-parallel OOM on a Qwen model vs. an unreleased PEFT version bump." }, { "left": "issue:44792", "right": "issue:45405", "accept": false, - "reason": "Janus test failure and PEFT version pinning are unrelated." + "reason": "Unrelated: a Janus image-generation test failure versus dependency versioning for PEFT." }, { "left": "issue:44625", "right": "issue:45759", "accept": false, - "reason": "Both touch Qwen3.5 multimodal configs, but one is num_labels propagation and the other is config unwrapping in model construction." + "reason": "Related Qwen multimodal config area, but not the same bug: num_labels propagation vs. text_config unwrapping." }, { - "left": "issue:45588", - "right": "issue:46050", + "left": "issue:43994", + "right": "issue:44493", "accept": false, - "reason": "A flash_attention sink-less crash and a sinq save/load quantization bug are different problems." + "reason": "Different model issues: SigLIP2 pipeline quality regression vs. unexpected key warnings around position ids." }, { - "left": "issue:43994", - "right": "issue:44493", + "left": "issue:45588", + "right": "issue:46050", "accept": false, - "reason": "SigLIP2 nonsensical outputs and unexpected position-id keys are not the same defect." + "reason": "Different defects: flash_attention sink-less s_aux handling vs. sinq quantization save/load breakage." }, { "left": "issue:29942", "right": "issue:30333", "accept": false, - "reason": "Flash Attention 2 test failures and MLflow reporting on failed jobs are unrelated." + "reason": "No overlap beyond being general test/runtime failures: Flash Attention 2 CI vs. MLflow reporting after training failure." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Both are generation-related, but the concrete bugs are unrelated: compiled-forward chunked generation vs. empty-transcription whisper handling." }, { "left": "issue:44521", "right": "issue:45290", "accept": false, - "reason": "Both involve chat templates, but one is assistant-mask generation and the other is tool-call tokenization failure." + "reason": "Both involve apply_chat_template, but one is all-zero assistant masks for multimodal input and the other is a crash on tool-call assistant messages with no content." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal/model-loading failures: DeepSpeed gradient anomaly vs. inability to load Phi-4 multimodal." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Completely unrelated: tokenizer spacing after added tokens vs. TrainerState token-count tracking." } ] }, @@ -7234,16 +7263,17 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-409", + "cluster_id": "cluster-10000-410", "nodes": [ "issue:15354", "issue:28218", "issue:29159", "issue:32090", "issue:33357", - "issue:34567", "issue:37428", "issue:38175", + "issue:42490", + "issue:42915", "issue:43232", "issue:43278", "issue:43295", @@ -7254,7 +7284,9 @@ "issue:43540", "issue:43550", "issue:43572", + "issue:43582", "issue:43688", + "issue:43696", "issue:43701", "issue:43824", "issue:43844", @@ -7262,13 +7294,12 @@ "issue:43957", "issue:43975", "issue:44315", - "issue:44464", "issue:44466", "issue:44554", "issue:44610", "issue:44849", "issue:44898", - "issue:44964", + "issue:44977", "issue:44987", "issue:45072", "issue:45084", @@ -7280,19 +7311,16 @@ "issue:45412", "issue:45446", "issue:45520", - "issue:45584", "issue:45823", "issue:46050" ], "soft_pairs": [ - "issue:44464|issue:45584", - "issue:43844|issue:44964", "issue:44554|issue:45446", - "issue:28218|issue:34567", "issue:43688|issue:43873", - "issue:43540|issue:45200", "issue:45084|issue:45520", "issue:29159|issue:32090", + "issue:43540|issue:45200", + "issue:43582|issue:44977", "issue:15354|issue:38175", "issue:43232|issue:44849", "issue:45200|issue:45823", @@ -7300,231 +7328,253 @@ "issue:43873|issue:46050", "issue:43278|issue:43701", "issue:44315|issue:44849", - "issue:44554|issue:45356", "issue:28218|issue:33357", "issue:43295|issue:44610", + "issue:44554|issue:45356", "issue:44898|issue:45412", "issue:43572|issue:44987", - "issue:43572|issue:43957", "issue:43493|issue:43701", + "issue:43572|issue:43957", "issue:44466|issue:45127", "issue:45200|issue:45325", "issue:37428|issue:43957", - "issue:43550|issue:43844", "issue:43295|issue:43450", + "issue:43550|issue:43844", "issue:43334|issue:43525", - "issue:43824|issue:43975", "issue:43295|issue:43873", - "issue:38175|issue:45412" + "issue:43824|issue:43975", + "issue:38175|issue:45412", + "issue:42490|issue:43696", + "issue:42915|issue:43824", + "issue:37428|issue:43824", + "issue:38175|issue:43493" ], - "prepared_review_unit_hash": "164fcb0b857254b1321b6afe9f88c6bcd5973cd8336565222aa06b9d9c4205b1", + "prepared_review_unit_hash": "cc31c4056bdfd746b6493cb9d5111e03ac1ed0ea4bc0c52e0fbcd15b4f288025", "component_budget": { - "node_count": 409, - "item_count": 409, - "soft_pair_count": 1530, - "serialized_chars": 789356, - "estimated_input_tokens": 197339, - "estimated_eval_tokens": 394934 + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 31, - "serialized_chars": 36571, - "estimated_input_tokens": 9143, - "estimated_eval_tokens": 18542 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37688, + "estimated_input_tokens": 9422, + "estimated_eval_tokens": 19100 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These candidates are mostly false-positive similarity matches across unrelated bugs. I would not merge any of the proposed soft edges.", - "confidence": 0.97, - "canonical_issue_reason": "No single canonical issue emerges here: the proposed pairs span different subsystems and failure modes, so there is no clear duplicate cluster to anchor.", + "summary": "This cluster is mostly a set of unrelated transformer bug reports with a few loose topical similarities (tokenizers, multimodal processors, loading/config regressions). I do not see any true duplicates among the soft pairs; all should be kept separate.", + "confidence": 0.58, + "canonical_issue_reason": "Issue 43295 is the most central concrete regression in the set and sits near the processor/tokenizer-related subtheme that has the most nearby soft links, making it the best representative issue for the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "If one issue must be chosen as the most representative standalone report, issue:43873 is the strongest candidate because it is active, has inbound references, and describes a concrete reproducible problem.", + "best_issue_reason": "Issue 43295 is the clearest user-facing regression among the candidates and the best single anchor for this heterogeneous group, even though the surrounding items are not duplicates.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44464", - "right": "issue:45584", - "accept": false, - "reason": "Both are generation bugs, but one is about compiled forward output drift and the other about Whisper/align_special_tokens; different code paths." - }, - { - "left": "issue:43844", - "right": "issue:44964", - "accept": false, - "reason": "ZeRO-3 gradient growth and a model-loading ImportError are unrelated failures." - }, { "left": "issue:44554", "right": "issue:45446", "accept": false, - "reason": "Attention correctness on MPS with mismatched head dims is not the same as a flex_attention import-version check." - }, - { - "left": "issue:28218", - "right": "issue:34567", - "accept": false, - "reason": "Tokenizer spacing behavior and TrainerState token-count tracking are different issues." + "reason": "Different bugs and code paths: MPS attention correctness vs a PyTorch version gate for AuxRequest import." }, { "left": "issue:43688", "right": "issue:43873", "accept": false, - "reason": "Aux-loss normalization in MoE models is unrelated to quantization/offloading behavior." - }, - { - "left": "issue:43540", - "right": "issue:45200", - "accept": false, - "reason": "Video input processing in Qwen3OmniMoe is not the same as Gemma4 text-only mm_token_type_ids handling." + "reason": "Auxiliary-loss normalization in MoE models is unrelated to quantization/offloading behavior." }, { "left": "issue:45084", "right": "issue:45520", "accept": false, - "reason": "A compile-time template-node error and a Python 3.13 flash_attn import error are different root causes." + "reason": "Template-node compile failure and flash_attn import KeyError are unrelated failures." }, { "left": "issue:29159", "right": "issue:32090", "accept": false, - "reason": "Tokenizer slow/fast inconsistency is unrelated to a Trainer distributed broadcast NoneType error." + "reason": "Tokenizer slow/fast inconsistency is unrelated to a Trainer GPU broadcast TypeError." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Both involve multimodal processing, but they affect different model families and different concrete paths." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon allocator TypeError and Qwen3.5 flash-attention generation issues are distinct." }, { "left": "issue:15354", "right": "issue:38175", "accept": false, - "reason": "TorchScript GeneratorExp export failure and SIGLIP2 zero-probability behavior are distinct problems." + "reason": "TorchScript GeneratorExp export failure is unrelated to SigLIP2 zero-probability outputs." }, { "left": "issue:43232", "right": "issue:44849", "accept": false, - "reason": "Generation kwargs syncing and hidden-states output in Qwen3.5 do not share the same bug." + "reason": "Generation kwargs sync handling and Qwen3.5 hidden-state output behavior are different bugs." }, { "left": "issue:45200", "right": "issue:45823", "accept": false, - "reason": "Both mention Gemma4, but one is missing token-type defaults and the other is a device-map forward mismatch." + "reason": "Gemma4 mm_token_type_ids defaults and device_map auto mismatch are separate issues." }, { "left": "issue:45072", "right": "issue:45198", "accept": false, - "reason": "BF16 dtype mismatches during inference are unrelated to Wav2Vec2 save/tokenization failures." + "reason": "dtype mismatch in inference and Wav2Vec2 save/tokenization failures do not share the same bug." }, { "left": "issue:43873", "right": "issue:46050", "accept": false, - "reason": "Quantization/offloading misbehavior is not the same as a sinq save/load regression." + "reason": "Quantization/offloading behavior and sinq save/load breakage are not the same code-path problem." }, { "left": "issue:43278", "right": "issue:43701", "accept": false, - "reason": "A BF16-to-FP32 evaluation dtype change is unrelated to resume_from_checkpoint key mismatch." + "reason": "A BF16-to-FP32 dtype change in eval is unrelated to checkpoint key mismatches." }, { "left": "issue:44315", "right": "issue:44849", "accept": false, - "reason": "Liger Kernel not applying with model_init and a Qwen3.5 hidden_states bug are different issues." - }, - { - "left": "issue:44554", - "right": "issue:45356", - "accept": false, - "reason": "MPS attention correctness and Kimi-K2.5 tokenizer regression do not describe the same defect." + "reason": "Liger Kernel application in model_init is unrelated to Qwen3.5 output_hidden_states behavior." }, { "left": "issue:28218", "right": "issue:33357", "accept": false, - "reason": "Added-token spacing and a MacOS bus error in CLIP are unrelated." + "reason": "Tokenizer added-space behavior and a MacOS bus error in CLIP loading are unrelated." }, { "left": "issue:43295", "right": "issue:44610", "accept": false, - "reason": "Processor.tokenizer regression and OmDet-Turbo image-size mismatch are separate processor bugs." + "reason": "Both are processor-related regressions, but one is about processor.tokenizer/image forwarding and the other is about incorrect input shape." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness and tokenizer codec/regression behavior are unrelated." }, { "left": "issue:44898", "right": "issue:45412", "accept": false, - "reason": "Perceiver resolution handling and RT-DETR memory release are unrelated." + "reason": "Perceiver interpolation failure and RT-DETR memory release are different problems." }, { "left": "issue:43572", "right": "issue:44987", "accept": false, - "reason": "Missing pad_token_idx in StableLmConfig and a load failure for physical-intelligence/fast are different model/config issues." + "reason": "Missing pad_token_id in a config and a loading failure for a specific model are not the same bug." }, { - "left": "issue:43572", - "right": "issue:43957", + "left": "issue:43493", + "right": "issue:43701", "accept": false, - "reason": "Both involve loading, but one is a config attribute regression and the other is meta-device loading breakage." + "reason": "SigLIP2 implementation discrepancy is unrelated to resume-from-checkpoint key handling." }, { - "left": "issue:43493", - "right": "issue:43701", + "left": "issue:43572", + "right": "issue:43957", "accept": false, - "reason": "SigLIP2 implementation discrepancy is unrelated to checkpoint resume key mismatch." + "reason": "Both concern model/config loading, but one is a missing config attribute and the other is meta-device loading breakage." }, { "left": "issue:44466", "right": "issue:45127", "accept": false, - "reason": "Tied-weight serialization inconsistency and LoRA merge collapse are different failure modes." + "reason": "Serialization of tied weights and LoRA merge collapse after vocab extension are distinct issues." }, { - "left": "issue:37428", - "right": "issue:43957", + "left": "issue:45200", + "right": "issue:45325", "accept": false, - "reason": "A flash_attention_utils import error and meta-device model loading are not the same bug." + "reason": "Default mm_token_type_ids and Qwen2.5-VL rope index scaling are unrelated multimodal bugs." }, { - "left": "issue:43550", - "right": "issue:43844", + "left": "issue:37428", + "right": "issue:43957", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to DeepSpeed ZeRO-3 gradient growth." + "reason": "Flash-attention import failure and meta-device model loading failures are different code paths." }, { "left": "issue:43295", "right": "issue:43450", "accept": false, - "reason": "The former is about processor.tokenizer access with images; the latter is a batched video-shape bug." + "reason": "Processor.tokenizer regression and batched video shape errors are separate processor bugs." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile SDPA failure and DeepSpeed gradient growth are unrelated training/runtime issues." }, { "left": "issue:43334", "right": "issue:43525", "accept": false, - "reason": "Both are missing pad_token_id errors, but they affect different config classes and model families." + "reason": "These are both missing pad_token_id-style errors, but they affect different model families and are not clearly the same underlying defect." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to offloading behavior under quantization." }, { "left": "issue:43824", "right": "issue:43975", "accept": false, - "reason": "A model import error and a tokenizer detokenization regression are unrelated." + "reason": "Importing Qwen2_5_VLForConditionalGeneration and Kimi tokenizer detokenization are unrelated." }, { - "left": "issue:43295", - "right": "issue:43873", + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 zero-probability outputs and RT-DETR memory retention are different issues." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path import warning and GPT-oss CUDA OOM are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Fine-grained FP8 config failure and a missing class import are distinct problems." + }, + { + "left": "issue:37428", + "right": "issue:43824", "accept": false, - "reason": "Processor API regression and quantization/offloading behavior do not share a code path." + "reason": "Flash-attention helper import failure and missing Qwen2.5-VL export are unrelated." }, { "left": "issue:38175", - "right": "issue:45412", + "right": "issue:43493", "accept": false, - "reason": "SIGLIP2 zero probabilities and RT-DETR memory leaks are unrelated." + "reason": "SigLIP2 probability behavior and SigLIP2 implementation discrepancy are related only by model family, not the same concrete bug." } ] }, @@ -7546,26 +7596,25 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-409", + "cluster_id": "cluster-10000-410", "nodes": [ "issue:37428", - "issue:38175", + "issue:39692", "issue:42490", - "issue:42915", "issue:43262", "issue:43278", "issue:43335", + "issue:43388", "issue:43425", "issue:43450", "issue:43493", + "issue:43526", "issue:43550", "issue:43575", "issue:43606", "issue:43611", "issue:43653", - "issue:43696", "issue:43819", - "issue:43824", "issue:43825", "issue:43827", "issue:43856", @@ -7577,6 +7626,7 @@ "issue:44360", "issue:44442", "issue:44448", + "issue:44493", "issue:44514", "issue:44521", "issue:44561", @@ -7598,23 +7648,19 @@ "issue:45823" ], "soft_pairs": [ - "issue:42490|issue:43696", - "issue:42915|issue:43824", - "issue:37428|issue:43824", "issue:44514|issue:44521", - "issue:38175|issue:43493", "issue:43653|issue:44112", "issue:44442|issue:45198", "issue:43278|issue:43856", "issue:43450|issue:43575", "issue:43827|issue:43901", "issue:42490|issue:43493", - "issue:43819|issue:45083", - "issue:43819|issue:44112", "issue:43262|issue:43450", - "issue:45127|issue:45245", + "issue:43819|issue:44112", + "issue:43819|issue:45083", "issue:44610|issue:44857", "issue:44206|issue:45584", + "issue:45127|issue:45245", "issue:37428|issue:43425", "issue:44792|issue:45563", "issue:43335|issue:43550", @@ -7626,231 +7672,222 @@ "issue:43278|issue:43825", "issue:37428|issue:44351", "issue:44206|issue:45823", - "issue:44360|issue:44561", "issue:43611|issue:43931", "issue:43335|issue:43653", - "issue:43550|issue:44112" + "issue:44360|issue:44561", + "issue:39692|issue:43526", + "issue:43550|issue:44112", + "issue:43388|issue:43526", + "issue:43819|issue:44493" ], - "prepared_review_unit_hash": "f35192beef8112b7404cf8e2e765568aedcbdcf3d9bdd43ee6f4afcb7d199036", + "prepared_review_unit_hash": "a67bcd94fa0ca045b36cda4ce8fbf1f5866beeaa5538fa9619f3527aea79330c", "component_budget": { - "node_count": 409, - "item_count": 409, - "soft_pair_count": 1530, - "serialized_chars": 789356, - "estimated_input_tokens": 197339, - "estimated_eval_tokens": 394934 + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37227, - "estimated_input_tokens": 9307, - "estimated_eval_tokens": 18870 + "soft_pair_count": 31, + "serialized_chars": 37069, + "estimated_input_tokens": 9268, + "estimated_eval_tokens": 18792 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: it mixes import/load regressions, chat-template/processor bugs, model-specific correctness issues, docs/deprecation problems, and CI/test flakes. I don\u2019t see one true canonical issue or PR for the whole set; the soft pairs are mostly near-theme matches rather than duplicates.", - "confidence": 0.44, - "canonical_issue_reason": "No single issue cleanly represents the whole cluster. The items split into multiple unrelated bug families, so a canonical issue would be misleading.", + "summary": "This set is not a true duplicate cluster: the items span many unrelated bugs (chat templates, tokenizers, model loading, vision/audio processors, training/runtime regressions). None of the soft pairs look like the same underlying change or failure mode.", + "confidence": 0.95, + "canonical_issue_reason": "issue:44521 is the broadest and most active representative of the apply_chat_template / multimodal processor subgroup, but it does not actually subsume the other items as duplicates.", "canonical_pr_reason": null, - "best_issue_reason": "If forced to choose one issue as the least-bad representative, issue 44521 is the most active and broadly discussion-heavy, but it still only covers one processor/chat-template regression thread and not the full set.", + "best_issue_reason": "issue:44521 is the best single representative issue because it has the most central chat-template/multimodal scope and the strongest discussion activity among the items, even though the cluster is not a duplicate set.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42490", - "right": "issue:43696", - "accept": false, - "reason": "Import-warning-on-path-slash and CUDA OOM on GPT-oss-20b are unrelated failures." - }, - { - "left": "issue:42915", - "right": "issue:43824", - "accept": false, - "reason": "Qwen3Moe FP8 config failure and Qwen2.5-VL import error are different models and code paths." - }, - { - "left": "issue:37428", - "right": "issue:43824", - "accept": false, - "reason": "Different missing-symbol import errors in different modules; not the same bug." - }, { "left": "issue:44514", "right": "issue:44521", "accept": false, - "reason": "Both involve apply_chat_template, but one is a batched padding=False crash and the other is zero assistant masks." - }, - { - "left": "issue:38175", - "right": "issue:43493", - "accept": false, - "reason": "Same model family, but one is zero probabilities and the other is a broader HF-vs-JAX discrepancy." + "reason": "Same general area (apply_chat_template) but different concrete failures: batched-padding crash vs assistant_mask all zeros." }, { "left": "issue:43653", "right": "issue:44112", "accept": false, - "reason": "Tokenizer special-token registration bug vs GraniteSpeech CI device override failure." + "reason": "Completely unrelated: BigBirdTokenizer decode/special-token bug vs GraniteSpeech CI device-override test." }, { "left": "issue:44442", "right": "issue:45198", "accept": false, - "reason": "Different tokenizers/models and different failure modes." + "reason": "Both involve tokenizers, but the failures are model-specific and unrelated (FastSpeech2Conformer loading vs Wav2Vec2 save/tokenization)." }, { "left": "issue:43278", "right": "issue:43856", "accept": false, - "reason": "Eval dtype regression and MoE training memory inefficiency are unrelated." + "reason": "Different subsystems and symptoms: dtype drift in evaluation vs Qwen3 MoE memory usage." }, { "left": "issue:43450", "right": "issue:43575", "accept": false, - "reason": "Video batching shape bug and tensor-parallel OOM are unrelated." + "reason": "Video processor shape bug and tensor-parallel OOM are unrelated issues." }, { "left": "issue:43827", "right": "issue:43901", "accept": false, - "reason": "Both are docs around pipelines, but they describe different deprecations and behaviors." + "reason": "Both are docs-related, but one is about pipeline removals and the other about return_all_scores; not the same change." }, { "left": "issue:42490", "right": "issue:43493", "accept": false, - "reason": "Local-path import warning and SigLIP2 output discrepancy are unrelated." + "reason": "Local-path import warning and SigLIP2 HF-vs-JAX discrepancy are unrelated." }, { - "left": "issue:43819", - "right": "issue:45083", + "left": "issue:43262", + "right": "issue:43450", "accept": false, - "reason": "DAC latent mismatch and qwen3_omni_moe feature-length behavior are different code paths." + "reason": "Audio chat-template sampling-rate bug vs video batched-shape bug; different code paths." }, { "left": "issue:43819", "right": "issue:44112", "accept": false, - "reason": "DAC inference bug and GraniteSpeech CI flake are unrelated." - }, - { - "left": "issue:43262", - "right": "issue:43450", - "accept": false, - "reason": "Audio chat-template sampling-rate bug and batched video-shape bug are different processors." + "reason": "DAC latent/STE mismatch is unrelated to a GraniteSpeech CI device-override failure." }, { - "left": "issue:45127", - "right": "issue:45245", + "left": "issue:43819", + "right": "issue:45083", "accept": false, - "reason": "LoRA/tied-embedding collapse and category-count runtime limit are unrelated." + "reason": "Different audio/model internals: DAC latent behavior vs qwen3_omni_moe feature-length helper." }, { "left": "issue:44610", "right": "issue:44857", "accept": false, - "reason": "Processor image-size mismatch and AMP CUDA loss crash are unrelated." + "reason": "Both are vision-related, but one is processor input sizing and the other is AMP/CUDA loss crashing." }, { "left": "issue:44206", "right": "issue:45584", "accept": false, - "reason": "Unsupported center arg in feature extractor and Whisper empty-transcription failure are unrelated." + "reason": "Audio feature-extractor crash and Whisper empty-transcription failure are separate bugs." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge collapse and category-count runtime limit are unrelated." }, { "left": "issue:37428", "right": "issue:43425", "accept": false, - "reason": "Flash-attention import error and Torch 2.10 compatibility issue are not the same bug." + "reason": "An import error for a flash-attention helper is not the same as a broad Torch 2.10 incompatibility report." }, { "left": "issue:44792", "right": "issue:45563", "accept": false, - "reason": "Janus image-generation test failure and stale generate() warning are different issues." + "reason": "A failing Janus image-generation test and a stale generate() warning are different problems." }, { "left": "issue:43335", "right": "issue:43550", "accept": false, - "reason": "Sparse-layer config bug and Bamba torch.compile SDPA bug are unrelated." + "reason": "SwitchTransformers config bug and Bamba torch.compile/SDPA failure are unrelated." }, { "left": "issue:43606", "right": "issue:45083", "accept": false, - "reason": "CPU offload device mismatch and helper-length behavior are different problems." + "reason": "CPU offload device mismatch does not match the qwen3_omni_moe helper-length issue." }, { "left": "issue:45290", "right": "issue:45381", "accept": false, - "reason": "Tool-call chat-template crash and video vision_position_ids bug are distinct." + "reason": "Both touch multimodal/chat-template areas, but one is tool-call tokenization crash and the other is video vision_position_ids mismatch." }, { "left": "issue:44857", "right": "issue:45593", "accept": false, - "reason": "AMP CUDA crash in a loss and missing auxiliary losses are unrelated." + "reason": "AMP/CUDA crash in LwDetrImageLoss is not the same as missing auxiliary losses in D-FINE." }, { "left": "issue:44448", "right": "issue:44743", "accept": false, - "reason": "Pegasus v4/v5 output difference and recurrent-state reset in qwen3_5 are unrelated." + "reason": "Pegasus v4/v5 output drift and Qwen3_5 recurrent-state reset are unrelated." }, { "left": "issue:45200", "right": "issue:45588", "accept": false, - "reason": "Gemma4 mm_token_type_ids defaulting and flash_attention s_aux handling are different code paths." + "reason": "Gemma4 mm_token_type_ids defaults and flash_attention s_aux=None crash are different code paths." }, { "left": "issue:43278", "right": "issue:43825", "accept": false, - "reason": "Embedding dtype regression and pipeline error-message/docs issue are unrelated." + "reason": "Embedding dtype regression and pipeline error-message docs issue are unrelated." }, { "left": "issue:37428", "right": "issue:44351", "accept": false, - "reason": "They are both import errors, but for different missing symbols and modules." + "reason": "Both are import-related, but they concern different missing symbols and different breakages." }, { "left": "issue:44206", "right": "issue:45823", "accept": false, - "reason": "Feature-extractor center-arg crash and Gemma4 device mismatch are unrelated." - }, - { - "left": "issue:44360", - "right": "issue:44561", - "accept": false, - "reason": "DSA indexer discussion and removal of is_torch_fx_available are unrelated." + "reason": "LasrFeatureExtractor center-arg crash and Gemma4 PLE device mismatch are unrelated." }, { "left": "issue:43611", "right": "issue:43931", "accept": false, - "reason": "base_model_prefix loading breakage and Qwen3-VL shape mismatch are different failures." + "reason": "General base_model_prefix loading regression and a specific Qwen3-VL weight-shape mismatch are distinct failures." }, { "left": "issue:43335", "right": "issue:43653", "accept": false, - "reason": "Sparse-layer creation bug and BigBirdTokenizer special-token bug are unrelated." + "reason": "Sparse-layer config bug and BigBirdTokenizer special-token bug are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer ReLU discussion and removal of is_torch_fx_available are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 docs example errors and BeitImageProcessorFast reduce_labels bug are different issues." }, { "left": "issue:43550", "right": "issue:44112", "accept": false, - "reason": "Bamba SDPA compile failure and GraniteSpeech CI flake are unrelated." + "reason": "torch.compile/SDPA failure in Bamba and GraniteSpeech CI device-overrides are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:44493", + "accept": false, + "reason": "Last-batch gather_for_metrics label trimming and unexpected position-id keys are not the same bug." } ] }, @@ -7872,7 +7909,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-409", + "cluster_id": "cluster-10000-410", "nodes": [ "issue:28218", "issue:29127", @@ -7885,7 +7922,6 @@ "issue:40444", "issue:42490", "issue:43335", - "issue:43388", "issue:43412", "issue:43504", "issue:43526", @@ -7893,7 +7929,6 @@ "issue:43606", "issue:43701", "issue:43720", - "issue:43819", "issue:43854", "issue:43927", "issue:44112", @@ -7913,299 +7948,287 @@ "issue:45229", "issue:45310", "issue:45372", + "issue:45459", "issue:45478", "issue:45491", "issue:45520", "issue:45563", "issue:45588", "issue:45698", + "issue:45712", "issue:45803", "issue:45859" ], "soft_pairs": [ - "issue:39692|issue:43526", - "issue:43388|issue:43526", "issue:44855|issue:45083", - "issue:45310|issue:45478", "issue:43335|issue:43504", - "issue:43819|issue:44493", + "issue:45310|issue:45478", "issue:43335|issue:45083", "issue:45588|issue:45859", - "issue:39692|issue:44493", "issue:29942|issue:32090", - "issue:43335|issue:45072", + "issue:39692|issue:44493", "issue:43720|issue:44112", - "issue:43335|issue:44112", + "issue:43335|issue:45072", "issue:44448|issue:44779", + "issue:43335|issue:44112", "issue:38175|issue:44493", "issue:44292|issue:45520", "issue:28218|issue:35141", "issue:44977|issue:45229", "issue:42490|issue:43854", + "issue:43606|issue:44857", "issue:44561|issue:44779", "issue:44462|issue:44561", - "issue:43606|issue:44857", "issue:44857|issue:45072", "issue:44448|issue:44977", "issue:43701|issue:45083", "issue:43550|issue:45083", - "issue:43927|issue:45698", "issue:34689|issue:35141", - "issue:44568|issue:45491", + "issue:43927|issue:45698", "issue:29127|issue:32090", "issue:40444|issue:43526", + "issue:44568|issue:45491", "issue:45372|issue:45588", + "issue:43412|issue:45588", "issue:44977|issue:45563", "issue:45198|issue:45803", - "issue:43412|issue:45588" + "issue:45459|issue:45712" ], - "prepared_review_unit_hash": "3d3b6106d1050bcd8f1c670093c0f4e096613f98eef3b654d3d8c91a4eea21ec", + "prepared_review_unit_hash": "668b3050c7862eaeee72f3522a97d77ee445d517e92ab96d7fbb939aa007758f", "component_budget": { - "node_count": 409, - "item_count": 409, - "soft_pair_count": 1530, - "serialized_chars": 789356, - "estimated_input_tokens": 197339, - "estimated_eval_tokens": 394934 + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 35, - "serialized_chars": 37839, - "estimated_input_tokens": 9460, - "estimated_eval_tokens": 19176 + "soft_pair_count": 33, + "serialized_chars": 37239, + "estimated_input_tokens": 9310, + "estimated_eval_tokens": 18876 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "Most pairs are unrelated despite broad surface similarity. The only accepted duplicate is the Qwen3.5 MoE from_pretrained regression: issue:45310 and issue:45478.", - "confidence": 0.96, - "canonical_issue_reason": "issue:45310 is the canonical issue because it is the earlier report and the two issues have the same title and near-identical Qwen3.5 MoE from_pretrained failure description.", + "summary": "This cluster is mostly heterogeneous; nearly all soft pairs are unrelated bugs. The only clear duplicate is the two identical Qwen3.5 MoE `from_pretrained` issues (45310/45478).", + "confidence": 0.95, + "canonical_issue_reason": "issue:45310 is the earlier, more established report of the duplicate Qwen3.5 MoE `from_pretrained` failure and is the better canonical issue.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45310 is the best representative of the only accepted duplicate pair, mainly because it is the older report with the clearest matching bug description.", + "best_issue_reason": "issue:45310 best represents the only true duplicate pair in the cluster and has the stronger provenance (earlier report).", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:39692", - "right": "issue:43526", - "accept": false, - "reason": "Different components and failures: SigLIP2 docs/model-processor mismatch vs BeitImageProcessorFast label reduction." - }, - { - "left": "issue:43388", - "right": "issue:43526", - "accept": false, - "reason": "Different bugs: gather_for_metrics dropping labels in the last batch vs BeitImageProcessorFast returning only one label." - }, { "left": "issue:44855", "right": "issue:45083", "accept": false, - "reason": "Unrelated failures: DebertaV2 import/JIT parse error vs qwen3_omni_moe helper behavior." - }, - { - "left": "issue:45310", - "right": "issue:45478", - "accept": true, - "reason": "Same underlying regression: both describe the transformers>=5.4.0 Qwen3.5 Moe from_pretrained error." + "reason": "Different failures: DebertaV2 import/IndentationError on Python 3.13 vs a qwen3_omni_moe helper function output-length issue." }, { "left": "issue:43335", "right": "issue:43504", "accept": false, - "reason": "Different subsystems and symptoms: SwitchTransformers sparse-layer config bug vs BEiT semantic segmentation legacy-field loading bug." + "reason": "Different models and failure modes: SwitchTransformers config sparse-layer construction vs BEiT pretrained preset loading with a legacy field." }, { - "left": "issue:43819", - "right": "issue:44493", - "accept": false, - "reason": "Different code paths: DAC.from_latents/STE mismatch vs unexpected position-id key warnings across models." + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same underlying bug: both report `transformers>=5.4.0` / Qwen3.5 MoE `from_pretrained` failures with essentially the same title and scope." }, { "left": "issue:43335", "right": "issue:45083", "accept": false, - "reason": "Only broad model-family overlap; not the same defect." + "reason": "Unrelated model/config bugs; no shared concrete code path." }, { "left": "issue:45588", "right": "issue:45859", "accept": false, - "reason": "Different failures in different layers: flash_attention s_aux handling vs Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility." - }, - { - "left": "issue:39692", - "right": "issue:44493", - "accept": false, - "reason": "Docs/example errors are unrelated to the position-id key regression." + "reason": "One is a flash-attention crash on `s_aux=None`; the other is CPU-offload incompatibility in a rotary embedding forward pass." }, { "left": "issue:29942", "right": "issue:32090", "accept": false, - "reason": "Different issues: Flash Attention 2 test failures vs Trainer/_gpu_broadcast_one NoneType TypeError." + "reason": "Flash Attention 2 test failures are not the same as a Trainer `_gpu_broadcast_one` TypeError." }, { - "left": "issue:43335", - "right": "issue:45072", + "left": "issue:39692", + "right": "issue:44493", "accept": false, - "reason": "Different bugs: SwitchTransformers sparse-layer config vs dtype mismatches in bfloat16 inference." + "reason": "Documentation/example errors for SigLIP2 are unrelated to the position-id key regression." }, { "left": "issue:43720", "right": "issue:44112", "accept": false, - "reason": "Different CI/runtime problems: BitNet packed-weight loading vs GraniteSpeech stale device-override test." + "reason": "Different CI/model-loading problems: BitNet packed-weight unpacking vs GraniteSpeech stale device override test." }, { "left": "issue:43335", - "right": "issue:44112", + "right": "issue:45072", "accept": false, - "reason": "No shared underlying bug; config-layer issue and CI test failure are distinct." + "reason": "Different issues: sparse-layer config construction vs bfloat16 dtype mismatch in inference." }, { "left": "issue:44448", "right": "issue:44779", "accept": false, - "reason": "Both are version-related output changes, but they affect different models and likely different code paths." + "reason": "Both are version-regression reports, but for different models and different failure modes." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "No concrete overlap beyond both being CI/model-related." }, { "left": "issue:38175", "right": "issue:44493", "accept": false, - "reason": "Different symptom and model: unexpected zero probabilities in SigLIP2 vs position-id key warnings." + "reason": "Different symptoms and code paths: zero probabilities in SigLIP2 vs unexpected `position_id` key handling." }, { "left": "issue:44292", "right": "issue:45520", "accept": false, - "reason": "Different runtime errors: Qwen-3-8B-NVFP4 run failure vs flash_attn import KeyError on Python 3.13." + "reason": "Qwen NVFP4 runtime issue is unrelated to the Python 3.13 `flash_attn` import-key problem." }, { "left": "issue:28218", "right": "issue:35141", "accept": false, - "reason": "Tokenizer spacing after added token is unrelated to embedding reinitialization during post_init." + "reason": "Tokenizer spacing after added tokens is unrelated to embedding reinitialization during resize/post_init." }, { "left": "issue:44977", "right": "issue:45229", "accept": false, - "reason": "Different models and failures: flash-attention generation issue vs multi-GPU CUDA OOM." + "reason": "Flash-attention generation bug vs multi-GPU CUDA OOM; different concrete failures." }, { "left": "issue:42490", "right": "issue:43854", "accept": false, - "reason": "Different loading problems: trailing-slash import warning vs GLM-4.7-Flash unit-test load failure." + "reason": "Local-path trailing-slash warning is unrelated to GLM-4.7-Flash unit-test loading failure." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU-offload device mismatch and AMP float16 loss crash are different bugs." }, { "left": "issue:44561", "right": "issue:44779", "accept": false, - "reason": "Different regressions: removal of is_torch_fx_available impacting trust_remote_code vs Deepseek tokenizer output changes." + "reason": "Removal of `is_torch_fx_available` breaking trust_remote_code is unrelated to Deepseek tokenizer regression." }, { "left": "issue:44462", "right": "issue:44561", "accept": false, - "reason": "AutoTokenizer ignoring tokenizer.json and the v5 trust_remote_code breakage are separate issues." - }, - { - "left": "issue:43606", - "right": "issue:44857", - "accept": false, - "reason": "Different failures: CPU offload device mismatch vs float16 AMP CUDA crash." + "reason": "Tokenizer.json loading bug is unrelated to a v5 API removal breaking remote-code models." }, { "left": "issue:44857", "right": "issue:45072", "accept": false, - "reason": "Different models and symptoms; dtype mismatch and AMP crash are not the same bug." + "reason": "Different numeric-stability/dtype issues with different models and code paths." }, { "left": "issue:44448", "right": "issue:44977", "accept": false, - "reason": "Different models and code paths; both are generation issues but not the same concrete bug." + "reason": "Different models and symptoms; both mention version/runtime differences but are not the same bug." }, { "left": "issue:43701", "right": "issue:45083", "accept": false, - "reason": "Checkpoint key mismatch is unrelated to qwen3_omni_moe feature-length helper behavior." + "reason": "Checkpoint key mismatch is unrelated to the qwen3_omni_moe helper-function issue." }, { "left": "issue:43550", "right": "issue:45083", "accept": false, - "reason": "torch.compile/SDPA failure in Bamba is unrelated to qwen3_omni_moe helper output lengths." - }, - { - "left": "issue:43927", - "right": "issue:45698", - "accept": false, - "reason": "Both concern save/load semantics, but one loses custom token IDs and the other loads the wrong custom module; not the same defect." + "reason": "torch.compile/SDPA Bamba failure is unrelated to qwen3_omni_moe feature-length handling." }, { "left": "issue:34689", "right": "issue:35141", "accept": false, - "reason": "Different model-loading and embedding-initialization bugs." + "reason": "Model loading breakage for Llama 3.2 Vision is unrelated to embedding resize/post_init reinitialization." }, { - "left": "issue:44568", - "right": "issue:45491", + "left": "issue:43927", + "right": "issue:45698", "accept": false, - "reason": "Tokenizer special-token insertion regression is unrelated to Gemma3 NaN embeddings with mixed-length batching." + "reason": "Both involve save/load, but one is DiaConfig custom token IDs and the other is wrong custom-module resolution; different root causes." }, { "left": "issue:29127", "right": "issue:32090", "accept": false, - "reason": "Error-message clarity for LayoutLMv3 is unrelated to Trainer broadcast TypeError." + "reason": "LayoutLMv3 error-message clarity issue is unrelated to Trainer `_gpu_broadcast_one` TypeError." }, { "left": "issue:40444", "right": "issue:43526", "accept": false, - "reason": "Different model/data pipelines: Qwen2.5-VL multi-image iterable dataset failure vs BEiT label reduction bug." + "reason": "IterableDataset multi-image finetuning failure is unrelated to BEiT Fast image-label reduction bug." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-tokens regression is unrelated to Gemma3 NaN embeddings from mixed-length sliding-window batching." }, { "left": "issue:45372", "right": "issue:45588", "accept": false, - "reason": "Gemma 4 processor import failure and flash_attention s_aux=None crash are distinct issues." + "reason": "Gemma 4 processor import failure from `mistral_common` is unrelated to flash-attention `s_aux=None` crash." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "ExecuTorch export guard / `erfinv` support issue is unrelated to the flash-attention sink-less-model crash." }, { "left": "issue:44977", "right": "issue:45563", "accept": false, - "reason": "Generation malfunction and stale warning for num_return_sequences are unrelated." + "reason": "Flash-attention generation bug is unrelated to a stale warning about `num_return_sequences` in paged generate()." }, { "left": "issue:45198", "right": "issue:45803", "accept": false, - "reason": "Wav2Vec2 save_pretrained/tokenization failure is unrelated to FuyuBatchFeature's bare except bug." + "reason": "Wav2Vec2 save/tokenization failure is unrelated to a broad bare-except swallowing errors in Fuyu tensor conversion." }, { - "left": "issue:43412", - "right": "issue:45588", + "left": "issue:45459", + "right": "issue:45712", "accept": false, - "reason": "Executorch export failures and flash_attention sink-less-model crash are different code paths and fixes." + "reason": "Tokenizer protobuf error masking is unrelated to leftover dummy PT classes leaking into `dir(transformers)`." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The duplicate-pair conclusion looks right, but the canonicalization rationale is a bit overstated: issue:45310 is older and has one inbound reference versus none for issue:45478, but it does not have more discussion activity (2 vs 4). Please keep the justification more conservative, e.g. \u201colder report with an identical title/near-identical bug description,\u201d rather than implying broader evidence than the packet shows." + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft pair, issue:45310 vs issue:45478, is strongly supported by the identical title and matching Qwen3.5 MoE from_pretrained failure. The rejected pairs are justified by clearly different titles/symptoms, and there is no unsupported claim beyond the cluster being mostly heterogeneous." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -8221,13 +8244,15 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-409", + "cluster_id": "cluster-10000-410", "nodes": [ "issue:25251", + "issue:29127", "issue:29942", "issue:30064", "issue:32090", "issue:33357", + "issue:34567", "issue:35141", "issue:36010", "issue:37428", @@ -8239,7 +8264,6 @@ "issue:43066", "issue:43278", "issue:43381", - "issue:43421", "issue:43575", "issue:43653", "issue:43976", @@ -8253,6 +8277,7 @@ "issue:44462", "issue:44466", "issue:44479", + "issue:44610", "issue:44734", "issue:44743", "issue:44857", @@ -8265,227 +8290,231 @@ "issue:45412", "issue:45440", "issue:45459", - "issue:45491", "issue:45520", "issue:45563", "issue:45588", - "issue:45712", "issue:45823" ], "soft_pairs": [ - "issue:45459|issue:45712", "issue:36010|issue:37428", "issue:29942|issue:35141", "issue:42490|issue:43575", - "issue:43065|issue:45412", - "issue:45372|issue:45459", "issue:44857|issue:45588", + "issue:43065|issue:45412", "issue:45245|issue:45563", + "issue:45372|issue:45459", "issue:44448|issue:44466", - "issue:43653|issue:44743", "issue:45588|issue:45823", - "issue:43976|issue:45440", + "issue:43653|issue:44743", "issue:43278|issue:43381", + "issue:43976|issue:45440", "issue:43994|issue:45412", "issue:25251|issue:32090", "issue:44186|issue:45198", "issue:43066|issue:44462", "issue:44206|issue:44479", - "issue:42915|issue:42994", "issue:44451|issue:45520", - "issue:44361|issue:45198", + "issue:42915|issue:42994", "issue:44871|issue:44977", + "issue:44361|issue:45198", "issue:43065|issue:43994", "issue:44265|issue:45198", - "issue:43421|issue:45491", - "issue:44734|issue:45406", + "issue:33357|issue:39692", "issue:29942|issue:30064", - "issue:33357|issue:39692" + "issue:44734|issue:45406", + "issue:29127|issue:34567", + "issue:44610|issue:45412" ], - "prepared_review_unit_hash": "6e4ac5c30a890905b6dd559665bdea1918c4b4f38ffa68677047223b3f90ce9b", + "prepared_review_unit_hash": "e054db0923b9ecb3174a9c7c6dd654ccd382382d0e9a7768b4830dc63b472869", "component_budget": { - "node_count": 409, - "item_count": 409, - "soft_pair_count": 1530, - "serialized_chars": 789356, - "estimated_input_tokens": 197339, - "estimated_eval_tokens": 394934 + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 28, - "serialized_chars": 36215, - "estimated_input_tokens": 9054, - "estimated_eval_tokens": 18364 + "serialized_chars": 36128, + "estimated_input_tokens": 9032, + "estimated_eval_tokens": 18320 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This is not a true duplicate cluster: the soft pairs span unrelated bugs across tokenizers, model loading, serving, flash-attention, and vision/audio regressions. None of the candidate pairs look like the same underlying fix; they should stay separate.", - "confidence": 0.39, - "canonical_issue_reason": "issue:44462 is the closest broad, user-facing regression here because it concerns core AutoTokenizer loading behavior and has external references, but it is only a loose representative rather than a true duplicate hub.", + "summary": "This cluster is not a duplicate set: the soft-similar pairs span unrelated bugs across tokenizers, generation, vision processors, serving, quantization, and import compatibility. I rejected every soft edge.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue is appropriate here; the items are heterogeneous and do not describe one underlying bug or change.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44462 is the most generally applicable and reusable report in an otherwise heterogeneous set; it has clearer cross-cutting impact than the highly model- or subsystem-specific bugs around it.", + "best_issue_reason": "No global best issue stands out because there is no cohesive duplicate cluster to canonically represent.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:45459", - "right": "issue:45712", - "accept": false, - "reason": "Tokenizer error handling with protobuf missing is unrelated to leftover dummy PT classes and repo checks." - }, { "left": "issue:36010", "right": "issue:37428", "accept": false, - "reason": "GenerationMixin import failure and flash-attention utility import failure affect different code paths and fixes." + "reason": "Both are import errors, but they affect different symbols and subsystems with no shared code path." }, { "left": "issue:29942", "right": "issue:35141", "accept": false, - "reason": "Flash Attention test failures are not the same bug as output embedding reinitialization after resize." + "reason": "Flash Attention 2 test failures and embedding reinit are unrelated bugs." }, { "left": "issue:42490", "right": "issue:43575", "accept": false, - "reason": "Trailing-slash local model warning is unrelated to tensor-parallel OOM when loading a specific Qwen model." - }, - { - "left": "issue:43065", - "right": "issue:45412", - "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and RT-DETR memory not being released are distinct issues." + "reason": "Local-path warning handling and tensor-parallel OOM are entirely different failure modes." }, { - "left": "issue:45372", - "right": "issue:45459", + "left": "issue:44857", + "right": "issue:45588", "accept": false, - "reason": "Gemma 4 processor loading breaks on a missing dependency; the other issue is about hiding tokenizer decode errors when protobuf is absent." + "reason": "AMP/CUDA loss crash and flash-attention sink handling are different model/runtime issues." }, { - "left": "issue:44857", - "right": "issue:45588", + "left": "issue:43065", + "right": "issue:45412", "accept": false, - "reason": "AMP/CUDA loss crash for LwDetr is unrelated to flash_attention.py failing on s_aux=None." + "reason": "Dummy Conv2d in Sam3PixelDecoder and RT-DETR memory retention are unrelated." }, { "left": "issue:45245", "right": "issue:45563", "accept": false, - "reason": "Category-count runtime error and stale num_return_sequences warning are different behaviors with different fixes." + "reason": "Category-count runtime limit and stale generation warning do not share a concrete bug." }, { - "left": "issue:44448", - "right": "issue:44466", + "left": "issue:45372", + "right": "issue:45459", "accept": false, - "reason": "Both involve v4/v5 behavior changes, but one is generation output drift and the other is serialization of lm_head.weight; not the same bug." + "reason": "Different import/tokenizer error causes; one is mistral_common compatibility, the other protobuf masking errors." }, { - "left": "issue:43653", - "right": "issue:44743", + "left": "issue:44448", + "right": "issue:44466", "accept": false, - "reason": "BigBirdTokenizer special-token registration and Qwen3.5 recurrent-state reset are unrelated tokenizer vs model-state problems." + "reason": "Both involve version-v4/v5 behavior, but one is generation output and the other serialization of tied weights." }, { "left": "issue:45588", "right": "issue:45823", "accept": false, - "reason": "Both touch Gemma-related code, but one is a flash-attention crash and the other is a device-mismatch forward bug." + "reason": "Flash-attention auxiliary-state crash and Gemma4 device mismatch are distinct issues." }, { - "left": "issue:43976", - "right": "issue:45440", + "left": "issue:43653", + "right": "issue:44743", "accept": false, - "reason": "Python version compatibility and DeepSeekV3 implementation divergence are separate problems." + "reason": "Tokenizer special-token registration and recurrent cache-state reset are unrelated." }, { "left": "issue:43278", "right": "issue:43381", "accept": false, - "reason": "BF16-to-FP32 dtype drift in eval is unrelated to gradient checkpointing being disallowed in eval mode." + "reason": "Embedding dtype drift and eval-mode checkpointing restrictions are different problems." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility and DeepSeek implementation divergence are not the same bug." }, { "left": "issue:43994", "right": "issue:45412", "accept": false, - "reason": "SigLIP2 wrong outputs and RT-DETR memory leaks are different model-specific regressions." + "reason": "SigLIP2 wrong-output behavior and RT-DETR memory leak are unrelated." }, { "left": "issue:25251", "right": "issue:32090", "accept": false, - "reason": "Pipeline top_k nesting and Trainer _gpu_broadcast_one NoneType errors are unrelated runtime issues." + "reason": "Pipeline top_k nesting change and Trainer broadcast NoneType error have no shared code path." }, { "left": "issue:44186", "right": "issue:45198", "accept": false, - "reason": "LayoutLMv2Tokenizer NER/padding crash and Wav2Vec2 save/tokenization failure do not share the same code path." + "reason": "LayoutLMv2 NER/padding crash and Wav2Vec2 save/tokenization failure are separate tokenizer bugs." }, { "left": "issue:43066", "right": "issue:44462", "accept": false, - "reason": "Wrong tokenizer decoder type and ignoring tokenizer.json are both tokenizer-related, but they are different concrete loading/serialization bugs." + "reason": "Tokenizer decoder type mismatch and AutoTokenizer ignoring tokenizer.json are different loading/serialization issues." }, { "left": "issue:44206", "right": "issue:44479", "accept": false, - "reason": "Unsupported center arg in a feature extractor is unrelated to the Qwen video-input regression." + "reason": "Unsupported feature-extractor arg and Qwen video regression are unrelated regressions." + }, + { + "left": "issue:44451", + "right": "issue:45520", + "accept": false, + "reason": "Model load failure for ScandiBERT and flash_attn import key error are unrelated." }, { "left": "issue:42915", "right": "issue:42994", "accept": false, - "reason": "FineGrainedFP8Config failure and quantized model saving failure are distinct quantization bugs." + "reason": "FineGrainedFP8Config failure and quantized model saving failure are both quantization-related but not the same bug." }, { - "left": "issue:44451", - "right": "issue:45520", + "left": "issue:44871", + "right": "issue:44977", "accept": false, - "reason": "Model load failure for ScandiBERT and flash_attn import KeyError on Python 3.13 are not the same issue." + "reason": "EOS-token config inconsistency and flash-attention generation failure are different concrete problems." }, { "left": "issue:44361", "right": "issue:45198", "accept": false, - "reason": "MLukeTokenizer attribute errors and Wav2Vec2 save/tokenization failures are separate tokenizer/model bugs." + "reason": "MLukeTokenizer attribute errors and Wav2Vec2 save/tokenization failures do not share the same defect." }, { - "left": "issue:44871", - "right": "issue:44977", + "left": "issue:44265", + "right": "issue:45198", "accept": false, - "reason": "Gemma eos_token_id mismatch and Qwen3.5 flash-attention generation failure are unrelated." + "reason": "torch.export with torch_compilable_check and tokenizer/save failures are unrelated." }, { - "left": "issue:43421", - "right": "issue:45491", + "left": "issue:33357", + "right": "issue:39692", "accept": false, - "reason": "Runtime special-token post-processing update and Gemma3 NaN embeddings are different tokenizer vs attention/numerics bugs." + "reason": "MacOS bus error in a community CLIP model and SigLIP2 documentation errors are not the same underlying issue." }, { - "left": "issue:44734", - "right": "issue:45406", + "left": "issue:29942", + "right": "issue:30064", "accept": false, - "reason": "Serving KV-cache tensor indexing crash and Gemma4Processor missing _tokenizer are separate serve-time failures." + "reason": "Flash Attention 2 test breakage and void segmentation-map processing are different bugs." }, { - "left": "issue:29942", - "right": "issue:30064", + "left": "issue:44734", + "right": "issue:45406", "accept": false, - "reason": "Flash Attention 2 test failures and void segmentation map processing failure are unrelated subsystems." + "reason": "KV-cache continuation indexing and Gemma4Processor missing _tokenizer are separate serving issues." }, { - "left": "issue:33357", - "right": "issue:39692", + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 box-validation messaging and num_input_tokens_seen tracking are unrelated." + }, + { + "left": "issue:44610", + "right": "issue:45412", "accept": false, - "reason": "MacOS bus error with a community CLIP model and SigLIP2 documentation example errors are different model/documentation problems." + "reason": "Processor output-size mismatch and RT-DETR memory release behavior are different problems." } ] }, @@ -8507,15 +8536,13 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-409", + "cluster_id": "cluster-10000-410", "nodes": [ "issue:10000", "issue:15354", - "issue:29127", "issue:29942", "issue:32090", "issue:33357", - "issue:34567", "issue:36010", "issue:41720", "issue:42490", @@ -8525,6 +8552,7 @@ "issue:43329", "issue:43334", "issue:43381", + "issue:43421", "issue:43526", "issue:43531", "issue:43575", @@ -8540,9 +8568,9 @@ "issue:44186", "issue:44206", "issue:44279", + "issue:44387", "issue:44442", "issue:44554", - "issue:44610", "issue:44857", "issue:44977", "issue:45072", @@ -8551,246 +8579,253 @@ "issue:45245", "issue:45372", "issue:45406", - "issue:45412", "issue:45440", + "issue:45491", "issue:45593", "issue:45834", "issue:45859", "issue:45907" ], "soft_pairs": [ - "issue:29127|issue:34567", - "issue:44610|issue:45412", + "issue:43421|issue:45491", "issue:10000|issue:15354", "issue:43756|issue:45440", "issue:43873|issue:45229", "issue:45372|issue:45406", - "issue:43723|issue:44554", "issue:42490|issue:43873", "issue:43278|issue:43575", + "issue:43723|issue:44554", "issue:43653|issue:44442", "issue:41720|issue:45229", + "issue:43381|issue:43701", + "issue:43526|issue:45834", "issue:45103|issue:45372", "issue:43761|issue:45859", - "issue:43526|issue:45834", - "issue:43381|issue:43701", "issue:45440|issue:45593", - "issue:29942|issue:36010", "issue:43278|issue:43329", + "issue:29942|issue:36010", "issue:32090|issue:33357", "issue:43334|issue:43531", "issue:43526|issue:44186", "issue:44977|issue:45245", "issue:43824|issue:44279", "issue:43526|issue:44857", + "issue:42490|issue:43381", "issue:44442|issue:45072", "issue:43262|issue:44206", - "issue:42490|issue:43381", + "issue:42915|issue:43931", "issue:44062|issue:45907", - "issue:42915|issue:43931" + "issue:43575|issue:43701", + "issue:43575|issue:44387" ], - "prepared_review_unit_hash": "6842325902c0c9dad78c2148ee37dd66b07bba91753fad7aea7ee48fa3505820", + "prepared_review_unit_hash": "59c1bf8d6822926173238040ba1540263557dcb0af998241187d1aea8195b679", "component_budget": { - "node_count": 409, - "item_count": 409, - "soft_pair_count": 1530, - "serialized_chars": 789356, - "estimated_input_tokens": 197339, - "estimated_eval_tokens": 394934 + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36379, - "estimated_input_tokens": 9095, - "estimated_eval_tokens": 18446 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36177, + "estimated_input_tokens": 9045, + "estimated_eval_tokens": 18346 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: the issues span unrelated models, loaders, processors, training utilities, and runtime failures. None of the soft pairs look like the same underlying bug/change, so I would not merge any of them as duplicates.", - "confidence": 0.18, - "canonical_issue_reason": "No clear canonical duplicate exists; the cluster is too mixed. If a hub is required, issue 43873 is the broadest and most referenced loading/offload report.", + "summary": "This cluster is highly heterogeneous: the issues span unrelated subsystems (tokenizers, model loading, quantization/offloading, multimodal processors, training, and inference). The title similarity is mostly superficial, and none of the soft-edge pairs looks like a true duplicate.", + "confidence": 0.9, + "canonical_issue_reason": "No clear canonical issue: the items do not describe one underlying bug cluster, so there is no strong duplicate target to collapse onto.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 is the best cluster hub only because it is broad and relatively well-connected, not because the set is truly duplicate.", + "best_issue_reason": "If a representative issue must be chosen, issue 43873 is the broadest runtime bug report in the set (offloading/quantization) and has the most generic scope, but it is still not a duplicate of the others.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:29127", - "right": "issue:34567", - "accept": false, - "reason": "Different subsystems: LayoutLMv3 error messaging vs Trainer token-count tracking." - }, - { - "left": "issue:44610", - "right": "issue:45412", + "left": "issue:43421", + "right": "issue:45491", "accept": false, - "reason": "Processor input-size mismatch and RT-DETR memory leak are unrelated failures." + "reason": "Different subsystems and failure modes: tokenizer post-processing update bug vs Gemma3 NaN embeddings from sliding-window batching." }, { "left": "issue:10000", "right": "issue:15354", "accept": false, - "reason": "German DistilBertModel issue and torch.jit GeneratorExp export error are different bugs." + "reason": "Unrelated models and errors: DistilBERT German issue vs TorchScript generator-expression export failure for ViT." }, { "left": "issue:43756", "right": "issue:45440", "accept": false, - "reason": "Different model-specific correctness issues in Smollm3 vs DeepSeekV3MoE." + "reason": "Both concern model implementation mismatches, but they affect different architectures and different bugs (RoPE layer dropout vs DeepSeekV3MoE divergence)." }, { "left": "issue:43873", "right": "issue:45229", "accept": false, - "reason": "Both involve GPU/memory concerns, but one is quantization offload and the other is multi-GPU OOM." + "reason": "Both mention memory/offloading, but one is a quantization offloading problem and the other is a Gemma4 multi-GPU OOM; not the same bug." }, { "left": "issue:45372", "right": "issue:45406", "accept": false, - "reason": "Gemma 4 processor loading failures, but one is an import dependency issue and the other is a missing attribute." - }, - { - "left": "issue:43723", - "right": "issue:44554", - "accept": false, - "reason": "Tokenizer import/loading regression vs MPS attention correctness issue; no shared code path." + "reason": "Both are Gemma4-related, but one is an import dependency break and the other is a missing processor attribute in serve; distinct code paths." }, { "left": "issue:42490", "right": "issue:43873", "accept": false, - "reason": "Trailing-slash import warning is unrelated to quantization/offloading behavior." + "reason": "Local-path import warning and quantization offloading are unrelated." }, { "left": "issue:43278", "right": "issue:43575", "accept": false, - "reason": "Embedding dtype mismatch during eval and TP OOM on Qwen2-57B are different problems." + "reason": "Mixed BF16/FP32 dtype behavior during eval is unrelated to tensor-parallel OOM on a specific Qwen2 load." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "Tokenizer loading in v5 and an MPS attention correctness issue are different components and failure modes." }, { "left": "issue:43653", "right": "issue:44442", "accept": false, - "reason": "Both touch tokenizers, but they are different tokenizer bugs with different failure modes." + "reason": "Both involve tokenizers, but one is a BigBird special-token registration bug and the other is AutoTokenizer failing for a specific tokenizer class." }, { "left": "issue:41720", "right": "issue:45229", "accept": false, - "reason": "Different model families and root causes: cudaErrorAssert vs CUDA OOM." + "reason": "Different models and runtime failures: Qwen3 device-mapping cuda assert vs Gemma4 OOM." }, { - "left": "issue:45103", - "right": "issue:45372", + "left": "issue:43381", + "right": "issue:43701", "accept": false, - "reason": "Auto-docstring annotation crash is unrelated to Gemma 4 processor import failure." + "reason": "Gradient checkpointing in eval mode and resume-from-checkpoint key mismatch are separate training-control bugs." }, { - "left": "issue:43761", - "right": "issue:45859", + "left": "issue:43526", + "right": "issue:45834", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and Qwen3 MoE CPU-offload incompatibility are unrelated." + "reason": "ImageProcessor label reduction bug and Kosmos2.5 OCR index error are unrelated." }, { - "left": "issue:43526", - "right": "issue:45834", + "left": "issue:45103", + "right": "issue:45372", "accept": false, - "reason": "BeitImageProcessorFast label reduction bug and Kosmos2.5 OCR index error are different processor issues." + "reason": "auto_docstring annotation handling is unrelated to the Gemma4 processor import failure." }, { - "left": "issue:43381", - "right": "issue:43701", + "left": "issue:43761", + "right": "issue:45859", "accept": false, - "reason": "Gradient checkpointing in eval mode and resume-from-checkpoint key mismatch are distinct training bugs." + "reason": "CLIPVision hidden_states regression and Qwen3_5Moe CPU-offload incompatibility are unrelated." }, { "left": "issue:45440", "right": "issue:45593", "accept": false, - "reason": "DeepSeekV3MoE divergence and D-FINE auxiliary-loss behavior are unrelated model issues." + "reason": "DeepSeekV3MoE divergence and D-FINE auxiliary-loss behavior are different model bugs." }, { - "left": "issue:29942", - "right": "issue:36010", + "left": "issue:43278", + "right": "issue:43329", "accept": false, - "reason": "Flash Attention test failures and GenerationMixin import errors do not share a code path." + "reason": "Dtype drift in eval and undefined multimodal-token helpers are unrelated." }, { - "left": "issue:43278", - "right": "issue:43329", + "left": "issue:29942", + "right": "issue:36010", "accept": false, - "reason": "Embedding dtype regression and multimodal token counting bug are unrelated." + "reason": "Flash Attention 2 test failures and a GenerationMixin import error are unrelated." }, { "left": "issue:32090", "right": "issue:33357", "accept": false, - "reason": "Trainer broadcast TypeError and MacOS bus error in CLIP loading are different runtime failures." + "reason": "Trainer broadcast NoneType error and MacOS CLIP bus error are different failure classes." }, { "left": "issue:43334", "right": "issue:43531", "accept": false, - "reason": "Qwen3-VL pad_token_id load failure and Qwen3-MoE sliding_window issue are separate model bugs." + "reason": "Qwen3-VL pad_token_id load failure and Qwen3-MoE sliding_window issue are distinct model bugs." }, { "left": "issue:43526", "right": "issue:44186", "accept": false, - "reason": "Different preprocessing stacks and errors: BeitImageProcessorFast vs LayoutLMv2Tokenizer." + "reason": "Both are tokenizer/processor-adjacent, but one is label reduction in BeitImageProcessorFast and the other is LayoutLMv2Tokenizer padding/truncation crashes." }, { "left": "issue:44977", "right": "issue:45245", "accept": false, - "reason": "Flash-attention generation bug and category-cardinality RuntimeError are unrelated." + "reason": "Qwen3.5 flash-attention generation bug and category-count RuntimeError are unrelated." }, { "left": "issue:43824", "right": "issue:44279", "accept": false, - "reason": "Specific Qwen2.5-VL import failure vs generic dependency issue; not the same bug." + "reason": "A specific missing export/import and a generic dependency issue are not the same underlying bug." }, { "left": "issue:43526", "right": "issue:44857", "accept": false, - "reason": "Image processor label handling and LwDetr float16 AMP crash are unrelated." + "reason": "Image label reduction and float16 AMP loss crash are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Path-with-slash import warning and gradient checkpointing in eval mode are unrelated." }, { "left": "issue:44442", "right": "issue:45072", "accept": false, - "reason": "Tokenizer loading failure and bfloat16 dtype mismatch are different issues." + "reason": "Different areas and bugs: tokenizer loading vs bfloat16 dtype mismatches in inference." }, { "left": "issue:43262", "right": "issue:44206", "accept": false, - "reason": "Audio chat-template sampling-rate bug and LaserFeatureExtractor center-arg crash are unrelated." + "reason": "Audio chat-template sampling-rate default and unsupported feature-extractor argument are different audio-processing issues." }, { - "left": "issue:42490", - "right": "issue:43381", + "left": "issue:42915", + "right": "issue:43931", "accept": false, - "reason": "Trailing-slash local-model warning has no overlap with gradient checkpointing eval-mode behavior." + "reason": "Qwen3Moe FP8 configuration failure and Qwen3-VL weight-shape mismatch are unrelated model-specific load errors." }, { "left": "issue:44062", "right": "issue:45907", "accept": false, - "reason": "AddedToken keyword collision and list_repo_files revision forwarding are unrelated API bugs." + "reason": "AddedToken special-argument conflict and list_repo_files revision forwarding are unrelated API bugs." }, { - "left": "issue:42915", - "right": "issue:43931", + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM and resume-from-checkpoint key mismatch are different problems." + }, + { + "left": "issue:43575", + "right": "issue:44387", "accept": false, - "reason": "Qwen3Moe FineGrainedFP8Config failure and Qwen3-VL weight-shape mismatch are different loading problems." + "reason": "Both involve memory, but one is model-load OOM for a specific Qwen2 config and the other is a broader int4 reserved-memory regression; not the same concrete code path." } ] }, @@ -8812,7 +8847,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-409", + "cluster_id": "cluster-10000-410", "nodes": [ "issue:28218", "issue:29127", @@ -8830,10 +8865,9 @@ "issue:43493", "issue:43525", "issue:43550", - "issue:43575", "issue:43611", + "issue:43643", "issue:43646", - "issue:43701", "issue:43720", "issue:43761", "issue:43827", @@ -8842,19 +8876,21 @@ "issue:44077", "issue:44079", "issue:44188", - "issue:44387", "issue:44442", "issue:44464", "issue:44479", + "issue:44568", "issue:44743", "issue:44811", "issue:44898", + "issue:44913", "issue:44964", "issue:44977", "issue:45216", "issue:45290", "issue:45372", "issue:45440", + "issue:45479", "issue:45491", "issue:45584", "issue:45588", @@ -8864,223 +8900,223 @@ ], "soft_pairs": [ "issue:43441|issue:45588", - "issue:43575|issue:43701", "issue:43646|issue:44077", - "issue:43575|issue:44387", "issue:44743|issue:44811", - "issue:44464|issue:45491", "issue:29127|issue:35141", "issue:44977|issue:45584", + "issue:44464|issue:45491", "issue:33357|issue:38175", "issue:44964|issue:45440", - "issue:44442|issue:45803", "issue:43316|issue:43525", "issue:44479|issue:45290", - "issue:43761|issue:44079", + "issue:44442|issue:45803", "issue:28218|issue:29127", + "issue:43761|issue:44079", "issue:44442|issue:44898", "issue:42907|issue:45698", "issue:33290|issue:34567", "issue:34689|issue:43611", + "issue:43381|issue:43873", "issue:43931|issue:45216", + "issue:43493|issue:43827", "issue:43761|issue:44188", "issue:43316|issue:45759", - "issue:43381|issue:43873", - "issue:43493|issue:43827", "issue:43550|issue:44743", "issue:43720|issue:44442", - "issue:41628|issue:45372" + "issue:41628|issue:45372", + "issue:43643|issue:44913", + "issue:44568|issue:45479" ], - "prepared_review_unit_hash": "1c9d50eac5881b418575371baa6dcf46aa11c66e2dcb8a1f69f2e0855351ae55", + "prepared_review_unit_hash": "3d2ccb14fe79a623f0e76df4c605d3ac9c2dcbb8b7ee84fdcc95eebc84842125", "component_budget": { - "node_count": 409, - "item_count": 409, - "soft_pair_count": 1530, - "serialized_chars": 789356, - "estimated_input_tokens": 197339, - "estimated_eval_tokens": 394934 + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 27, - "serialized_chars": 35298, - "estimated_input_tokens": 8825, - "estimated_eval_tokens": 17906 + "serialized_chars": 36057, + "estimated_input_tokens": 9015, + "estimated_eval_tokens": 18286 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The cluster is highly heterogeneous: most items are distinct bugs, regressions, or docs/import issues rather than duplicates. None of the soft-edge pairs looks like the same underlying change or bug. If a single issue must represent the set, the broad, highly active quantization/offloading report is the best fit.", - "confidence": 0.94, - "canonical_issue_reason": "Issue 43873 is the most active open report with repeated community references and a broad runtime/memory regression shape, making it the best representative candidate.", + "summary": "This set does not look like a true duplicate cluster: the items span many unrelated bugs across tokenization, loading, config, attention, generation, and docs. All soft-edge pairs are only topic-level similar and should be rejected.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 43873 is the most active open issue in the set and the closest thing to a broad anchor, but the cluster is too heterogeneous for a real canonical duplicate.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43873 has the strongest triage value here: open, broad symptom, and the most discussion/inbound references among the set.", + "best_issue_reason": "Issue 43873 is the best representative by discussion and inbound references, with a broad runtime-impact bug report; however, it should be treated as a standalone issue, not a duplicate hub.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43441", "right": "issue:45588", "accept": false, - "reason": "Different failure modes: model-specific FlashAttention regression vs sink-less flash_attention AttributeError." - }, - { - "left": "issue:43575", - "right": "issue:43701", - "accept": false, - "reason": "OOM during tensor-parallel model loading is unrelated to resume_from_checkpoint key mismatch." + "reason": "Both involve flash attention, but they are different failures: model compatibility/regression vs an AttributeError in flash_attention.py for sink-less models." }, { "left": "issue:43646", "right": "issue:44077", "accept": false, - "reason": "Different regressions in custom model init vs patchtsmixer post_init handling." - }, - { - "left": "issue:43575", - "right": "issue:44387", - "accept": false, - "reason": "Both mention OOM, but one is TP loading and the other is int4 quantization memory growth; not the same bug." + "reason": "Both mention init/post_init behavior, but one is a v5 custom model initialization regression and the other is a patchtsmixer-specific post_init constraint." }, { "left": "issue:44743", "right": "issue:44811", "accept": false, - "reason": "Cache/state reset in Qwen3.5 is unrelated to Whisper batch_decode skip_special_tokens handling." - }, - { - "left": "issue:44464", - "right": "issue:45491", - "accept": false, - "reason": "Compiled-forward inconsistency and Gemma3 NaN embeddings are different model/pathologies." + "reason": "Different code paths: recurrent state reset in modular_qwen3_5.py vs Whisper processor batch_decode skipping special tokens." }, { "left": "issue:29127", "right": "issue:35141", "accept": false, - "reason": "LayoutLMv3 error messaging and embedding reinitialization are unrelated issues." + "reason": "Unrelated bugs: LayoutLMv3 error-message clarity vs token embedding resize reinitializing output embeddings." }, { "left": "issue:44977", "right": "issue:45584", "accept": false, - "reason": "Qwen3.5 flash-attention generation bug is unrelated to Whisper empty-transcription/alignment failure." + "reason": "Different model paths and symptoms: Qwen3.5 flash-attention generation bug vs Whisper empty transcription after align_special_tokens." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Both are generation/attention-related, but one is compiled forward chunked generation inconsistency and the other is Gemma3 NaN embeddings with mixed-length batches." }, { "left": "issue:33357", "right": "issue:38175", "accept": false, - "reason": "Both are vision-model problems, but bus error on CLIP/MacOS is not the same as SigLIP2 zero-probability outputs." + "reason": "Different models and failure modes: MacOS bus error on CLIP loading vs unexpected zero probabilities on SigLIP2." }, { "left": "issue:44964", "right": "issue:45440", "accept": false, - "reason": "Different model families and different failure classes: model loading vs implementation divergence." - }, - { - "left": "issue:44442", - "right": "issue:45803", - "accept": false, - "reason": "Tokenizer load failure is unrelated to Fuyu's bare-except error swallowing in tensor conversion." + "reason": "Different loading/implementation problems for different model families; not the same underlying bug." }, { "left": "issue:43316", "right": "issue:43525", "accept": false, - "reason": "Both are config API mismatches, but they involve different models and different missing properties." + "reason": "Both are config/API issues, but they concern different fields and model families (`Gemma3TextConfig` vs `Llama4Config.pad_token_id`)." }, { "left": "issue:44479", "right": "issue:45290", "accept": false, - "reason": "Video-input regression and chat-template tool-call crash are separate code paths." + "reason": "Different regressions: video-input handling for Qwen VL models vs chat-template crashes on assistant tool-call messages." }, { - "left": "issue:43761", - "right": "issue:44188", + "left": "issue:44442", + "right": "issue:45803", "accept": false, - "reason": "CLIPVision hidden_states regression is unrelated to torch.compile attention-kernel branching." + "reason": "Tokenizer loading failure and a bare-except bug in Fuyu tensor conversion are unrelated code paths." }, { "left": "issue:28218", "right": "issue:29127", "accept": false, - "reason": "Tokenizer spacing bug and LayoutLMv3 box-validation error are unrelated." + "reason": "Tokenizer spacing behavior vs a LayoutLMv3 error-message issue; no shared underlying bug." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "Both involve outputs, but one is CLIPVision hidden_states regression and the other is ModelOutput key assignment semantics." }, { "left": "issue:44442", "right": "issue:44898", "accept": false, - "reason": "Tokenizer loading and Perceiver non-default-resolution classification failure are different bugs." + "reason": "Tokenizer loading and Perceiver non-default resolution failure are unrelated." }, { "left": "issue:42907", "right": "issue:45698", "accept": false, - "reason": "Saving dequantized models and loading the wrong custom module after save_pretrained are not the same issue." + "reason": "Both are save/load related, but one is dequantized checkpoint saving and the other is incorrect custom-module resolution after save_pretrained." }, { "left": "issue:33290", "right": "issue:34567", "accept": false, - "reason": "Adafactor/deepspeed OOM is unrelated to TrainerState token-count updates." + "reason": "An optimizer OOM in deepspeed is not the same bug as TrainerState token counting not updating." }, { "left": "issue:34689", "right": "issue:43611", "accept": false, - "reason": "Both are loading regressions, but they affect different mechanisms and model types." + "reason": "Both are loading regressions, but they affect different mechanisms and model classes; not mergeable as one fix." }, { - "left": "issue:43931", - "right": "issue:45216", + "left": "issue:43381", + "right": "issue:43873", "accept": false, - "reason": "Weight-shape mismatch on load is different from incorrect checkpoint saving in save_pretrained." + "reason": "Gradient checkpointing in eval mode and quantization offloading are separate subsystems with different failure modes." }, { - "left": "issue:43761", - "right": "issue:44188", + "left": "issue:43931", + "right": "issue:45216", "accept": false, - "reason": "Same as above: these are distinct bugs in different execution paths." + "reason": "Qwen3-VL weight-shape mismatch on load vs a Qwen3.5 save_pretrained regression are different bugs." }, { - "left": "issue:43316", - "right": "issue:45759", + "left": "issue:43493", + "right": "issue:43827", "accept": false, - "reason": "Both involve config/model APIs, but one is a text-config discrepancy and the other is from_config unwrapping for multimodal models." + "reason": "A model discrepancy between HF and JAX is unrelated to docs still referencing pipeline() after v5 removals." }, { - "left": "issue:43381", - "right": "issue:43873", + "left": "issue:43761", + "right": "issue:44188", "accept": false, - "reason": "Gradient checkpointing in eval mode is unrelated to quantization offloading behavior." + "reason": "Different attention/output issues: missing hidden_states vs divergent kernels from allow_is_bidirectional_skip branching under torch.compile." }, { - "left": "issue:43493", - "right": "issue:43827", + "left": "issue:43316", + "right": "issue:45759", "accept": false, - "reason": "SigLIP2 implementation drift is unrelated to docs still referencing removed pipeline() APIs." + "reason": "Both touch config handling, but one is an API discrepancy in Gemma3TextConfig and the other is unwrapping text_config for composite Qwen multimodal configs." }, { "left": "issue:43550", "right": "issue:44743", "accept": false, - "reason": "torch.compile+SDPA failure is unrelated to cache recurrent-state resets." + "reason": "Bamba torch.compile/SDPA failure and Qwen recurrent-state reset are unrelated." }, { "left": "issue:43720", "right": "issue:44442", "accept": false, - "reason": "BitNet packed-weight loading and tokenizer class loading are different code paths and failures." + "reason": "Accelerate loading of packed BitNet weights is unrelated to AutoTokenizer failing to load a tokenizer class." }, { "left": "issue:41628", "right": "issue:45372", "accept": false, - "reason": "Both are import errors, but they are for different symbols and different dependency breakages." + "reason": "Both are import-related, but they involve different missing symbols and different processor/loading paths." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "trust_remote_code missing fields and GPTNeoX rotary_pct reset are distinct config/reload bugs." + }, + { + "left": "issue:44568", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer special-token insertion and sequence-classification zero-loss behavior are different problems." } ] }, @@ -9102,7 +9138,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-409", + "cluster_id": "cluster-10000-410", "nodes": [ "issue:25251", "issue:28282", @@ -9115,7 +9151,7 @@ "issue:36010", "issue:36331", "issue:41950", - "issue:42175", + "issue:42617", "issue:43065", "issue:43232", "issue:43295", @@ -9123,12 +9159,15 @@ "issue:43388", "issue:43404", "issue:43441", + "issue:43452", "issue:43475", "issue:43540", "issue:43550", + "issue:43575", "issue:43606", - "issue:43643", "issue:43701", + "issue:43716", + "issue:43742", "issue:43761", "issue:43825", "issue:43873", @@ -9138,23 +9177,19 @@ "issue:44479", "issue:44496", "issue:44514", - "issue:44568", "issue:44617", "issue:44792", "issue:44855", "issue:44871", "issue:44877", - "issue:44913", "issue:45127", "issue:45137", "issue:45200", - "issue:45479", "issue:45584", - "issue:45656" + "issue:45656", + "issue:46050" ], "soft_pairs": [ - "issue:44568|issue:45479", - "issue:43643|issue:44913", "issue:32090|issue:33290", "issue:34689|issue:36010", "issue:43873|issue:44871", @@ -9162,11 +9197,11 @@ "issue:44077|issue:44479", "issue:44855|issue:45137", "issue:29127|issue:33357", + "issue:33290|issue:34689", "issue:43316|issue:44877", "issue:43540|issue:44514", "issue:33290|issue:45656", - "issue:33290|issue:34689", - "issue:42175|issue:43316", + "issue:43316|issue:43716", "issue:43404|issue:43441", "issue:43295|issue:43825", "issue:44162|issue:44792", @@ -9175,216 +9210,232 @@ "issue:43550|issue:43701", "issue:43606|issue:43701", "issue:44871|issue:45584", + "issue:43065|issue:44617", + "issue:43295|issue:44871", "issue:45127|issue:45200", + "issue:42617|issue:43575", + "issue:33290|issue:35141", "issue:43232|issue:43388", - "issue:43295|issue:44871", + "issue:33290|issue:36331", "issue:43761|issue:44479", - "issue:43065|issue:44617", - "issue:33290|issue:35141", - "issue:33290|issue:36331" + "issue:43575|issue:43742", + "issue:43452|issue:44496", + "issue:44871|issue:46050" ], - "prepared_review_unit_hash": "504199353c6ad43c268b3009ef57e03f33c44e318c79bb8bf2c3aba5bf6d39e2", + "prepared_review_unit_hash": "8f64af31adf721bb076a5e665e6b5aa33cb4f41d92d4f0410b54c85d9e496008", "component_budget": { - "node_count": 409, - "item_count": 409, - "soft_pair_count": 1530, - "serialized_chars": 789356, - "estimated_input_tokens": 197339, - "estimated_eval_tokens": 394934 + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 29, - "serialized_chars": 36095, - "estimated_input_tokens": 9024, - "estimated_eval_tokens": 18304 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37024, + "estimated_input_tokens": 9256, + "estimated_eval_tokens": 18768 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "All soft pairs look like false positives: the issues span unrelated model regressions, config/serialization bugs, training/runtime failures, and environment-specific errors. No PRs are present, and no single canonical duplicate emerges from this set.", - "confidence": 0.99, - "canonical_issue_reason": "No canonical issue: the cluster is heterogeneous, and the candidate pairs do not describe the same underlying bug.", + "summary": "The cluster is heterogeneous: the proposed soft pairs mostly connect unrelated issues across model loading, training, pipeline, and quantization/offload regressions. I would not merge any of the soft edges into duplicate clusters.", + "confidence": 0.86, + "canonical_issue_reason": "No single issue cleanly represents the whole set because the cluster is not a true duplicate group; if forced to pick an anchor, #43873 is the broadest active issue, but it does not subsume the others.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a good global canonical representative because the items cover distinct root causes and code paths.", + "best_issue_reason": "#43873 is the best issue anchor because it is open, actively discussed, and broad enough to serve as a representative bug report, even though it is not a duplicate of the other issues.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44568", - "right": "issue:45479", - "accept": false, - "reason": "Tokenizer special-token behavior and sequence-classification zero-loss are different bugs." - }, - { - "left": "issue:43643", - "right": "issue:44913", - "accept": false, - "reason": "Missing fields from trust_remote_code config loading is unrelated to rotary_pct not persisting on reload." - }, { "left": "issue:32090", "right": "issue:33290", "accept": false, - "reason": "GPU broadcast NoneType failure is not the same as an AdaFactor/DeepSpeed OOM." + "reason": "Different bugs: `_gpu_broadcast_one` NoneType trainer failure vs DeepSpeed+Adafactor OOM." }, { "left": "issue:34689", "right": "issue:36010", "accept": false, - "reason": "Model loading regression and GenerationMixin import error are separate code paths." + "reason": "Both are import/model-loading errors, but the failures are unrelated: Llama 3.2 vision loading vs missing `GenerationMixin` import." }, { "left": "issue:43873", "right": "issue:44871", "accept": false, - "reason": "Quantization/offloading behavior and eos_token_id config mismatch are distinct issues." + "reason": "Quantization/offload behavior is not the same as Gemma-3 eos token configuration mismatch." }, { "left": "issue:44190", "right": "issue:44496", "accept": false, - "reason": "Local dataset script failure is unrelated to an unrecognized model/config error." + "reason": "Local dataset loading in a no-trainer script is unrelated to an unrecognized model/config loading error." }, { "left": "issue:44077", "right": "issue:44479", "accept": false, - "reason": "Optional post_init policy and Qwen video-input regression are different problems." + "reason": "`post_init` allowance for patchtsmixer is unrelated to the v5 video-input regression in Qwen models." }, { "left": "issue:44855", "right": "issue:45137", "accept": false, - "reason": "Python 3.13 torch.jit parsing error is unrelated to the DeepSpeed deque underflow." + "reason": "Python 3.13 TorchScript parsing failure is unrelated to DeepSpeed ZeRO3 deque/pop errors." }, { "left": "issue:29127", "right": "issue:33357", "accept": false, - "reason": "LayoutLMv3 box-handling clarity and MacOS CLIP bus error do not share a root cause." + "reason": "LayoutLMv3 box-content error and MacOS CLIP bus error are different model/runtime problems." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Adafactor/DeepSpeed OOM does not match a specific model-loading regression for Llama 3.2 vision." }, { "left": "issue:43316", "right": "issue:44877", "accept": false, - "reason": "API discrepancy in Gemma3TextConfig is not the same as strict loading rejecting granite_speech." + "reason": "Gemma3TextConfig API discrepancy is unrelated to strict config blocking granite_speech loading." }, { "left": "issue:43540", "right": "issue:44514", "accept": false, - "reason": "Video-input processing failure and batched apply_chat_template padding crash are different processor bugs." + "reason": "Qwen3OmniMoe video-input ValueError is not the same as Qwen2_5_VL batched chat-template crash." }, { "left": "issue:33290", "right": "issue:45656", "accept": false, - "reason": "OOM in DeepSpeed AdaFactor is not the same as optimizer.step being invoked twice." - }, - { - "left": "issue:33290", - "right": "issue:34689", - "accept": false, - "reason": "Training OOM and Llama 3.2 Vision model-loading regression are unrelated." + "reason": "Both involve training/optimizer behavior, but one is OOM in DeepSpeed Adafactor and the other is double optimizer stepping." }, { - "left": "issue:42175", - "right": "issue:43316", + "left": "issue:43316", + "right": "issue:43716", "accept": false, - "reason": "Packaging/backend dependency issue is unrelated to a config API discrepancy." + "reason": "Config API mismatch and image preprocessor dtype mismatch are different issues in different code paths." }, { "left": "issue:43404", "right": "issue:43441", "accept": false, - "reason": "Weight-tying bug in Mistral3 is not the same as a FlashAttention failure in Ministral-3." + "reason": "Mistral3 lm_head tying bug is unrelated to Ministral-3 FlashAttention failure." }, { "left": "issue:43295", "right": "issue:43825", "accept": false, - "reason": "Processor.tokenizer regression and pipeline error-message wording are different changes." + "reason": "Processor/tokenizer regression is unrelated to the pipeline translation-task error message regression." }, { "left": "issue:44162", "right": "issue:44792", "accept": false, - "reason": "ESM2 breakage and janus test failure are separate model-specific issues." + "reason": "ESM2 breakage and janus image-generation test failure do not describe the same bug." }, { "left": "issue:25251", "right": "issue:28282", "accept": false, - "reason": "Pipeline top_k nesting bug is unrelated to missing PyTorch import error." + "reason": "Pipeline top_k nesting bug is unrelated to PyTorch missing ImportError for AutoModel." }, { "left": "issue:41950", "right": "issue:43475", "accept": false, - "reason": "Video-classification processor lookup and Sam3Video attribute error are different failures." + "reason": "Video-classification pipeline processor selection is unrelated to Sam3VisionEncoderOutput missing `fpn_position_embeddings`." }, { "left": "issue:43550", "right": "issue:43701", "accept": false, - "reason": "torch.compile/SDPA failure is unrelated to resume_from_checkpoint key mismatch." + "reason": "torch.compile+SDPA failure in Bamba is unrelated to a resume_from_checkpoint key mismatch." }, { "left": "issue:43606", "right": "issue:43701", "accept": false, - "reason": "CPU offload device mismatch is a different bug from checkpoint key mismatch." + "reason": "CPU offload device mismatch is not the same as checkpoint key mismatch." }, { "left": "issue:44871", "right": "issue:45584", "accept": false, - "reason": "Gemma-3 eos_token_id inconsistency does not match Whisper empty-transcription generation failure." - }, - { - "left": "issue:45127", - "right": "issue:45200", - "accept": false, - "reason": "LoRA merge with extended vocabulary and mm_token_type_ids defaults are different model issues." + "reason": "Gemma eos-token config mismatch is unrelated to Whisper empty-transcription generation after align_special_tokens." }, { - "left": "issue:43232", - "right": "issue:43388", + "left": "issue:43065", + "right": "issue:44617", "accept": false, - "reason": "Generation kwarg syncing and metric-gathering label truncation are unrelated." + "reason": "Dummy Conv2d in Sam3PixelDecoder is a model-implementation concern, not the same as Sam3Video CUDA OOM." }, { "left": "issue:43295", "right": "issue:44871", "accept": false, - "reason": "Custom processor/tokenizer regression is not the same as Gemma-3 eos_token_id inconsistency." + "reason": "Processor/tokenizer regression and Gemma eos-token list-vs-single-value mismatch are different model-interface bugs." }, { - "left": "issue:43761", - "right": "issue:44479", + "left": "issue:45127", + "right": "issue:45200", "accept": false, - "reason": "CLIPVision hidden_states regression and Qwen video-input regression are separate paths." + "reason": "LoRA merge collapse with extended vocab is not the same as Gemma 4 requiring `mm_token_type_ids` to default to zeros." }, { - "left": "issue:43065", - "right": "issue:44617", + "left": "issue:42617", + "right": "issue:43575", "accept": false, - "reason": "Dummy Conv2d implementation choice is unrelated to a CUDA OOM." + "reason": "Running 3d_parallel.py and OOM loading Qwen2-57B are separate failures with different causes." }, { "left": "issue:33290", "right": "issue:35141", "accept": false, - "reason": "DeepSpeed optimizer memory issue is unrelated to embedding reinitialization after resize." + "reason": "DeepSpeed Adafactor OOM is unrelated to embedding reinitialization in `post_init`." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs sync issue is unrelated to `gather_for_metrics` dropping tuple label elements." }, { "left": "issue:33290", "right": "issue:36331", "accept": false, - "reason": "OOM in DeepSpeed and CustomTrainer compute_loss kwarg incompatibility are different bugs." + "reason": "Adafactor OOM under DeepSpeed is unrelated to `compute_loss` signature incompatibility." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression is unrelated to Qwen video-input regressions." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM loading a 57B model via tensor parallelism is unrelated to a key error loading MobileLLM-125M." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file handling for tokenizer/model loading is unrelated to the generic unrecognized-model config error." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma eos-token configuration mismatch is unrelated to quantized model save/load breakage after sinq." } ] }, @@ -9406,23 +9457,22 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-409", + "cluster_id": "cluster-10000-410", "nodes": [ "issue:41720", - "issue:42617", "issue:43065", "issue:43335", - "issue:43452", "issue:43504", + "issue:43540", "issue:43550", - "issue:43575", + "issue:43644", "issue:43646", "issue:43673", - "issue:43742", "issue:43761", "issue:43827", "issue:43906", "issue:43931", + "issue:43976", "issue:43994", "issue:44060", "issue:44077", @@ -9430,7 +9480,6 @@ "issue:44242", "issue:44462", "issue:44479", - "issue:44496", "issue:44521", "issue:44534", "issue:44610", @@ -9440,8 +9489,9 @@ "issue:44743", "issue:44792", "issue:44855", - "issue:44871", + "issue:44877", "issue:44913", + "issue:44938", "issue:44964", "issue:44977", "issue:45127", @@ -9449,31 +9499,27 @@ "issue:45290", "issue:45357", "issue:45381", + "issue:45542", "issue:45584", "issue:45588", "issue:45600", "issue:45698", "issue:45803", - "issue:45907", - "issue:46050" + "issue:45907" ], "soft_pairs": [ - "issue:42617|issue:43575", - "issue:43452|issue:44496", - "issue:43575|issue:43742", - "issue:43504|issue:45698", - "issue:44871|issue:46050", "issue:43646|issue:44913", + "issue:43504|issue:45698", "issue:43673|issue:44743", "issue:43761|issue:44242", "issue:44077|issue:44534", "issue:44479|issue:44734", "issue:43065|issue:44610", - "issue:43931|issue:44060", "issue:44617|issue:45584", "issue:44792|issue:44977", - "issue:43906|issue:45290", "issue:43827|issue:43994", + "issue:43906|issue:45290", + "issue:43931|issue:44060", "issue:44190|issue:44964", "issue:44534|issue:44913", "issue:41720|issue:45245", @@ -9482,212 +9528,217 @@ "issue:44737|issue:45803", "issue:45127|issue:45357", "issue:44521|issue:45381", - "issue:44462|issue:45907", "issue:43335|issue:44855", - "issue:43550|issue:44190" + "issue:44462|issue:45907", + "issue:43976|issue:44855", + "issue:43550|issue:44190", + "issue:44938|issue:45542", + "issue:43540|issue:44734", + "issue:43644|issue:44913", + "issue:44077|issue:44877" ], - "prepared_review_unit_hash": "8caca5ef79378596ce64f6cf6caebb643b203eb7e8df6a986fe74ef063f933e8", + "prepared_review_unit_hash": "f7220f2be3f0a7e769922bb8aa5f1f3dbc13d0360e17ec89abfa682ff2329268", "component_budget": { - "node_count": 409, - "item_count": 409, - "soft_pair_count": 1530, - "serialized_chars": 789356, - "estimated_input_tokens": 197339, - "estimated_eval_tokens": 394934 + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 27, - "serialized_chars": 35905, - "estimated_input_tokens": 8977, - "estimated_eval_tokens": 18210 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35542, + "estimated_input_tokens": 8886, + "estimated_eval_tokens": 18028 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a grab bag of unrelated Transformers bugs and regressions. None of the soft pairs look like the same underlying issue; they share broad themes at most, not the same code path or fix.", - "confidence": 0.78, - "canonical_issue_reason": "No strong duplicate canon emerges from the evidence. If one issue must anchor the cluster, issue 45698 is the broadest load/save regression and the most reusable representative of the few adjacent serialization reports.", + "summary": "One clear duplicate pair stands out: the two reports about non-persistent buffers being filled with junk in Transformers v5. The rest are distinct bugs affecting different models, APIs, or code paths.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43644 is the earlier, more specific report of the non-persistent-buffer regression and has the stronger provenance; issue:44534 reads like a later rewording of the same bug.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45698 is the best global representative because it is the most general and actionable load/save bug in the set, and could plausibly subsume nearby save_pretrained/from_pretrained regressions.", + "best_issue_reason": "issue:43644 best represents the underlying bug cluster because it is the original, version-specific report and captures the concrete failure mode clearly.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:42617", - "right": "issue:43575", - "accept": false, - "reason": "Both involve model execution/loading problems, but one is a script/runtime failure and the other is Qwen2.5 TP OOM; different failure modes and fixes." - }, - { - "left": "issue:43452", - "right": "issue:44496", - "accept": false, - "reason": "Both are loading errors, but gguf tokenizer/model handling is unrelated to a missing model_type in config.json." - }, - { - "left": "issue:43575", - "right": "issue:43742", + "left": "issue:43646", + "right": "issue:44913", "accept": false, - "reason": "Different models and different bugs: TP memory exhaustion vs a KeyError while loading MobileLLM." + "reason": "Both involve model/config behavior, but one is custom model initialization and the other is GPTNeoX config reload semantics; different bugs." }, { "left": "issue:43504", "right": "issue:45698", "accept": false, - "reason": "Both touch pretrained loading, but Beit legacy-field cleanup is not the same as wrong custom-module resolution after save/load." - }, - { - "left": "issue:44871", - "right": "issue:46050", - "accept": false, - "reason": "Both are serialization/config round-trip bugs, but eos_token_id mismatch is a different concrete defect than quantized-model save/load breakage." - }, - { - "left": "issue:43646", - "right": "issue:44913", - "accept": false, - "reason": "Both are config-related regressions, but custom model initialization in v5 is not the same issue as GPTNeoX rotary_pct resetting on reload." + "reason": "Legacy-field preset loading and wrong custom-module loading after save_pretrained are different serialization/loading problems." }, { "left": "issue:43673", "right": "issue:44743", "accept": false, - "reason": "Cache-related, but these are different paths: missing GenerationMixin cache in chunked_prefill vs recurrent state reset in modular_qwen3_5." + "reason": "Both mention cache, but one is missing generation cache in chunked prefill and the other is recurrent-state reset logic; not the same code path." }, { "left": "issue:43761", "right": "issue:44242", "accept": false, - "reason": "Different subsystems and symptoms: CLIPVision hidden_states regression vs MoE load-balancing loss omission." + "reason": "Unrelated issues: CLIP hidden_states regression versus MoE load-balancing loss omission." }, { "left": "issue:44077", "right": "issue:44534", "accept": false, - "reason": "Both are v5 regressions, but patchtsmixer post_init validation and non-persistent buffer corruption are unrelated bugs." + "reason": "Optional post_init validation for patchtsmixer is unrelated to the v5 non-persistent buffer junk regression." }, { "left": "issue:44479", "right": "issue:44734", "accept": false, - "reason": "One is a multimodal video-input regression, the other a server KV-cache continuation indexing bug; not the same code path." + "reason": "Different subsystems and failures: multimodal video regression versus KV-cache continuation tensor indexing." }, { "left": "issue:43065", "right": "issue:44610", "accept": false, - "reason": "Different models and failures: dummy Conv2d in Sam3PixelDecoder vs processor/model input-size mismatch in OmDet-Turbo." - }, - { - "left": "issue:43931", - "right": "issue:44060", - "accept": false, - "reason": "Same family name only; a shape mismatch while loading Qwen3-VL is not the same bug as a bad tied-weights warning in Qwen3-Next." + "reason": "Sam3PixelDecoder dummy layer and OmDet-Turbo processor size mismatch are unrelated model-specific bugs." }, { "left": "issue:44617", "right": "issue:45584", "accept": false, - "reason": "CUDA OOM in Sam3Video and Whisper empty-transcription handling are unrelated." + "reason": "CUDA OOM in Sam3Video and Whisper empty-transcription failure are unrelated runtime bugs." }, { "left": "issue:44792", "right": "issue:44977", "accept": false, - "reason": "Both affect generation, but Janus image-generation test failure and Qwen3.5 flash-attention generation issue are different code paths." + "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation bug do not describe the same defect." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Documentation still referencing pipeline() is not the same as SigLIP2 producing bad outputs through AutoModel/pipeline." }, { "left": "issue:43906", "right": "issue:45290", "accept": false, - "reason": "A reproduction of an old issue and a tool-call chat-template crash are not the same underlying bug." + "reason": "43906 is only an isolated reproduction of an older issue; there is not enough evidence here to say it is the same concrete crash as the tool-call apply_chat_template bug." }, { - "left": "issue:43827", - "right": "issue:43994", + "left": "issue:43931", + "right": "issue:44060", "accept": false, - "reason": "Docs still referencing pipeline() is separate from a runtime nonsensical-output bug in AutoModel/pipeline for SigLIP2." + "reason": "Weight-shape mismatch during model loading and an incorrect tied-weights warning are different model-definition issues." }, { "left": "issue:44190", "right": "issue:44964", "accept": false, - "reason": "Local dataset loading in a training script and loading Phi-4 multimodal are unrelated issues." + "reason": "Local dataset loading in a training example and Phi-4 multimodal model loading are unrelated." }, { "left": "issue:44534", "right": "issue:44913", "accept": false, - "reason": "Non-persistent buffer corruption is a different regression than GPTNeoX rotary_pct not persisting on reload." + "reason": "Non-persistent buffer initialization regression is unrelated to GPTNeoX rotary_pct not persisting on reload." }, { "left": "issue:41720", "right": "issue:45245", "accept": false, - "reason": "Qwen3 auto device mapping assert and category-count overflow are unrelated." + "reason": "CUDA assert on A800 with auto device mapping is unrelated to the category-count limit error." }, { "left": "issue:44855", "right": "issue:45588", "accept": false, - "reason": "Python 3.13 decorator parsing failure and flash_attention s_aux=None are entirely different defects." + "reason": "Python 3.13 IndentationError in DebertaV2Model is unrelated to flash-attention crashing on sink-less models." }, { "left": "issue:44792", "right": "issue:45600", "accept": false, - "reason": "A test failure in Janus and stale auto_mappings entries for removed Sam3LiteText configs are not the same bug." + "reason": "A Janus test failure and stale auto_mappings entries for removed Sam3LiteText configs are different problems." }, { "left": "issue:44737", "right": "issue:45803", "accept": false, - "reason": "XLNet CPU-device placement bug and bare except swallowing interrupts are unrelated." + "reason": "XLNet CPU tensor creation bug and a bare-except swallowing errors in FuyuBatchFeature are unrelated." }, { "left": "issue:45127", "right": "issue:45357", "accept": false, - "reason": "LoRA merge collapse with extended vocabulary is different from Qwen3.5 saving incorrect visual encoder keys." + "reason": "LoRA merge collapse with extended vocab is a different failure from Qwen3.5 saving incorrect visual-encoder keys." }, { "left": "issue:44521", "right": "issue:45381", "accept": false, - "reason": "Both are multimodal-chat regressions, but all-zero assistant masks and wrong vision_position_ids are different implementation errors." + "reason": "All-zero assistant masks in chat templating are different from wrong vision_position_ids in qwen2.5-vl video inputs." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Sparse-layer creation in SwitchTransformers and a DebertaV2 import parse error are unrelated." }, { "left": "issue:44462", "right": "issue:45907", "accept": false, - "reason": "Tokenizer file selection and list_repo_files revision forwarding are distinct API bugs." + "reason": "Tokenizer file selection and list_repo_files revision forwarding are separate repository API issues." }, { - "left": "issue:43335", + "left": "issue:43976", "right": "issue:44855", "accept": false, - "reason": "A SwitchTransformers sparse-layer config bug is unrelated to the Python 3.13 IndentationError import failure." + "reason": "Python version support regression and Python 3.13 import parse failure are not the same bug." }, { "left": "issue:43550", "right": "issue:44190", "accept": false, - "reason": "Bamba torch.compile/SDPA failure and a local dataset script issue do not share a concrete code path." + "reason": "torch.compile/SDPA failure in Bamba is unrelated to local dataset loading in the training script." }, { - "left": "issue:44521", - "right": "issue:45381", + "left": "issue:44938", + "right": "issue:45542", "accept": false, - "reason": "Same broad multimodal area, but assistant mask generation and video position-id computation are different bugs; not mergeable into one fix." + "reason": "Python 3.14 import/load failure and tensorboard-without-TensorFlow backend error are different environment/setup issues." }, { - "left": "issue:44462", - "right": "issue:45907", + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "patchtsmixer post_init policy and strict config blocking granite_speech loading are not the same code-path problem." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk in v5 and GPTNeoX rotary_pct resetting on reload are unrelated regression classes." + }, + { + "left": "issue:44077", + "right": "issue:44534", "accept": false, - "reason": "Different layers: tokenizer resolution vs Hub file listing revision propagation." + "reason": "These touch initialization, but they target different behaviors and cannot plausibly be merged as one fix." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying Transformers v5 regression: non-persistent buffers are being initialized with junk; 44534 is a later restatement of the same symptom." } ] }, @@ -9709,26 +9760,29 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-409", + "cluster_id": "cluster-10000-410", "nodes": [ "issue:35141", "issue:36246", "issue:38175", "issue:38617", + "issue:39692", "issue:41628", + "issue:41950", "issue:42490", + "issue:42907", "issue:43065", - "issue:43116", "issue:43295", "issue:43335", + "issue:43388", "issue:43404", + "issue:43441", "issue:43479", - "issue:43540", "issue:43643", - "issue:43644", "issue:43650", - "issue:43976", - "issue:44077", + "issue:43688", + "issue:43854", + "issue:44016", "issue:44112", "issue:44186", "issue:44190", @@ -9740,11 +9794,9 @@ "issue:44561", "issue:44683", "issue:44734", - "issue:44855", - "issue:44877", "issue:44913", "issue:44933", - "issue:44938", + "issue:44964", "issue:45003", "issue:45216", "issue:45245", @@ -9752,7 +9804,6 @@ "issue:45362", "issue:45375", "issue:45446", - "issue:45542", "issue:45563", "issue:45584", "issue:45600", @@ -9760,251 +9811,258 @@ "issue:45803" ], "soft_pairs": [ - "issue:43976|issue:44855", - "issue:44938|issue:45542", - "issue:43540|issue:44734", - "issue:43644|issue:44913", - "issue:44077|issue:44877", "issue:35141|issue:42490", - "issue:43650|issue:44220", "issue:44112|issue:45600", "issue:43335|issue:44190", + "issue:43650|issue:44220", + "issue:39692|issue:44190", "issue:44496|issue:45803", - "issue:43116|issue:44190", "issue:45276|issue:45584", - "issue:45245|issue:45584", - "issue:43479|issue:45375", "issue:36246|issue:41628", + "issue:43479|issue:45375", + "issue:45245|issue:45584", "issue:43295|issue:45276", - "issue:44186|issue:44734", "issue:44464|issue:45563", + "issue:44186|issue:44734", "issue:38175|issue:43065", "issue:44683|issue:45446", - "issue:43404|issue:45216", "issue:44466|issue:44913", "issue:44933|issue:45362", - "issue:44734|issue:45632", + "issue:43404|issue:45216", "issue:44246|issue:45003", + "issue:44734|issue:45632", "issue:44561|issue:45632", "issue:36246|issue:38617", "issue:45563|issue:45584", "issue:43643|issue:44496", - "issue:42490|issue:45632" + "issue:44964|issue:45600", + "issue:44112|issue:44964", + "issue:41950|issue:44016", + "issue:42490|issue:45632", + "issue:43854|issue:44964", + "issue:42907|issue:43441", + "issue:43388|issue:43688" ], - "prepared_review_unit_hash": "53a6e976ec4bf55070134cb8e8e751b6499f7d0e276945ef7fa4710205986a29", + "prepared_review_unit_hash": "66e74064a42f1832d354a4368968ed994c423ea8ec4af1f0487bb1560f1b6594", "component_budget": { - "node_count": 409, - "item_count": 409, - "soft_pair_count": 1530, - "serialized_chars": 789356, - "estimated_input_tokens": 197339, - "estimated_eval_tokens": 394934 + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36214, - "estimated_input_tokens": 9054, - "estimated_eval_tokens": 18364 + "soft_pair_count": 31, + "serialized_chars": 36555, + "estimated_input_tokens": 9139, + "estimated_eval_tokens": 18534 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a bag of unrelated Transformers issues. None of the soft pairs look like the same underlying bug/change closely enough to merge, so I would not accept any of them as duplicates.", - "confidence": 0.82, - "canonical_issue_reason": "issue:35141 is the clearest root-cause report in the set: it names the resize_token_embeddings / post_init / tie_word_embedding=False interaction explicitly and describes the failure mechanism well.", + "summary": "The soft pairs are mostly superficial matches on broad Transformers terms (imports, multimodal, trust_remote_code, generation, CI) rather than the same concrete bug. I\u2019d reject every candidate edge; the set is too heterogeneous to form one duplicate cluster.", + "confidence": 0.78, + "canonical_issue_reason": "No single underlying bug cleanly covers this set; the issues span unrelated import failures, model/config regressions, generation bugs, docs/CI problems, and serialization quirks.", "canonical_pr_reason": null, - "best_issue_reason": "issue:35141 is the best representative issue overall because it is specific, actionable, and captures the underlying model-weight bug more precisely than the more symptom-level reports.", + "best_issue_reason": "issue:45276 is the strongest standalone report here: it is concrete, model-specific, and describes a clear resize_token_embeddings/output-embedding propagation bug with a plausible fix target.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43976", - "right": "issue:44855", - "accept": false, - "reason": "Both are Python-version/import failures, but they affect different code paths and have different root causes." - }, - { - "left": "issue:44938", - "right": "issue:45542", - "accept": false, - "reason": "One is a Python 3.14 import/load issue; the other is a TensorFlow backend detection problem. Not the same bug." - }, - { - "left": "issue:43540", - "right": "issue:44734", - "accept": false, - "reason": "Different subsystems and failures: Qwen3OmniMoe video processing vs serve KV-cache continuation indexing." - }, - { - "left": "issue:43644", - "right": "issue:44913", + "left": "issue:35141", + "right": "issue:42490", "accept": false, - "reason": "One is about non-persistent buffers being serialized junk in v5; the other is GPTNeoX config reload losing rotary_pct." + "reason": "Different bug classes: embedding resize/tie-word-weight behavior vs local-path slash warning handling." }, { - "left": "issue:44077", - "right": "issue:44877", + "left": "issue:44112", + "right": "issue:45600", "accept": false, - "reason": "Both touch config handling, but one is about optional post_init in patchtsmixer and the other about strict granite_speech config loading." + "reason": "Both mention CI, but they fail in different components and on different models; not the same code-path bug." }, { - "left": "issue:35141", - "right": "issue:42490", + "left": "issue:43335", + "right": "issue:44190", "accept": false, - "reason": "Resize-token-embedding / weight-tie bug is unrelated to the trailing-slash local-path import warning." + "reason": "Unrelated subsystems: SwitchTransformers config creation vs image-classification script dataset loading." }, { "left": "issue:43650", "right": "issue:44220", "accept": false, - "reason": "No shared bug: generic placeholder issue vs a specific fbank feature extraction failure." - }, - { - "left": "issue:44112", - "right": "issue:45600", - "accept": false, - "reason": "Both are CI-related, but they are different regressions in different Granite/Sam3 code paths." + "reason": "No shared underlying bug; one is a vague placeholder issue, the other is an audio feature extraction problem." }, { - "left": "issue:43335", + "left": "issue:39692", "right": "issue:44190", "accept": false, - "reason": "Completely different topics: SwitchTransformers config construction vs image-classification local dataset loading." + "reason": "Documentation/model-processor mismatch and quantization issues do not match a local dataset loading failure." }, { "left": "issue:44496", "right": "issue:45803", "accept": false, - "reason": "One is an unrecognized custom model/config issue; the other is a bare-except bug in Fuyu tensor conversion." - }, - { - "left": "issue:43116", - "right": "issue:44190", - "accept": false, - "reason": "Different example scripts and different failures; no concrete shared code-path." + "reason": "Unrecognized model/config loading vs a bare except swallowing errors in Fuyu tensor conversion are different problems." }, { "left": "issue:45276", "right": "issue:45584", "accept": false, - "reason": "Resize-token-embeddings/output-embeddings bug is unrelated to Whisper empty-transcription handling." + "reason": "Resize-token-embeddings weight propagation and Whisper empty-transcription handling are separate code paths." }, { - "left": "issue:45245", - "right": "issue:45584", + "left": "issue:36246", + "right": "issue:41628", "accept": false, - "reason": "Category-limit runtime error is unrelated to Whisper generation after align_special_tokens." + "reason": "Both are import errors, but they involve different missing symbols and different modules." }, { "left": "issue:43479", "right": "issue:45375", "accept": false, - "reason": "Different config bugs in different models; one is default-init-on-None, the other is strict field dropping." + "reason": "Default config initialization when None is passed is not the same as a missing nested field being dropped by strict serialization." }, { - "left": "issue:36246", - "right": "issue:41628", + "left": "issue:45245", + "right": "issue:45584", "accept": false, - "reason": "Both are ImportErrors, but for different exported symbols and likely different packaging issues." + "reason": "Category-count limit error in categorical encoding is unrelated to Whisper's empty-transcription failure." }, { "left": "issue:43295", "right": "issue:45276", "accept": false, - "reason": "Custom processor/tokenizer regression is not the same as the resize_token_embeddings/output_embeddings bug." + "reason": "Processor/tokenizer regression is a different bug from resize_token_embeddings not updating output embeddings." }, { - "left": "issue:44186", - "right": "issue:44734", + "left": "issue:44464", + "right": "issue:45563", "accept": false, - "reason": "Tokenizer padding/NER crash is unrelated to serve KV-cache continuation indexing." + "reason": "Compiled-forward chunked generation inconsistency is not the same as a stale paged-generation warning." }, { - "left": "issue:44464", - "right": "issue:45563", + "left": "issue:44186", + "right": "issue:44734", "accept": false, - "reason": "Compiled-forward chunked generation mismatch is different from a stale warning in paged generate." + "reason": "Tokenizer crash on NER/batched padding is unrelated to KV-cache continuation indexing in transformers serve." }, { "left": "issue:38175", "right": "issue:43065", "accept": false, - "reason": "Different model-specific bugs with no shared failing mechanism." + "reason": "SigLIP2 zero-probabilities and Sam3PixelDecoder dummy Conv2d are unrelated model bugs." }, { "left": "issue:44683", "right": "issue:45446", "accept": false, - "reason": "One is a runtime failure in compiled flex_attention; the other is a version-check/import guard issue. Not the same concrete bug." - }, - { - "left": "issue:43404", - "right": "issue:45216", - "accept": false, - "reason": "Both mention weights, but one is a missing tie in Mistral3 and the other is incorrect save_pretrained serialization in Qwen3.5." + "reason": "Compiled flex_attention runtime failure on torch>=2.9 is not the same as an incorrect version check for AuxRequest import." }, { "left": "issue:44466", "right": "issue:44913", "accept": false, - "reason": "Inconsistent lm_head serialization is unrelated to GPTNeoX rotary_pct reload behavior." + "reason": "Serialization of lm_head.weight varies by device, while GPTNeoX rotary_pct reloads incorrectly; different defects." }, { "left": "issue:44933", "right": "issue:45362", "accept": false, - "reason": "Missing image_utils import and Qwen3.5 chat crash are different issues." + "reason": "A missing image_utils import and a Qwen3.5 chat crash are different failure modes." }, { - "left": "issue:44734", - "right": "issue:45632", + "left": "issue:43404", + "right": "issue:45216", "accept": false, - "reason": "Serve tensor indexing crash and trust_remote_code cache-path collision are unrelated pathologies." + "reason": "Both involve weights, but one is Mistral3 lm_head tying and the other is Qwen3.5 save_pretrained checkpoint correctness; not the same concrete bug." }, { "left": "issue:44246", "right": "issue:45003", "accept": false, - "reason": "Import slowness and unsafe sys.modules access are related only loosely; not the same bug." + "reason": "Import slowdown is not the same as unsafe sys.modules access." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "KV-cache continuation indexing and trust_remote_code cache-path collisions are unrelated." }, { "left": "issue:44561", "right": "issue:45632", "accept": false, - "reason": "Removal of is_torch_fx_available affecting trust_remote_code is a different failure from local-model cache-path collisions." + "reason": "Breaking trust_remote_code by removing a helper is a different code path from local-model cache-path collision." }, { "left": "issue:36246", "right": "issue:38617", "accept": false, - "reason": "Different missing imports in different modules; no evidence of a shared root cause." + "reason": "Both are import-related, but they target different missing names and different modules; not a single duplicate bug." }, { "left": "issue:45563", "right": "issue:45584", "accept": false, - "reason": "A stale warning in paged generate is not the same as Whisper failing on empty transcription." + "reason": "Paged generate warning cleanup and Whisper empty-transcription failure are separate issues." }, { "left": "issue:43643", "right": "issue:44496", "accept": false, - "reason": "Missing fields from trust_remote_code AutoConfig and unrecognized model_type are different config-loading bugs." + "reason": "Missing fields from AutoConfig with trust_remote_code is not the same as failing to recognize a model in config.json." }, { - "left": "issue:42490", - "right": "issue:45632", + "left": "issue:44964", + "right": "issue:45600", "accept": false, - "reason": "Trailing-slash path handling and leaf-directory cache collisions are distinct path-resolution bugs." - } - ] - }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "reason": "Phi-4 multimodal loading failure and stale auto_mappings references to removed Sam3LiteText configs are different problems." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "A CI test failure in GraniteSpeech is not the same as a model-loading regression for Phi-4 multimodal." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Pipeline processor lookup bug vs a notebook syntax error; no shared underlying change." + }, + { + "left": "issue:42490", + "right": "issue:45632", + "accept": false, + "reason": "Trailing-slash path warning and cache-path collision for trust_remote_code are distinct path-handling bugs." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Two different multimodal loading failures affecting different models and likely different code paths." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Dequantized save failure for Ministral/Devstral is unrelated to FlashAttention crashes in v5 RC." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metric-gathering label truncation and auxiliary-loss normalization are unrelated training bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -10020,23 +10078,23 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-409", + "cluster_id": "cluster-10000-410", "nodes": [ + "issue:32090", + "issue:35141", + "issue:38175", "issue:41950", "issue:42175", - "issue:42907", "issue:43295", "issue:43299", "issue:43335", "issue:43381", - "issue:43388", - "issue:43441", "issue:43479", "issue:43525", "issue:43526", "issue:43531", + "issue:43577", "issue:43673", - "issue:43688", "issue:43824", "issue:43854", "issue:43901", @@ -10044,7 +10102,6 @@ "issue:44016", "issue:44062", "issue:44075", - "issue:44112", "issue:44220", "issue:44242", "issue:44279", @@ -10052,9 +10109,10 @@ "issue:44351", "issue:44368", "issue:44496", + "issue:44617", + "issue:44683", "issue:44779", "issue:44933", - "issue:44964", "issue:45020", "issue:45042", "issue:45200", @@ -10063,6 +10121,7 @@ "issue:45335", "issue:45357", "issue:45405", + "issue:45542", "issue:45584", "issue:45593", "issue:45600", @@ -10071,14 +10130,8 @@ "issue:45823" ], "soft_pairs": [ - "issue:41950|issue:44016", - "issue:44112|issue:44964", - "issue:44964|issue:45600", - "issue:42907|issue:43441", - "issue:43854|issue:44964", "issue:43673|issue:44336", "issue:44016|issue:44220", - "issue:43388|issue:43688", "issue:43295|issue:45335", "issue:43531|issue:45600", "issue:42175|issue:44279", @@ -10087,229 +10140,228 @@ "issue:43299|issue:45216", "issue:43335|issue:45593", "issue:44075|issue:44368", - "issue:45335|issue:45584", "issue:43381|issue:45593", - "issue:43299|issue:45357", + "issue:45335|issue:45584", "issue:43901|issue:44496", + "issue:43299|issue:45357", "issue:44496|issue:45759", "issue:43976|issue:45405", "issue:41950|issue:45020", "issue:44242|issue:45200", "issue:44351|issue:45278", - "issue:44016|issue:44062", "issue:43479|issue:43525", "issue:43824|issue:44933", "issue:44779|issue:45812", - "issue:41950|issue:45823" + "issue:44683|issue:45542", + "issue:44016|issue:44062", + "issue:41950|issue:45823", + "issue:43577|issue:45216", + "issue:38175|issue:44617", + "issue:32090|issue:35141", + "issue:43299|issue:43854" ], - "prepared_review_unit_hash": "08d833fd61695c844ed4b96bd05fcc8211861b63ef1069dcdf1faa1668ea0e69", + "prepared_review_unit_hash": "db466fb854fbb375907b1b1bb95cd01f71de377210a5e24e9b417df113179603", "component_budget": { - "node_count": 409, - "item_count": 409, - "soft_pair_count": 1530, - "serialized_chars": 789356, - "estimated_input_tokens": 197339, - "estimated_eval_tokens": 394934 + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 30, - "serialized_chars": 36080, - "estimated_input_tokens": 9020, - "estimated_eval_tokens": 18296 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36382, + "estimated_input_tokens": 9096, + "estimated_eval_tokens": 18448 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "The set is a grab bag of distinct Transformers regressions and docs/test issues; there isn\u2019t a convincing duplicate pair among the soft edges. The clearest cluster anchor is the broad v5 remote-code/model-loading regression report.", - "confidence": 0.78, - "canonical_issue_reason": "issue:45020 is the broadest, most central report: it describes a recent-version regression breaking remote_code models, which plausibly covers several narrower load/import failures in this set.", + "summary": "No duplicate cluster here: the issues span unrelated models, pipelines, configs, tokenizer behavior, packaging, and docs/runtime regressions. I would not merge any of the soft-edge pairs.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:45020 is the strongest standalone triage target: broad impact, detailed reproduction, and a clear regression framing that makes it useful as the umbrella issue.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:41950", - "right": "issue:44016", - "accept": false, - "reason": "Video-classification processor selection bug vs a notebook syntax error; unrelated symptoms and code paths." - }, - { - "left": "issue:44112", - "right": "issue:44964", - "accept": false, - "reason": "CI stale device override test in GraniteSpeech vs Phi-4 multimodal model loading; different failures." - }, - { - "left": "issue:44964", - "right": "issue:45600", - "accept": false, - "reason": "Model loading failure for Phi-4 multimodal vs auto-mappings referencing removed Sam3LiteText configs; distinct breakages." - }, - { - "left": "issue:42907", - "right": "issue:43441", - "accept": false, - "reason": "Dequantized save failure for Ministral/Devstral vs FlashAttention load failure for Ministral-3; different bug surfaces." - }, - { - "left": "issue:43854", - "right": "issue:44964", - "accept": false, - "reason": "GLM-4.7-Flash unit-test load issue vs Phi-4 multimodal load issue; not the same model/path." - }, { "left": "issue:43673", "right": "issue:44336", "accept": false, - "reason": "Generation cache missing in chunked prefill vs ANSI escape codes in loading_report; unrelated subsystems." + "reason": "Different subsystems and failure modes: GenerationMixin chunked-prefill cache handling vs ANSI formatting in loading_report." }, { "left": "issue:44016", "right": "issue:44220", "accept": false, - "reason": "Notebook syntax error vs audio feature extraction bug; different code paths and symptoms." - }, - { - "left": "issue:43388", - "right": "issue:43688", - "accept": false, - "reason": "Metrics label handling vs MoE auxiliary loss normalization; both training-related but not the same defect." + "reason": "Notebook syntax error is unrelated to audio feature extraction in _torch_extract_fbank_features()." }, { "left": "issue:43295", "right": "issue:45335", "accept": false, - "reason": "Processor.tokenizer / image-input regression vs t5gemma embedding resize behavior; separate model-family bugs." + "reason": "Both are regressions, but one is about processor/tokenizer input handling and the other about resizing token embeddings in t5gemma." }, { "left": "issue:43531", "right": "issue:45600", "accept": false, - "reason": "Qwen3-MoE sliding_window issue vs removed-config references in auto_mappings; unrelated." + "reason": "Qwen3-MoE sliding_window behavior and stale Sam3LiteText auto_mappings references are unrelated bugs." }, { "left": "issue:42175", "right": "issue:44279", "accept": false, - "reason": "Torch extra omits TensorFlow backend dependency vs generic dependency issue; not the same concrete package problem." + "reason": "Both mention dependencies, but one is a pip extras/backend omission and the other is a vague transformers dependency issue with no shared concrete code path." }, { "left": "issue:43526", "right": "issue:43901", "accept": false, - "reason": "BeitImageProcessorFast reduce_labels bug vs docs mentioning return_all_scores; different layers and outcomes." + "reason": "BeitImageProcessorFast label reduction bug is unrelated to a documentation mismatch about return_all_scores." }, { "left": "issue:44496", "right": "issue:45042", "accept": false, - "reason": "Unrecognized model/config loading error vs PIL image processors requiring torchvision; distinct import/load failures." + "reason": "Model config resolution failure and PIL image processor torchvision dependency checks are different issues." }, { "left": "issue:43299", "right": "issue:45216", "accept": false, - "reason": "Qwen3 VL MoE model loading breakage vs incorrect save_pretrained checkpoint contents; load-time vs save-time bug." + "reason": "Qwen3VL MoE loading regression and Qwen3.5 save_pretrained checkpoint corruption affect different code paths." }, { "left": "issue:43335", "right": "issue:45593", "accept": false, - "reason": "SwitchTransformersConfig sparse-layer creation bug vs D-FINE auxiliary-loss omission; unrelated model implementations." + "reason": "SwitchTransformers sparse-layer construction and D-FINE auxiliary-loss logic are unrelated model-specific bugs." }, { "left": "issue:44075", "right": "issue:44368", "accept": false, - "reason": "SGD optimizer args ignored vs Qwen3.5 tie_word_embeddings warning; different functionality." - }, - { - "left": "issue:45335", - "right": "issue:45584", - "accept": false, - "reason": "Embedding resize propagation bug vs Whisper empty-transcription generation failure; separate behaviors." + "reason": "SGD optimizer arguments not being used is unrelated to a tie_word_embeddings warning during Qwen fine-tuning." }, { "left": "issue:43381", "right": "issue:45593", "accept": false, - "reason": "Gradient checkpointing eval-mode incompatibility vs D-FINE loss handling; not the same issue." + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary losses are separate behaviors with no shared root cause." }, { - "left": "issue:43299", - "right": "issue:45357", + "left": "issue:45335", + "right": "issue:45584", "accept": false, - "reason": "Qwen3.5/3.6 loading failure vs incorrect visual encoder keys on save; related model family but different concrete bugs." + "reason": "t5gemma embedding resize propagation and Whisper empty-transcription handling after align_special_tokens are different bugs." }, { "left": "issue:43901", "right": "issue:44496", "accept": false, - "reason": "Docs/API mismatch for return_all_scores vs unrecognized model config loading; unrelated." + "reason": "Docs wording for TextClassificationPipeline is unrelated to a model-loading config error." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both concern Qwen multimodal models, but one is a loading regression and the other is incorrect save_pretrained visual encoder keys." }, { "left": "issue:44496", "right": "issue:45759", "accept": false, - "reason": "Unrecognized model/config loading error vs from_config not unwrapping text_config; different composite-model path." + "reason": "Unrecognized model config and failure to unwrap text_config in composite Qwen configs are different loader failures." }, { "left": "issue:43976", "right": "issue:45405", "accept": false, - "reason": "Python-version compatibility break vs bumped MIN_PEFT_VERSION; one is runtime support, the other a dependency floor." + "reason": "Python version incompatibility is unrelated to the PEFT minimum-version bump." }, { "left": "issue:41950", "right": "issue:45020", "accept": false, - "reason": "Video pipeline processor lookup bug vs broad remote_code/model-loading regression; not the same underlying defect." + "reason": "Video-classification processor lookup and remote_code breakage are unrelated subsystems." }, { "left": "issue:44242", "right": "issue:45200", "accept": false, - "reason": "Router-logits load-balancing loss bug vs Gemma 4 mm_token_type_ids defaulting; distinct training/runtime logic." + "reason": "MoE load-balancing loss computation and Gemma4 mm_token_type_ids defaults are different model-training issues." }, { "left": "issue:44351", "right": "issue:45278", "accept": false, - "reason": "Missing HybridCache export vs broad import errors after upgrade; the latter is an umbrella symptom, not the same concrete bug." - }, - { - "left": "issue:44016", - "right": "issue:44062", - "accept": false, - "reason": "Notebook syntax error vs AddedToken keyword-argument TypeError; unrelated parsing/runtime issues." + "reason": "A missing HybridCache export is too specific to merge with a broad 'many import errors' report." }, { "left": "issue:43479", "right": "issue:43525", "accept": false, - "reason": "Phi4Multimodal default config initialization vs Llama4Config missing pad_token_id attribute; different config bugs." + "reason": "Phi4MultimodalConfig default config initialization and Llama4Config missing pad_token_id are separate config bugs." }, { "left": "issue:43824", "right": "issue:44933", "accept": false, - "reason": "Missing Qwen2_5_VLForConditionalGeneration export vs missing image_utils import; both import errors but different symbols and causes." + "reason": "These are both import errors, but they concern different symbols/modules and do not share the same underlying defect." }, { "left": "issue:44779", "right": "issue:45812", "accept": false, - "reason": "Deepseek tokenizer regression vs Granite AutoTokenizer wrong IDs; tokenizer bugs, but model-specific and not the same change." + "reason": "Tokenizer regression for Deepseek and wrong token IDs for Granite are model-specific and not the same bug." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and TensorFlow/tensorboard installation behavior are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error is unrelated to AddedToken receiving duplicate special arguments." }, { "left": "issue:41950", "right": "issue:45823", "accept": false, - "reason": "Video pipeline processor lookup vs Gemma4 PLE device mismatch during forward; different model families and failure modes." + "reason": "Video-classification pipeline processor lookup and Gemma4 device_map forward placement are different issues." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Blip2 dtype propagation on load and Qwen3.5 save_pretrained key corruption are unrelated regressions." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and CUDA OOM in Sam3Video are different failure classes." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer _gpu_broadcast_one TypeError and token embedding reinitialization in post_init are unrelated bugs." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A single missing HybridCache import is not the same underlying problem as a broad post-upgrade import breakage report." } ] }, @@ -10331,44 +10383,43 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-409", + "cluster_id": "cluster-10000-410", "nodes": [ - "issue:32090", - "issue:35141", - "issue:38175", "issue:39692", "issue:41950", "issue:42994", "issue:43065", + "issue:43122", "issue:43295", - "issue:43299", "issue:43317", "issue:43441", "issue:43450", - "issue:43577", "issue:43650", "issue:43653", "issue:43723", - "issue:43854", + "issue:43784", "issue:43901", "issue:43976", + "issue:43994", + "issue:44016", "issue:44162", "issue:44261", "issue:44263", "issue:44279", + "issue:44291", "issue:44297", + "issue:44361", "issue:44462", "issue:44466", "issue:44521", - "issue:44617", "issue:44623", + "issue:44671", "issue:44683", "issue:44749", "issue:44779", "issue:44898", "issue:44987", "issue:45081", - "issue:45216", "issue:45276", "issue:45290", "issue:45325", @@ -10378,223 +10429,197 @@ "issue:45593", "issue:45600", "issue:45712", + "issue:45823", "issue:45834", "issue:45907" ], "soft_pairs": [ - "issue:44683|issue:45542", - "issue:43577|issue:45216", - "issue:38175|issue:44617", - "issue:43299|issue:43854", "issue:39692|issue:43901", - "issue:32090|issue:35141", "issue:44279|issue:45405", - "issue:41950|issue:43650", - "issue:44462|issue:45081", "issue:43295|issue:44779", + "issue:44462|issue:45081", + "issue:41950|issue:43650", "issue:43976|issue:44987", "issue:44297|issue:44462", "issue:43976|issue:44279", "issue:45081|issue:45907", "issue:44521|issue:45325", + "issue:43450|issue:44279", "issue:43441|issue:45834", "issue:45600|issue:45712", - "issue:43450|issue:44279", "issue:43065|issue:44898", "issue:42994|issue:43317", - "issue:44623|issue:45397", "issue:44261|issue:44263", - "issue:44623|issue:44749", "issue:44466|issue:45276", - "issue:43650|issue:45290", "issue:43441|issue:44683", + "issue:44623|issue:45397", + "issue:44623|issue:44749", + "issue:43650|issue:45290", "issue:43653|issue:45593", - "issue:43723|issue:44162" + "issue:43723|issue:44162", + "issue:44016|issue:45823", + "issue:44361|issue:45593", + "issue:44671|issue:44779", + "issue:44987|issue:45542", + "issue:43901|issue:43994", + "issue:43784|issue:45542", + "issue:43122|issue:43650", + "issue:44016|issue:44291" ], - "prepared_review_unit_hash": "6d13fd6ed1247d14279fab11f45e9d9969c50d83ba846cd87e4c56b0570dfb17", + "prepared_review_unit_hash": "28984978ee6370ac7f88c7f86ea0905e1706c71a380fe07b6311e49f34c2e687", "component_budget": { - "node_count": 409, - "item_count": 409, - "soft_pair_count": 1530, - "serialized_chars": 789356, - "estimated_input_tokens": 197339, - "estimated_eval_tokens": 394934 + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 }, "budget": { "node_count": 47, "item_count": 47, - "soft_pair_count": 28, - "serialized_chars": 35546, - "estimated_input_tokens": 8887, - "estimated_eval_tokens": 18030 + "soft_pair_count": 31, + "serialized_chars": 36421, + "estimated_input_tokens": 9106, + "estimated_eval_tokens": 18468 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose collection of mostly unrelated transformer regressions and docs issues. The soft pairs are superficially similar in a few tokenizer/model-loading areas, but they do not look like the same underlying bug or change, so none should be merged as duplicates.", - "confidence": 0.41, - "canonical_issue_reason": "Issue 43723 is the broadest, most representative tokenizer-loading regression in the set; it best captures the shared v5 AutoTokenizer breakage theme without being overly narrow to one model or edge case.", + "summary": "No soft-edge pair looks like a true duplicate/change-equivalent match. The cluster has some tokenizer/processor/loading regressions, but the paired artifacts still point to different concrete failure modes, models, or code paths.", + "confidence": 0.95, + "canonical_issue_reason": "issue:43723 is the best cluster anchor: it is a clear v5 tokenizer-loading regression and the broadest representative of the tokenizer-related near-matches.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43723 is the best global representative because it is self-contained, user-facing, and closest to the common loading/compatibility failures that recur across the tokenizer-related items.", + "best_issue_reason": "issue:43723 is the most actionable and general issue in this set; it captures the shared tokenizer-loading regression theme better than the more model-specific or unrelated reports.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44683", - "right": "issue:45542", - "accept": false, - "reason": "Completely different failures: flex_attention compilation vs missing TensorFlow backend with tensorboard." - }, - { - "left": "issue:43577", - "right": "issue:45216", - "accept": false, - "reason": "Different models and bugs: BLIP2 dtype propagation vs Qwen3.5 save_pretrained checkpoint serialization." - }, - { - "left": "issue:38175", - "right": "issue:44617", - "accept": false, - "reason": "Unrelated problems: SIGLIP2 zero probabilities vs Sam3Video CUDA OOM." - }, - { - "left": "issue:43299", - "right": "issue:43854", - "accept": false, - "reason": "Both are load failures, but for different model families and different root causes; not the same bug." - }, { "left": "issue:39692", "right": "issue:43901", "accept": false, - "reason": "Both mention docs, but one is a multimodal SigLIP2 example with runtime errors while the other is a TextClassificationPipeline doc mismatch." - }, - { - "left": "issue:32090", - "right": "issue:35141", - "accept": false, - "reason": "Trainer GPU broadcast NoneType error is unrelated to resize_token_embeddings reinitializing output embeddings." + "reason": "Both involve docs/examples around pipelines, but one reports SigLIP2 example errors and quantization failure while the other is a TextClassificationPipeline docs mismatch; different bugs." }, { "left": "issue:44279", "right": "issue:45405", "accept": false, - "reason": "A generic dependency problem is not the same as bumping MIN_PEFT_VERSION to an unreleased version." + "reason": "A generic dependency problem is not the same as bumping MIN_PEFT_VERSION; they describe different package/version issues." }, { - "left": "issue:41950", - "right": "issue:43650", + "left": "issue:43295", + "right": "issue:44779", "accept": false, - "reason": "Video pipeline processor lookup and a generic placeholder issue title are unrelated." + "reason": "One is a processor/tokenizer regression in custom model code, the other is Deepseek tokenization output differences; related area, different underlying bug." }, { "left": "issue:44462", "right": "issue:45081", "accept": false, - "reason": "Both involve tokenizers, but one is AutoTokenizer ignoring tokenizer.json while the other is a Mistral regex patch crash; different code paths and failures." + "reason": "Both are tokenizer-loading related, but one ignores repository tokenizer.json and the other crashes in the Mistral regex patch path; not the same failure." }, { - "left": "issue:43295", - "right": "issue:44779", + "left": "issue:41950", + "right": "issue:43650", "accept": false, - "reason": "Custom model code accessing processor.tokenizer and Deepseek tokenizer regressions are distinct issues." + "reason": "Video-classification processor lookup and an unrelated placeholder issue ('ADD THE DATA') are not the same bug." }, { "left": "issue:43976", "right": "issue:44987", "accept": false, - "reason": "Python version compatibility and a specific model loading failure are not the same problem." + "reason": "Python-version compatibility and a model-loading failure for physical-intelligence/fast are different issues." }, { "left": "issue:44297", "right": "issue:44462", "accept": false, - "reason": "Serialization mismatch in tokenizer_config.json is related to, but not the same as, ignoring tokenizer.json from the repo." + "reason": "Both concern tokenizer serialization/loading, but one is tokenizer_class metadata mismatch on save and the other is AutoTokenizer ignoring tokenizer.json; distinct code paths." }, { "left": "issue:43976", "right": "issue:44279", "accept": false, - "reason": "Python support regression and dependency/version bump are unrelated." + "reason": "A Python support regression is not the same as a vague dependency issue." }, { "left": "issue:45081", "right": "issue:45907", "accept": false, - "reason": "Tokenizer regex crash and list_repo_files not forwarding revision are unrelated APIs." + "reason": "Tokenizer regex patch crash and list_repo_files missing revision forwarding are unrelated." }, { "left": "issue:44521", "right": "issue:45325", "accept": false, - "reason": "Both are multimodal, but assistant masks in chat templating and rope index scaling are different bugs." + "reason": "Multimodal assistant-mask generation and Qwen2.5-VL rope-index scaling are different multimodal bugs." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video-processor batch shape bug and a dependency issue do not match." }, { "left": "issue:43441", "right": "issue:45834", "accept": false, - "reason": "Ministral FlashAttention failure and Kosmos2.5 OCR index error are unrelated." + "reason": "FlashAttention on Ministral-3 and Kosmos2.5 OCR index errors are unrelated model-specific failures." }, { "left": "issue:45600", "right": "issue:45712", "accept": false, - "reason": "Removed auto_mappings references and leftover dummy classes are separate CI hygiene problems." - }, - { - "left": "issue:43450", - "right": "issue:44279", - "accept": false, - "reason": "Batched video processor shape bug and a dependency issue are unrelated." + "reason": "Both are repo/CI hygiene issues, but one is stale auto_mappings references and the other is dummy class cleanup; not the same problem." }, { "left": "issue:43065", "right": "issue:44898", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder and Perceiver interpolation failure are different model-specific issues." + "reason": "Both are vision-model issues, but one is a dummy Conv2d in Sam3PixelDecoder and the other is a Perceiver resize/classification failure; different code paths." }, { "left": "issue:42994", "right": "issue:43317", "accept": false, - "reason": "Quantized model saving failure and dequantized model offload loading failure are different quantization paths." - }, - { - "left": "issue:44623", - "right": "issue:45397", - "accept": false, - "reason": "Missing processor save files and gemma-4 zero3 from_pretrained are unrelated." + "reason": "Quantized model saving and dequantized model loading with device_map=auto are different quantization/offload failures." }, { "left": "issue:44261", "right": "issue:44263", "accept": false, - "reason": "A missing rms_norm_eps precision issue and a torch.split return-value issue are unrelated." - }, - { - "left": "issue:44623", - "right": "issue:44749", - "accept": false, - "reason": "Processor save_pretrained file omission and a large slowdown after upgrade are different symptoms and causes." + "reason": "One is a missing config epsilon in MLA norm, the other is torch.split return handling in GlmMoeDsaIndexer; unrelated." }, { "left": "issue:44466", "right": "issue:45276", "accept": false, - "reason": "Serialization of lm_head.weight by device and resize_token_embeddings not updating gemma4 embeddings are related only broadly, not the same bug." + "reason": "Inconsistent lm_head serialization and resize_token_embeddings not propagating are different model-state bugs." }, { - "left": "issue:43650", - "right": "issue:45290", + "left": "issue:43441", + "right": "issue:44683", "accept": false, - "reason": "Generic placeholder issue and chat-template crash on tool-call assistant messages are unrelated." + "reason": "FlashAttention failure on Ministral-3 and compiled flex_attention failing on torch>=2.9 are separate attention-stack issues." }, { - "left": "issue:43441", - "right": "issue:44683", + "left": "issue:44623", + "right": "issue:45397", "accept": false, - "reason": "FlashAttention failure in one model and compiled flex_attention failure on newer torch are different attention bugs." + "reason": "Processor save_pretrained missing files and gemma-4 zero3 from_pretrained are different save/load paths." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor serialization missing files and a Chinese report about slower filtering in v5.3.0 are not the same bug." + }, + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "'ADD THE DATA' is unrelated to apply_chat_template crashing on tool-call assistant messages." }, { "left": "issue:43653", @@ -10606,7 +10631,55 @@ "left": "issue:43723", "right": "issue:44162", "accept": false, - "reason": "Tokenizer loading regression and ESM2 breakage are not the same underlying issue." + "reason": "AutoTokenizer.from_pretrained loading in v5 and ESM2 breaking are different model/loading problems." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer task-time AttributeError and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Both are wrong-output regressions, but CamemBERT masked LM predictions and Deepseek tokenizer results are different code paths/models." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Model-loading failure and a TensorBoard/TensorFlow backend dependency issue are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Documentation wording for return_all_scores and SigLIP2 nonsensical inference results are different issues." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "A NameError when importing sentence-transformers and a TensorBoard backend dependency problem are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer-output drift and 'ADD THE DATA' are not the same bug." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "A notebook syntax error and an init_empty_weights TypeError are unrelated." } ] }, @@ -10628,7 +10701,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-409", + "cluster_id": "cluster-10000-410", "nodes": [ "issue:16998", "issue:22355", @@ -10637,281 +10710,295 @@ "issue:41950", "issue:42491", "issue:42757", - "issue:43122", "issue:43262", "issue:43299", "issue:43352", "issue:43450", "issue:43525", "issue:43643", - "issue:43650", "issue:43673", "issue:43761", - "issue:43784", + "issue:43824", "issue:43881", "issue:43901", "issue:43976", - "issue:43994", - "issue:44016", + "issue:44162", "issue:44188", "issue:44220", "issue:44242", "issue:44246", - "issue:44291", "issue:44295", "issue:44297", "issue:44336", "issue:44351", - "issue:44361", "issue:44373", "issue:44485", "issue:44496", "issue:44521", + "issue:44561", "issue:44589", "issue:44617", - "issue:44671", + "issue:44749", "issue:44779", - "issue:44987", + "issue:44857", + "issue:44871", + "issue:44964", + "issue:45003", + "issue:45081", + "issue:45200", "issue:45250", + "issue:45292", "issue:45362", "issue:45397", - "issue:45542", - "issue:45593", - "issue:45823" + "issue:45593" ], "soft_pairs": [ - "issue:44016|issue:45823", - "issue:44361|issue:45593", - "issue:44671|issue:44779", - "issue:44987|issue:45542", - "issue:43901|issue:43994", - "issue:43122|issue:43650", - "issue:43784|issue:45542", - "issue:44297|issue:45397", - "issue:44016|issue:44291", "issue:44188|issue:44336", - "issue:43673|issue:43761", - "issue:43262|issue:44521", + "issue:44297|issue:45397", "issue:43450|issue:44617", + "issue:43262|issue:44521", + "issue:43673|issue:43761", "issue:43525|issue:43881", "issue:43525|issue:43643", - "issue:44336|issue:44373", - "issue:41628|issue:43976", "issue:44589|issue:45362", + "issue:41628|issue:43976", "issue:43901|issue:44246", - "issue:44295|issue:45397", + "issue:44336|issue:44373", "issue:42491|issue:43299", "issue:44242|issue:45593", "issue:16998|issue:22355", + "issue:44295|issue:45397", "issue:44246|issue:44496", "issue:41950|issue:44220", "issue:44336|issue:44485", "issue:36246|issue:42757", + "issue:36246|issue:44351", "issue:43352|issue:45250", - "issue:36246|issue:44351" + "issue:43824|issue:43976", + "issue:43976|issue:44964", + "issue:43673|issue:44561", + "issue:44246|issue:44871", + "issue:44242|issue:44857", + "issue:45081|issue:45362", + "issue:44295|issue:44749", + "issue:44162|issue:45200", + "issue:44779|issue:45292", + "issue:43901|issue:45003" ], - "prepared_review_unit_hash": "1ab7d779159f3a79aa66d1ef163ae0fdcbd40066a3156ef62ffd11ce82cae804", + "prepared_review_unit_hash": "dc21e7da78ada6acec5a1f3988168cf37393633ad51420830b649dee179a1d62", "component_budget": { - "node_count": 409, - "item_count": 409, - "soft_pair_count": 1530, - "serialized_chars": 789356, - "estimated_input_tokens": 197339, - "estimated_eval_tokens": 394934 + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 29, - "serialized_chars": 36013, - "estimated_input_tokens": 9004, - "estimated_eval_tokens": 18264 + "soft_pair_count": 31, + "serialized_chars": 36764, + "estimated_input_tokens": 9191, + "estimated_eval_tokens": 18638 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These items are a heterogeneous mix of unrelated Transformers bugs, regressions, and docs issues; none of the soft pairs look like the same underlying fix target.", - "confidence": 0.96, - "canonical_issue_reason": "No single canonical issue emerges here: the reports span different models, APIs, and failure modes rather than one duplicate bug.", + "summary": "These items are mostly unrelated Transformers bugs, regressions, and import/config issues. None of the proposed soft edges look like the same underlying bug or change, so all are rejected. The strongest standalone issue in this set is 44521.", + "confidence": 0.66, + "canonical_issue_reason": "Issue 44521 is the clearest anchor: it is an open, concrete bug in apply_chat_template for multimodal inputs, with clear repro details and multiple inbound references.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 44521 is the best standalone anchor if one must be chosen: it is open, detailed, reproducible, and clearly scoped.", + "best_issue_reason": "Issue 44521 is the best overall issue candidate because it is specific, current, and well-scoped; the rest are mostly isolated import errors, version regressions, or unrelated subsystem complaints.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44016", - "right": "issue:45823", - "accept": false, - "reason": "Notebook syntax error and Gemma4 device-mapping mismatch are unrelated problems." - }, - { - "left": "issue:44361", - "right": "issue:45593", - "accept": false, - "reason": "Different components and symptoms: tokenizer AttributeError vs D-FINE auxiliary-loss handling." - }, - { - "left": "issue:44671", - "right": "issue:44779", - "accept": false, - "reason": "Both are model/tokenizer regressions, but they affect different models and code paths." - }, - { - "left": "issue:44987", - "right": "issue:45542", - "accept": false, - "reason": "Loading a physical-intelligence model and TensorFlow backend detection are unrelated." - }, - { - "left": "issue:43901", - "right": "issue:43994", - "accept": false, - "reason": "Docs mismatch for return_all_scores is not the same bug as incorrect SigLIP2 outputs." - }, - { - "left": "issue:43122", - "right": "issue:43650", - "accept": false, - "reason": "Tokenizer behavior regression and the unrelated placeholder issue title do not match." - }, - { - "left": "issue:43784", - "right": "issue:45542", + "left": "issue:44188", + "right": "issue:44336", "accept": false, - "reason": "Sentence-transformers import NameError and undefined tf backend are different failures." + "reason": "Different subsystems and failure modes: attention-kernel divergence under torch.compile vs ANSI codes emitted by loading_report." }, { "left": "issue:44297", "right": "issue:45397", "accept": false, - "reason": "Tokenizer save_pretrained metadata bug and Gemma4 zero3 loading failure are distinct." - }, - { - "left": "issue:44016", - "right": "issue:44291", - "accept": false, - "reason": "Notebook syntax error and init_empty_weights TypeError are unrelated." - }, - { - "left": "issue:44188", - "right": "issue:44336", - "accept": false, - "reason": "Attention-kernel branching bug and ANSI output in loading_report are different areas." + "reason": "Tokenizer config metadata mismatch is unrelated to gemma-4 zero3 from_pretrained loading failure." }, { - "left": "issue:43673", - "right": "issue:43761", + "left": "issue:43450", + "right": "issue:44617", "accept": false, - "reason": "Cache missing in chunked_prefill and CLIP hidden_states regression are different code paths." + "reason": "Video processor batched-shape bug and Sam3Video CUDA OOM are different problems, not one code path." }, { "left": "issue:43262", "right": "issue:44521", "accept": false, - "reason": "Both mention chat templates, but one is audio sampling-rate defaulting and the other is assistant mask generation." + "reason": "Both involve apply_chat_template, but one is audio sampling-rate defaulting and the other is multimodal assistant_mask generation; not the same bug." }, { - "left": "issue:43450", - "right": "issue:44617", + "left": "issue:43673", + "right": "issue:43761", "accept": false, - "reason": "Video batch shape bug and Sam3Video CUDA OOM are not the same underlying issue." + "reason": "Generation cache missing in chunked_prefill and CLIPVisionModel hidden_states regression are separate model/runtime issues." }, { "left": "issue:43525", "right": "issue:43881", "accept": false, - "reason": "Missing pad_token_id and GLM-4V loading failure are separate model/config issues." + "reason": "Llama4Config pad_token_id missing and glm-4v loading failed are model-specific loading issues with different causes." }, { "left": "issue:43525", "right": "issue:43643", "accept": false, - "reason": "Both involve config loading, but the missing-field causes and affected paths differ." + "reason": "Both mention config fields, but one is a missing pad_token_id attribute and the other is trust_remote_code dropping fields; not the same defect." }, { - "left": "issue:44336", - "right": "issue:44373", + "left": "issue:44589", + "right": "issue:45362", "accept": false, - "reason": "ANSI codes in loading_report and a wrong docstring are unrelated." + "reason": "Float8 storage import/type error is unrelated to Qwen3.5 chat crash." }, { "left": "issue:41628", "right": "issue:43976", "accept": false, - "reason": "Import error for AutoImageProcessor and Python version incompatibility are different issues." - }, - { - "left": "issue:44589", - "right": "issue:45362", - "accept": false, - "reason": "Float8 storage import failure and Qwen3.5 chat crash are unrelated." + "reason": "Cannot import AutoImageProcessor and Python-version compatibility are different import/runtime problems." }, { "left": "issue:43901", "right": "issue:44246", "accept": false, - "reason": "A docs note about return_all_scores does not duplicate slow import timing." + "reason": "A docs mismatch about return_all_scores is unrelated to intermittent import slowness." }, { - "left": "issue:44295", - "right": "issue:45397", + "left": "issue:44336", + "right": "issue:44373", "accept": false, - "reason": "position_ids buffer access error and Gemma4 zero3 loading failure are unrelated." + "reason": "ANSI-code leakage in loading_report and a wrong docstring for position_ids are unrelated." }, { "left": "issue:42491", "right": "issue:43299", "accept": false, - "reason": "Both mention Qwen3/MoE regressions, but they are different models and failure scenarios." + "reason": "Both involve Qwen models, but one is LoRA compatibility across hf versions and the other is Qwen3VL Moe loading on v5; different bugs." }, { "left": "issue:44242", "right": "issue:45593", "accept": false, - "reason": "Different loss-calculation bugs in different models and settings." + "reason": "Load-balancing loss omission and D-FINE auxiliary-loss omission are different model-training issues." }, { "left": "issue:16998", "right": "issue:22355", "accept": false, - "reason": "model_max_length question and missing transformers.onnx module are unrelated." + "reason": "Model_max_length question for DeBERTa-V3 and missing transformers.onnx are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Position_ids buffer access error and gemma-4 zero3 loading failure are not the same code-path problem." }, { "left": "issue:44246", "right": "issue:44496", "accept": false, - "reason": "Slow import and unrecognized model config are not the same bug." + "reason": "Import slowdown and unrecognized-model config error are different failure classes." }, { "left": "issue:41950", "right": "issue:44220", "accept": false, - "reason": "Video classification processor selection and fbank extraction are different preprocessing paths." + "reason": "Video-classification pipeline selecting image processors and _torch_extract_fbank_features are different pipeline/audio paths." }, { "left": "issue:44336", "right": "issue:44485", "accept": false, - "reason": "Loading report ANSI output and GLM-5 RoPE implementation are unrelated." + "reason": "ANSI-code formatting leakage and GLM-5 RoPE implementation discussion are unrelated." }, { "left": "issue:36246", "right": "issue:42757", "accept": false, - "reason": "Two separate import errors from different packages and symbols." + "reason": "Missing Qwen2_5_VLImageProcessor and missing is_offline_mode are both import errors, but for different symbols and modules." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor and missing HybridCache are distinct export/import problems." }, { "left": "issue:43352", "right": "issue:45250", "accept": false, - "reason": "Generic Flash Attention 2.0 discussion is not enough to match a specific model-support error." + "reason": "Nemotron-specific Flash Attention 2 support error is not the same as a generic Flash Attention 2 topic." }, { - "left": "issue:36246", - "right": "issue:44351", + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Missing Qwen2_5_VLForConditionalGeneration and Python-version support failure are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44964", + "accept": false, + "reason": "Python-version incompatibility and Phi-4 multimodal loading failure do not share the same underlying bug." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Chunked_prefill cache regression and removal of is_torch_fx_available are separate v5 breakages." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import slowness and Gemma-3 eos_token_id inconsistency are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Load-balancing loss not being added and float16 AMP CUDA crash in LwDetrImageLoss are different bugs." + }, + { + "left": "issue:45081", + "right": "issue:45362", + "accept": false, + "reason": "Mistral regex patch crash and Qwen3.5 chat crash are unrelated model-specific failures." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Reading position_ids after buffer registration and Chinese slowdown after upgrading transformers are not the same issue." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are separate model problems." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Deepseek tokenizer correctness regression and resize_token_embeddings not affecting output embeddings are different code paths." + }, + { + "left": "issue:43901", + "right": "issue:45003", "accept": false, - "reason": "Different missing exports: Qwen image processor vs HybridCache." + "reason": "Docstring mismatch and unsafe sys.modules access in modeling_utils are unrelated." } ] }, @@ -10933,9 +11020,10 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-409", + "cluster_id": "cluster-10000-410", "nodes": [ "issue:36246", + "issue:42886", "issue:43065", "issue:43232", "issue:43257", @@ -10947,29 +11035,27 @@ "issue:43596", "issue:43653", "issue:43673", - "issue:43824", - "issue:43901", - "issue:43976", + "issue:43931", + "issue:44060", + "issue:44077", "issue:44162", - "issue:44242", "issue:44246", - "issue:44295", "issue:44336", + "issue:44368", + "issue:44466", "issue:44496", - "issue:44561", - "issue:44749", - "issue:44779", - "issue:44857", - "issue:44871", + "issue:44734", "issue:44877", - "issue:44964", + "issue:44933", + "issue:44977", "issue:44987", "issue:44995", "issue:45003", "issue:45137", "issue:45200", + "issue:45229", "issue:45292", - "issue:45362", + "issue:45335", "issue:45375", "issue:45397", "issue:45459", @@ -10977,6 +11063,7 @@ "issue:45563", "issue:45584", "issue:45588", + "issue:45600", "issue:45656", "issue:45701", "issue:45759", @@ -10984,238 +11071,238 @@ "issue:46082" ], "soft_pairs": [ - "issue:43824|issue:43976", - "issue:43673|issue:44561", - "issue:43976|issue:44964", - "issue:44242|issue:44857", - "issue:44246|issue:44871", - "issue:44295|issue:44749", - "issue:45362|issue:45375", - "issue:44162|issue:45200", - "issue:44877|issue:45375", - "issue:44779|issue:45292", "issue:45987|issue:46082", "issue:36246|issue:43596", - "issue:43901|issue:45003", + "issue:44877|issue:45375", "issue:45292|issue:45584", - "issue:43232|issue:44336", "issue:45561|issue:45563", - "issue:45292|issue:45701", "issue:43526|issue:45003", + "issue:45292|issue:45701", + "issue:43232|issue:44336", "issue:44987|issue:45459", "issue:44496|issue:45003", "issue:43065|issue:43408", "issue:45375|issue:45759", - "issue:44995|issue:45200", - "issue:43257|issue:45137", "issue:43262|issue:44246", + "issue:43257|issue:45137", + "issue:44995|issue:45200", "issue:43475|issue:43540", - "issue:45397|issue:45656", "issue:43653|issue:44162", - "issue:44995|issue:45588" + "issue:44995|issue:45588", + "issue:45397|issue:45656", + "issue:44466|issue:45335", + "issue:44368|issue:45563", + "issue:44368|issue:44977", + "issue:42886|issue:45229", + "issue:45003|issue:45561", + "issue:43673|issue:44734", + "issue:45137|issue:45600", + "issue:44060|issue:44077", + "issue:43931|issue:44368", + "issue:44933|issue:45459" ], - "prepared_review_unit_hash": "7ca52e0347631b66d6a4ade66e0b71d4bef910baa6feb66f6f43333faa9d1847", + "prepared_review_unit_hash": "ff794b14eae3d8728159a111e084c89edd466a8619cf619bfa46513f2852234d", "component_budget": { - "node_count": 409, - "item_count": 409, - "soft_pair_count": 1530, - "serialized_chars": 789356, - "estimated_input_tokens": 197339, - "estimated_eval_tokens": 394934 + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 35898, - "estimated_input_tokens": 8975, - "estimated_eval_tokens": 18206 + "serialized_chars": 35937, + "estimated_input_tokens": 8985, + "estimated_eval_tokens": 18226 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very heterogeneous, with most pairs only loosely related by model-loading/runtime regressions. I found no soft edge that looks like the same underlying bug/change; all candidate merges should be rejected.", - "confidence": 0.59, - "canonical_issue_reason": "issue:43824 is the clearest, most concrete user-facing regression in the set: a specific ImportError with an explicit missing symbol and obvious repro/impact.", + "summary": "The proposed pairs are mostly superficial or subsystem-level overlaps rather than true duplicates. They should all be rejected. The item set is heterogeneous enough that there is no safe canonical issue or PR for the cluster.", + "confidence": 0.93, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "issue:43824 is the best anchor for the cluster because it is a sharply defined API breakage, whereas most other issues here are broader, config-specific, or unrelated failures.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:43824", - "right": "issue:43976", + "left": "issue:45987", + "right": "issue:46082", "accept": false, - "reason": "ImportError for a Qwen2.5 VL symbol is unrelated to a Python-version compatibility bug." + "reason": "Both concern config/value validation, but one is about StaticCache.get_seq_length() returning the wrong type and the other about LlamaConfig head_dim validation; different code paths and fixes." }, { - "left": "issue:43673", - "right": "issue:44561", + "left": "issue:36246", + "right": "issue:43596", "accept": false, - "reason": "Chunked-prefill cache handling and removal of is_torch_fx_available affect different code paths." + "reason": "Both are import/loading failures, but one is a missing Qwen2.5-VL import and the other is a DeepSpeed ZeRO3/BertModel index error; unrelated bugs." }, { - "left": "issue:43976", - "right": "issue:44964", + "left": "issue:44877", + "right": "issue:45375", "accept": false, - "reason": "Python support/version issue is not the same as loading a specific multimodal model." + "reason": "Both mention strict config handling, but one is about loading granite_speech and the other is a missing Qwen3_5MoeVisionConfig field being dropped; not the same defect." }, { - "left": "issue:44242", - "right": "issue:44857", + "left": "issue:45292", + "right": "issue:45584", "accept": false, - "reason": "MoE load-balancing loss logic is unrelated to mixed-precision image loss crashes." + "reason": "These both involve token/embedding handling, but one is about resize_token_embeddings not updating output embeddings and the other is a Whisper empty-transcription generation failure after align_special_tokens; distinct behavior." }, { - "left": "issue:44246", - "right": "issue:44871", + "left": "issue:45561", + "right": "issue:45563", "accept": false, - "reason": "Import-time slowness and Gemma eos_token_id config mismatch are different problems." + "reason": "Both touch testing/runtime warnings, but one is a pytest-xdist race in patched testing utils and the other is a stale warning for paged generate(); different locations and fixes." }, { - "left": "issue:44295", - "right": "issue:44749", + "left": "issue:43526", + "right": "issue:45003", "accept": false, - "reason": "position_ids buffer access error is unrelated to tokenizer/filtering slowdown." + "reason": "Both involve incorrect handling of values in utilities/model code, but one is BeitImageProcessorFast reduce_labels returning one label and the other is unsafe sys.modules access in modeling_utils; not the same issue." }, { - "left": "issue:45362", - "right": "issue:45375", + "left": "issue:45292", + "right": "issue:45701", "accept": false, - "reason": "A chat crash for Qwen3.5-35B and a missing config field in Qwen3_5MoeVisionConfig are not the same bug." + "reason": "The overlap is only around tokenization/embedding-related symptoms; resize_token_embeddings bugs are unrelated to version-dependent tokenization changes." }, { - "left": "issue:44162", - "right": "issue:45200", + "left": "issue:43232", + "right": "issue:44336", "accept": false, - "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are separate model-specific issues." + "reason": "One is a generation kwargs/cache bug after sync_gpus, the other is ANSI codes emitted by loading_report when not attached to a terminal; no shared code-path." }, { - "left": "issue:44877", - "right": "issue:45375", + "left": "issue:44987", + "right": "issue:45459", "accept": false, - "reason": "Strict config loading for granite_speech is unrelated to the missing deepstack_visual_indexes field." + "reason": "Both involve loading/tokenizer-related errors, but one is a model load failure for physical-intelligence/fast under v5.1.0 and the other is protobuf error handling masking tokenizer exceptions; distinct bugs." }, { - "left": "issue:44779", - "right": "issue:45292", + "left": "issue:44496", + "right": "issue:45003", "accept": false, - "reason": "Tokenizer output regression and resize_token_embeddings/output_embeddings mismatch are different subsystems." + "reason": "One is an unrecognized model/config issue, the other is unsafe sys.modules access in modeling_utils; they do not describe the same underlying failure." }, { - "left": "issue:45987", - "right": "issue:46082", + "left": "issue:43065", + "right": "issue:43408", "accept": false, - "reason": "Cache-length return type bug and LlamaConfig head_dim validation are unrelated." + "reason": "Both are SAM 3 related, but one reports a dummy Conv2d in Sam3PixelDecoder and the other a model-type mismatch warning for sam3_video vs sam3_tracker; different problems." }, { - "left": "issue:36246", - "right": "issue:43596", + "left": "issue:45375", + "right": "issue:45759", "accept": false, - "reason": "Qwen2.5 VL import failure and DeepSpeed/BertModel index error do not share a concrete code path." + "reason": "Both reference Qwen multimodal config handling, but one is a missing deepstack_visual_indexes field in vision config and the other is AutoModelForCausalLM.from_config not unwrapping text_config; separate fixes." }, { - "left": "issue:43901", - "right": "issue:45003", + "left": "issue:43262", + "right": "issue:44246", "accept": false, - "reason": "Documentation mismatch in a pipeline and unsafe sys.modules access are not the same issue." + "reason": "One is audio processor chat-template sampling-rate defaulting incorrectly, the other is slow/occasional import behavior; no duplicate symptom or code path." }, { - "left": "issue:45292", - "right": "issue:45584", + "left": "issue:43257", + "right": "issue:45137", "accept": false, - "reason": "Embedding resize behavior and Whisper empty-transcription failure are distinct bugs." + "reason": "One is Qwen3 MOE weight conversion with accelerate+deepspeed, the other is a Zero3 deque underflow; both involve distributed loading but are different failures." }, { - "left": "issue:43232", - "right": "issue:44336", + "left": "issue:44995", + "right": "issue:45200", "accept": false, - "reason": "Generation kwargs update after sync_gpus is unrelated to ANSI output formatting in loading_report." + "reason": "Both mention index/label-related model behavior, but one is a GlmMoeDsa stale indexer cache crash and the other is Gemma 4 requiring mm_token_type_ids defaults; unrelated." }, { - "left": "issue:45561", - "right": "issue:45563", + "left": "issue:43475", + "right": "issue:43540", "accept": false, - "reason": "pytest-xdist file-race and stale paging warning in generate() are different behaviors." + "reason": "Both are Qwen3 Omni/Video issues, but one is a missing fpn_position_embeddings attribute in SAM 3 Video and the other is a video-input ValueError in Qwen3OmniMoe; not the same bug." }, { - "left": "issue:45292", - "right": "issue:45701", + "left": "issue:43653", + "right": "issue:44162", "accept": false, - "reason": "Embedding resize bug and tokenization changes across versions are not the same defect." + "reason": "One is BigBirdTokenizer special-token registration/empty decode, the other is a broad ESM2 breakage report; no concrete shared defect." }, { - "left": "issue:43526", - "right": "issue:45003", + "left": "issue:44995", + "right": "issue:45588", "accept": false, - "reason": "BeitImageProcessorFast label reduction and sys.modules access are unrelated." + "reason": "Both are cache/indexing related, but one is a stale indexer cache crash in GlmMoeDsa and the other is a flash_attention AttributeError on s_aux=None; different code paths." }, { - "left": "issue:44987", - "right": "issue:45459", + "left": "issue:45397", + "right": "issue:45656", "accept": false, - "reason": "Model-loading failure and protobuf decode-error masking affect different layers." + "reason": "One is gemma-4 ZeRO3 from_pretrained loading, the other is optimizer.step being called twice with deepspeed; both involve deepspeed but are separate bugs." }, { - "left": "issue:44496", - "right": "issue:45003", + "left": "issue:44466", + "right": "issue:45335", "accept": false, - "reason": "Unrecognized model config and unsafe sys.modules lookup are separate failure modes." + "reason": "Both concern resize_token_embeddings not propagating everywhere, but one is a generic lm_head serialization/tied-weights inconsistency and the other is t5gemma decoder.embed_tokens not updating; related theme, not same fix." }, { - "left": "issue:43065", - "right": "issue:43408", + "left": "issue:44368", + "right": "issue:45563", "accept": false, - "reason": "Dummy Conv2d in Sam3PixelDecoder is not the same as a sam3_video vs sam3_tracker config warning." + "reason": "One is a warning about tie_word_embeddings in Qwen3.5 LoRA fine-tuning, the other is a stale num_return_sequences warning in paged generate(); different model/setup and message." }, { - "left": "issue:45375", - "right": "issue:45759", + "left": "issue:44368", + "right": "issue:44977", "accept": false, - "reason": "Missing config field in Qwen3_5MoeVisionConfig and from_config text_config unwrapping are related only broadly, not the same bug." + "reason": "Both are Qwen3.5-related warnings/behavior, but one is tie_word_embeddings warnings during fine-tuning and the other is flash-attention generation failure; distinct code paths." }, { - "left": "issue:44995", - "right": "issue:45200", + "left": "issue:42886", + "right": "issue:45229", "accept": false, - "reason": "Stale indexer cache crash and Gemma 4 text-only mm_token_type_ids default are different code paths." + "reason": "One is offline cache loading for tokenizers, the other is multi-GPU CUDA OOM for Gemma 4 31B; unrelated." }, { - "left": "issue:43257", - "right": "issue:45137", + "left": "issue:45003", + "right": "issue:45561", "accept": false, - "reason": "Qwen3 MoE weight conversion with accelerate/deepspeed and empty-deque ZeRO3 error are unrelated." + "reason": "One is unsafe sys.modules access in modeling_utils, the other is a testing race in captured_info.txt; different subsystems." }, { - "left": "issue:43262", - "right": "issue:44246", + "left": "issue:43673", + "right": "issue:44734", "accept": false, - "reason": "Audio chat-template sample-rate default and import-time slowness are not the same issue." + "reason": "Both touch generation cache behavior, but one is missing GenerationMixin cache in chunked_prefill and the other is a serve-time KV cache continuation tensor indexing crash; not the same underlying bug." }, { - "left": "issue:43475", - "right": "issue:43540", + "left": "issue:45137", + "right": "issue:45600", "accept": false, - "reason": "Missing fpn_position_embeddings and Qwen3OmniMoe video input ValueError are separate SAM/video behaviors." + "reason": "Both are DeepSpeed/CI-related failures, but one is a Zero3 deque underflow and the other is broken auto_mappings references to removed Sam3LiteText configs; unrelated." }, { - "left": "issue:45397", - "right": "issue:45656", + "left": "issue:44060", + "right": "issue:44077", "accept": false, - "reason": "Gemma-4 ZeRO3 loading and double optimizer.step under deepspeed are different training/runtime bugs." + "reason": "One is a Qwen3-Next tied-weights warning bug, the other is an optional post_init policy for patchtsmixer; different models and issues." }, { - "left": "issue:43653", - "right": "issue:44162", + "left": "issue:43931", + "right": "issue:44368", "accept": false, - "reason": "Tokenizer special-token registration and ESM2 breakage are unrelated." + "reason": "Both are Qwen model-loading-ish reports, but one is a weight-shape mismatch for Qwen3-VL-30B and the other is tie_word_embeddings warnings for Qwen3.5 fine-tuning." }, { - "left": "issue:44995", - "right": "issue:45588", + "left": "issue:44933", + "right": "issue:45459", "accept": false, - "reason": "Stale indexer cache and flash_attention s_aux=None crash do not share a concrete failing code path." + "reason": "One is a missing/nonexistent import from image_utils, the other is tokenizer exception masking when protobuf is absent; different modules and symptoms." } ] }, @@ -11237,13 +11324,16 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-409", + "cluster_id": "cluster-10000-410", "nodes": [ "issue:28282", "issue:30990", + "issue:36010", "issue:41628", + "issue:42175", "issue:42371", - "issue:42886", + "issue:42673", + "issue:42831", "issue:42994", "issue:43232", "issue:43452", @@ -11253,295 +11343,309 @@ "issue:43643", "issue:43646", "issue:43673", + "issue:43704", + "issue:43824", "issue:43827", - "issue:43931", "issue:44038", - "issue:44060", - "issue:44077", "issue:44162", + "issue:44222", "issue:44297", + "issue:44351", "issue:44361", - "issue:44368", - "issue:44466", + "issue:44496", "issue:44623", "issue:44661", - "issue:44734", "issue:44749", "issue:44869", "issue:44933", - "issue:44977", + "issue:44964", "issue:45003", "issue:45081", "issue:45092", "issue:45103", "issue:45137", - "issue:45229", "issue:45230", "issue:45310", - "issue:45335", "issue:45356", + "issue:45375", "issue:45381", "issue:45397", - "issue:45459", + "issue:45478", "issue:45561", - "issue:45563", - "issue:45600", - "issue:45656" + "issue:45656", + "issue:45712" ], "soft_pairs": [ - "issue:44466|issue:45335", - "issue:44368|issue:44977", - "issue:44368|issue:45563", - "issue:42886|issue:45229", - "issue:43673|issue:44734", - "issue:45003|issue:45561", - "issue:44060|issue:44077", - "issue:45137|issue:45600", - "issue:43931|issue:44368", - "issue:44933|issue:45459", - "issue:44297|issue:44623", "issue:44869|issue:45356", + "issue:44297|issue:44623", "issue:44361|issue:44749", "issue:43646|issue:44162", + "issue:43452|issue:45003", + "issue:43673|issue:43827", "issue:44623|issue:45656", "issue:44749|issue:45656", - "issue:43673|issue:43827", "issue:44749|issue:45310", - "issue:43452|issue:45003", - "issue:45230|issue:45397", "issue:42994|issue:43482", "issue:43232|issue:43673", - "issue:44038|issue:44623", "issue:42371|issue:45092", "issue:28282|issue:30990", "issue:43475|issue:45381", + "issue:45230|issue:45397", "issue:43475|issue:43643", + "issue:44038|issue:44623", "issue:41628|issue:44933", - "issue:45081|issue:45103", "issue:43475|issue:44661", - "issue:42994|issue:43525" + "issue:45081|issue:45103", + "issue:42994|issue:43525", + "issue:45375|issue:45478", + "issue:45310|issue:45375", + "issue:41628|issue:44351", + "issue:42673|issue:43704", + "issue:42831|issue:44222", + "issue:44222|issue:45310", + "issue:42994|issue:43824", + "issue:36010|issue:41628", + "issue:42175|issue:45712", + "issue:44038|issue:45310", + "issue:44496|issue:45561", + "issue:44964|issue:45137" ], - "prepared_review_unit_hash": "e7695af7cc30de3cd871c6853d241949318cfba00e9863db25eb5d3078b06dca", + "prepared_review_unit_hash": "c041bdf49b4587e6f9e7c1bc83679b107f32bfe2a5cff3c555217125cccba793", "component_budget": { - "node_count": 409, - "item_count": 409, - "soft_pair_count": 1530, - "serialized_chars": 789356, - "estimated_input_tokens": 197339, - "estimated_eval_tokens": 394934 + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 31, - "serialized_chars": 36951, - "estimated_input_tokens": 9238, - "estimated_eval_tokens": 18732 + "soft_pair_count": 33, + "serialized_chars": 37420, + "estimated_input_tokens": 9355, + "estimated_eval_tokens": 18966 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: mostly unrelated Transformers v5 regressions, tokenizer/model-loading bugs, and a few docs/test/import issues. None of the soft pairs look like the same concrete bug or change, so I would not merge any of them as duplicates.", - "confidence": 0.81, - "canonical_issue_reason": "issue:43646 is the broadest, most general v5 regression in the set ('custom model initialization') and is the closest thing to a cluster umbrella, even though the overall set is not a true duplicate cluster.", + "summary": "Most items are unrelated Transformers regressions, import errors, or model-specific bugs. There are at least two clear exact-duplicate issue pairs in the packet: issue:42673/issue:43704 (same Qwen3ForCausalLM VRAM leak symptom) and issue:45310/issue:45478 (identical title about Qwen3.5 MoE from_pretrained errors). Beyond those, the remaining soft edges are mostly conservative and should stay split.", + "confidence": 0.68, + "canonical_issue_reason": "issue:42673 is a strong canonical representative for its duplicate pair because it is the earlier, more detailed report of the Qwen3ForCausalLM multi-dataloader VRAM leak, matching issue:43704.", "canonical_pr_reason": null, - "best_issue_reason": "issue:43646 is the most representative issue because it describes a broad v5 breakage rather than a narrow model-specific symptom.", + "best_issue_reason": "issue:42673 is the best representative overall among the clearly duplicated issues because it has the strongest duplicate evidence and richer discussion context; issue:45310 and issue:45478 are also exact duplicates, but represent a separate Qwen3.5 MoE from_pretrained problem.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:44466", - "right": "issue:45335", + "left": "issue:44869", + "right": "issue:45356", "accept": false, - "reason": "Both touch tied weights, but one is an inconsistent serialization bug and the other is resize_token_embeddings not updating decoder.embed_tokens; different code paths." + "reason": "Different models and failure modes: Whisper timestamp decode crash vs Kimi-K2.5 tokenizer regression." }, { - "left": "issue:44368", - "right": "issue:44977", + "left": "issue:44297", + "right": "issue:44623", "accept": false, - "reason": "One is a tied-weights warning during LoRA fine-tuning; the other is a Qwen3.5 flash-attention generation failure. Same model family, different bugs." + "reason": "Both involve save_pretrained, but one is tokenizer metadata mismatch and the other is missing processor files." }, { - "left": "issue:44368", - "right": "issue:45563", + "left": "issue:44361", + "right": "issue:44749", "accept": false, - "reason": "Both mention warnings, but one is a tied-weights warning and the other is a stale num_return_sequences warning in paged generate(); not the same issue." + "reason": "Unrelated issues: MLukeTokenizer task attribute error vs a Chinese performance regression after upgrading Transformers." }, { - "left": "issue:42886", - "right": "issue:45229", + "left": "issue:43646", + "right": "issue:44162", "accept": false, - "reason": "Offline tokenizer cache loading and multi-GPU CUDA OOM are unrelated failure modes." + "reason": "Both are broad breakages, but the affected models and code paths differ; not the same bug." }, { - "left": "issue:43673", - "right": "issue:44734", + "left": "issue:43452", + "right": "issue:45003", "accept": false, - "reason": "Both involve generation/cache, but one is missing GenerationMixin cache in chunked_prefill and the other is a KV-cache continuation tensor indexing crash in serve; different defects." + "reason": "Loading gguf models/tokenizers is a different path from unsafe sys.modules access in modeling_utils." }, { - "left": "issue:45003", - "right": "issue:45561", + "left": "issue:43673", + "right": "issue:43827", "accept": false, - "reason": "sys.modules access safety and a pytest-xdist file race are unrelated." + "reason": "Generation cache behavior and deprecated pipeline docs are unrelated changes." }, { - "left": "issue:44060", - "right": "issue:44077", + "left": "issue:44623", + "right": "issue:45656", "accept": false, - "reason": "One is a tied-weights warning in Qwen3-Next; the other is an optional post_init restriction in patchtsmixer. No shared code bug." + "reason": "Processor save_pretrained missing files is unrelated to DeepSpeed causing optimizer.step to run twice." }, { - "left": "issue:45137", - "right": "issue:45600", + "left": "issue:44749", + "right": "issue:45656", "accept": false, - "reason": "A DeepSpeed ZeRO3 deque underflow and stale auto_mappings references are unrelated." + "reason": "A data-filtering slowdown and a DeepSpeed optimizer-step bug are not the same underlying issue." }, { - "left": "issue:43931", - "right": "issue:44368", + "left": "issue:44749", + "right": "issue:45310", "accept": false, - "reason": "Weight-shape mismatch while loading Qwen3-VL-30B is not the same bug as a tied-weights warning in Qwen3.5 fine-tuning." + "reason": "Different Qwen model issue types: performance regression versus from_pretrained loading error." }, { - "left": "issue:44933", - "right": "issue:45459", + "left": "issue:42994", + "right": "issue:43482", "accept": false, - "reason": "Both are import/decode related, but one is a nonexistent image_utils import and the other hides tokenizer protobuf decode errors; different root causes." + "reason": "Quantized model save failure and GGUF load failure are opposite directions and different code paths." }, { - "left": "issue:44297", - "right": "issue:44623", + "left": "issue:43232", + "right": "issue:43673", "accept": false, - "reason": "Both concern save_pretrained output, but one is tokenizer_class metadata mismatch and the other is missing processor files; not the same concrete bug." + "reason": "Both concern generation, but one is sync_gpus kwargs handling and the other is missing cache in chunked_prefill." }, { - "left": "issue:44869", - "right": "issue:45356", + "left": "issue:42371", + "right": "issue:45092", "accept": false, - "reason": "Whisper timestamp decoding crash and Kimi-K2.5 tokenizer regression are unrelated." + "reason": "TF backend install packaging and remote-code meta-init incompatibility are unrelated." }, { - "left": "issue:44361", - "right": "issue:44749", + "left": "issue:28282", + "right": "issue:30990", "accept": false, - "reason": "MLukeTokenizer task AttributeError and a tokenizer slowdown after upgrade do not share the same failure mechanism." + "reason": "Missing PyTorch import error is not the same as Sentence Transformers hanging during load." }, { - "left": "issue:43646", - "right": "issue:44162", + "left": "issue:43475", + "right": "issue:45381", "accept": false, - "reason": "Both are broad model-loading breakages, but ESM2 is a model-specific failure, not the same custom initialization regression as issue 43646." + "reason": "Different multimodal models and different bugs: missing attribute vs wrong vision_position_ids." }, { - "left": "issue:44623", - "right": "issue:45656", + "left": "issue:45230", + "right": "issue:45397", "accept": false, - "reason": "processor.save_pretrained missing files and optimizer.step being called twice with deepspeed are unrelated." + "reason": "Generic bug report does not match the specific Gemma-4 ZeRO3 from_pretrained issue." }, { - "left": "issue:44749", - "right": "issue:45656", + "left": "issue:43475", + "right": "issue:43643", "accept": false, - "reason": "A performance regression in filtering and a double optimizer-step bug are different code paths." + "reason": "SAM 3 video encoder attribute error and trust_remote_code field-loss are unrelated." }, { - "left": "issue:43673", - "right": "issue:43827", + "left": "issue:44038", + "right": "issue:44623", "accept": false, - "reason": "Generation cache handling and docs still referencing pipeline() are unrelated." + "reason": "Qwen3-VL-Moe loading issues and processor save_pretrained missing files are different problems." }, { - "left": "issue:44749", - "right": "issue:45310", + "left": "issue:41628", + "right": "issue:44933", "accept": false, - "reason": "Tokenizer slowdown and Qwen3.5 MoE from_pretrained errors are unrelated." + "reason": "Both are import-related, but the missing symbols and affected modules do not match closely enough." }, { - "left": "issue:43452", - "right": "issue:45003", + "left": "issue:43475", + "right": "issue:44661", "accept": false, - "reason": "gguf_file loading breakage and unsafe sys.modules access are different bugs." + "reason": "A SAM 3 video encoder attribute error is unrelated to tokenizer-mapping model registration." }, { - "left": "issue:45230", - "right": "issue:45397", + "left": "issue:45081", + "right": "issue:45103", "accept": false, - "reason": "Generic bug report and gemma-4 zero3 from_pretrained failure are not the same issue." + "reason": "Tokenizer regex patch crash and auto_docstring annotation parsing crash are different code paths." }, { "left": "issue:42994", - "right": "issue:43482", + "right": "issue:43525", "accept": false, - "reason": "Quantized model saving and Qwen2.5-GGUF loading under v5 are related only at a very broad quantization level, but the concrete bugs differ." + "reason": "Quantized save failure and Llama4Config missing pad_token_id are unrelated." }, { - "left": "issue:43232", - "right": "issue:43673", + "left": "issue:45375", + "right": "issue:45478", "accept": false, - "reason": "sync_gpus generation kwargs handling and missing cache in chunked_prefill are different generation bugs." + "reason": "Both are in the Qwen3.5 MoE area, but one is a missing config field and the other is a generic from_pretrained error; not enough to treat as the same bug." }, { - "left": "issue:44038", - "right": "issue:44623", + "left": "issue:45310", + "right": "issue:45375", "accept": false, - "reason": "Qwen3-VL-Moe v5 bug and missing processor.save_pretrained files are unrelated." + "reason": "A Qwen3.5 MoE loading error is not the same as a missing deepstack_visual_indexes config field." }, { - "left": "issue:42371", - "right": "issue:45092", + "left": "issue:41628", + "right": "issue:44351", "accept": false, - "reason": "TF32 settings API guidance and InternVL2 meta-init incompatibility are unrelated." + "reason": "Missing AutoImageProcessor import and missing HybridCache import are different symbol regressions." }, { - "left": "issue:28282", - "right": "issue:30990", + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same exact title and symptom: Qwen3ForCausalLM leaks VRAM across multiple dataloader threads." + }, + { + "left": "issue:42831", + "right": "issue:44222", "accept": false, - "reason": "Missing PyTorch ImportError and Sentence Transformers loading hang are different symptoms and code paths." + "reason": "FineGrainedFP8 accuracy degradation is different from FP8 save_pretrained failing for MoE models." }, { - "left": "issue:43475", - "right": "issue:45381", + "left": "issue:44222", + "right": "issue:45310", "accept": false, - "reason": "SAM3 vision encoder missing attribute and Qwen2.5-VL video position-id bug are unrelated." + "reason": "FP8 MoE save_pretrained and Qwen3.5 MoE from_pretrained errors are different concrete failures." }, { - "left": "issue:43475", - "right": "issue:43643", + "left": "issue:42994", + "right": "issue:43824", "accept": false, - "reason": "SAM3 encoder attribute failure and trust_remote_code missing-fields behavior are unrelated." + "reason": "A quantized model save issue is unrelated to a missing Qwen2.5-VL import." }, { - "left": "issue:41628", - "right": "issue:44933", + "left": "issue:36010", + "right": "issue:41628", "accept": false, - "reason": "Both are import-related, but one is AutoImageProcessor not being importable and the other is a bad image_utils import reference; not the same concrete break." + "reason": "GenerationMixin import error and AutoImageProcessor import error are separate missing-symbol regressions." }, { - "left": "issue:45081", - "right": "issue:45103", + "left": "issue:42175", + "right": "issue:45712", "accept": false, - "reason": "Mistral regex patch crash and auto_docstring future-annotations crash are unrelated." + "reason": "Torch-only install backend packaging and dummy_pt_objects leakage are related only broadly, not the same bug." }, { - "left": "issue:43475", - "right": "issue:44661", + "left": "issue:44038", + "right": "issue:45310", "accept": false, - "reason": "SAM3 output attribute error and add-new-model-like failing for TOKENIZER_MAPPING_NAMES are unrelated." + "reason": "Qwen3-VL-Moe and Qwen3.5 MoE loading failures are different model families and likely different fixes." }, { - "left": "issue:42994", - "right": "issue:43525", + "left": "issue:44496", + "right": "issue:45561", "accept": false, - "reason": "Quantized model saving failure and Llama4Config missing pad_token_id are distinct bugs." + "reason": "Unrecognized model/config loading and a pytest-xdist race in testing utils are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal loading and DeepSpeed ZeRO3 deque underflow are unrelated failures." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, - "accepted_nontrivial_soft_edge": false, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the summary is not fully grounded because it misses another clear exact-duplicate pair in the packet, issue:45310 and issue:45478, which have the same title (\u2018[BUG] transformers>=5.4.0, Qwen3.5 Moe from_pretrained error\u2019). Because of that, the claim that issue:42673/issue:43704 is the only clear duplicate pair is overstated. The soft-edge verdicts are mostly conservative, but the overall clustering summary is incomplete." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -11556,43 +11660,42 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-409", + "cluster_id": "cluster-10000-410", "nodes": [ "issue:30333", "issue:30990", "issue:33290", "issue:35141", - "issue:36010", - "issue:41628", "issue:42175", "issue:42222", - "issue:42673", - "issue:42831", "issue:42898", - "issue:42994", "issue:43232", "issue:43278", "issue:43377", - "issue:43704", + "issue:43479", + "issue:43673", "issue:43723", "issue:43784", "issue:43824", "issue:43874", "issue:43901", - "issue:44038", + "issue:43976", "issue:44060", + "issue:44079", "issue:44188", + "issue:44190", "issue:44222", "issue:44242", - "issue:44351", + "issue:44295", + "issue:44297", "issue:44373", - "issue:44496", + "issue:44448", "issue:44568", "issue:44623", "issue:44734", "issue:44779", "issue:44792", - "issue:44964", + "issue:44933", "issue:45092", "issue:45103", "issue:45125", @@ -11600,29 +11703,18 @@ "issue:45200", "issue:45310", "issue:45356", - "issue:45375", - "issue:45478", + "issue:45405", "issue:45561", "issue:45600", + "issue:45656", "issue:45712", - "issue:45812" + "issue:45812", + "issue:46082" ], "soft_pairs": [ - "issue:45375|issue:45478", - "issue:45310|issue:45375", - "issue:42673|issue:43704", - "issue:41628|issue:44351", - "issue:42831|issue:44222", - "issue:44222|issue:45310", - "issue:42994|issue:43824", - "issue:36010|issue:41628", - "issue:42175|issue:45712", - "issue:44038|issue:45310", - "issue:44496|issue:45561", - "issue:42222|issue:45200", - "issue:44964|issue:45137", "issue:43377|issue:44242", "issue:45561|issue:45600", + "issue:42222|issue:45200", "issue:43901|issue:45561", "issue:43232|issue:44792", "issue:42898|issue:44568", @@ -11634,243 +11726,238 @@ "issue:42898|issue:45812", "issue:43278|issue:45137", "issue:44734|issue:45103", - "issue:43874|issue:45092", "issue:30333|issue:33290", + "issue:43874|issue:45092", "issue:43723|issue:44568", "issue:42898|issue:45356", + "issue:42898|issue:44779", "issue:44060|issue:45125", - "issue:42898|issue:44779" + "issue:45405|issue:45712", + "issue:43673|issue:44188", + "issue:42898|issue:44448", + "issue:44295|issue:45656", + "issue:44933|issue:45712", + "issue:42175|issue:44933", + "issue:43479|issue:44079", + "issue:44222|issue:44297", + "issue:43976|issue:44933", + "issue:44190|issue:46082" ], - "prepared_review_unit_hash": "eaace1783f0ebfb44b30297ca24c7e41d073fc8f500fd25f3789e25d5be02ede", + "prepared_review_unit_hash": "e1518bb2967f084bdb457ab6442883bef2bd03c0daeaa2ae7c5011b06e577df9", "component_budget": { - "node_count": 409, - "item_count": 409, - "soft_pair_count": 1530, - "serialized_chars": 789356, - "estimated_input_tokens": 197339, - "estimated_eval_tokens": 394934 + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 32, - "serialized_chars": 37305, - "estimated_input_tokens": 9327, - "estimated_eval_tokens": 18910 + "soft_pair_count": 30, + "serialized_chars": 36773, + "estimated_input_tokens": 9194, + "estimated_eval_tokens": 18644 }, "overflow_policy": "truncate_then_skip", "trimmed": false, - "aggressively_trimmed": false, - "split": true, - "analyst_result": { - "summary": "Only one soft pair is a safe duplicate: the exact-title Qwen3ForCausalLM VRAM leak report (42673/43704). The Qwen3.5 MoE items are related but not the same concrete bug from the packet, so they should stay separate.", - "confidence": 0.92, - "canonical_issue_reason": "Issue 42673 is the best canonical issue: it is open and has an exact-title duplicate in 43704, making it the cleanest representative of the one confirmed issue pair.", - "canonical_pr_reason": null, - "best_issue_reason": "42673 is the strongest issue anchor because it is the open member of the only clearly duplicated pair and its title matches the duplicate exactly.", - "best_pr_reason": null, - "soft_edge_verdicts": [ - { - "left": "issue:45375", - "right": "issue:45478", - "accept": false, - "reason": "Same family (Qwen3.5 MoE), but the packet shows different concrete reports: missing deepstack_visual_indexes vs from_pretrained error." - }, - { - "left": "issue:45310", - "right": "issue:45375", - "accept": false, - "reason": "Related model area, but not the same bug: from_pretrained failure vs missing config field silently dropped by @strict." - }, - { - "left": "issue:42673", - "right": "issue:43704", - "accept": true, - "reason": "Exact same title and same VRAM-leak scenario for Qwen3ForCausalLM in multiple dataloader threads." - }, - { - "left": "issue:41628", - "right": "issue:44351", - "accept": false, - "reason": "Both are import errors, but they involve different symbols and different failure modes." - }, - { - "left": "issue:42831", - "right": "issue:44222", - "accept": false, - "reason": "Accuracy regression with FineGrainedFP8 is a different problem from FP8 save_pretrained failure." - }, - { - "left": "issue:44222", - "right": "issue:45310", - "accept": false, - "reason": "Both mention Qwen/MoE and FP8/from_pretrained behavior, but the concrete failures are different code paths." - }, - { - "left": "issue:42994", - "right": "issue:43824", - "accept": false, - "reason": "Quantized model saving and missing Qwen2_5_VL import are unrelated." - }, - { - "left": "issue:36010", - "right": "issue:41628", - "accept": false, - "reason": "Different missing-import symbols and different affected modules." - }, - { - "left": "issue:42175", - "right": "issue:45712", - "accept": false, - "reason": "Dependency/backend packaging issue is unrelated to leftover dummy classes leaking into dir(transformers)." - }, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of distinct regressions across tokenizers, multimodal models, generation, DeepSpeed, docs, and packaging. The soft links are mostly superficial subsystem similarity rather than the same underlying bug, so I rejected all of them.", + "confidence": 0.93, + "canonical_issue_reason": "issue:42898 is the broadest, most central report in the tokenizer/regression family and best represents the cluster\u2019s strongest theme, even though the cluster overall is heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42898 is the clearest and most general issue among the set, with a broad v5 tokenizer behavior regression framing that can anchor related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ { - "left": "issue:44038", - "right": "issue:45310", + "left": "issue:43377", + "right": "issue:44242", "accept": false, - "reason": "Both involve Qwen models, but the reported failure modes and model variants differ." + "reason": "Different bugs: MIMI batching/padding-mask mismatch vs MoE load-balancing loss gating." }, { - "left": "issue:44496", - "right": "issue:45561", + "left": "issue:45561", + "right": "issue:45600", "accept": false, - "reason": "Unrecognized model loading and pytest-xdist file race are unrelated issues." + "reason": "Unrelated: xdist file race in testing utils vs stale Sam3LiteText mappings in auto_mappings.py." }, { "left": "issue:42222", "right": "issue:45200", "accept": false, - "reason": "VitPose breakage and Gemma 4 token-type defaults are different model-specific bugs." - }, - { - "left": "issue:44964", - "right": "issue:45137", - "accept": false, - "reason": "Phi-4 multimodal loading and DeepSpeed ZeRO3 deque pop error are unrelated." - }, - { - "left": "issue:43377", - "right": "issue:44242", - "accept": false, - "reason": "Missing padding-mask support in MIMI encoder is unrelated to MoE load-balancing loss logic." - }, - { - "left": "issue:45561", - "right": "issue:45600", - "accept": false, - "reason": "pytest-xdist capture-file race and auto_mappings CI breakage are separate test/maintenance issues." + "reason": "Different models and failures: vitpose import/runtime breakage vs Gemma 4 multimodal token defaults." }, { "left": "issue:43901", "right": "issue:45561", "accept": false, - "reason": "Docs mismatch for TextClassificationPipeline is unrelated to xdist file races." + "reason": "Docs mismatch for TextClassificationPipeline vs parallel test-file race; not the same change." }, { "left": "issue:43232", "right": "issue:44792", "accept": false, - "reason": "Generation kwargs handling after sync_gpus and a janus image-generation test failure are different bugs." + "reason": "Generation cache/sync_gpus bug vs janus image-generation test failure; no shared code-path." }, { "left": "issue:42898", "right": "issue:44568", "accept": false, - "reason": "Tokenizer cleanup behavior change and missing BOS/EOS insertion are distinct tokenizer regressions." + "reason": "Both are tokenizer regressions, but one is clean_up_tokenization_spaces and the other is add_special_tokens/BOS-EOS handling." }, { "left": "issue:30990", "right": "issue:35141", "accept": false, - "reason": "Sentence Transformers loading stall and embedding reinitialization after resize are unrelated." + "reason": "Stuck loading issue vs token embedding reinitialization on resize; different subsystems." }, { "left": "issue:43232", "right": "issue:44188", "accept": false, - "reason": "Generation-state update logic and torch.compile attention-kernel divergence are different code paths." + "reason": "Generation kwargs propagation vs attention-kernel divergence under torch.compile; unrelated code paths." }, { "left": "issue:44623", "right": "issue:45310", "accept": false, - "reason": "Missing processor.save_pretrained files is unrelated to the Qwen3.5 MoE from_pretrained error." + "reason": "Processor save_pretrained file omission vs Qwen3.5 MoE from_pretrained error; not the same bug." }, { "left": "issue:44188", "right": "issue:44373", "accept": false, - "reason": "torch.compile attention branching and a wrong docstring for position_ids are unrelated." + "reason": "Runtime kernel divergence vs a docstring correction for position_ids." }, { "left": "issue:43784", "right": "issue:43824", "accept": false, - "reason": "Different import regressions involving different symbols and packages." + "reason": "Import NameError in sentence-transformers vs missing Qwen2.5-VL symbol; different import failures." }, { "left": "issue:42898", "right": "issue:45812", "accept": false, - "reason": "General cleanup-spaces behavior change and Granite token-id regression are different tokenizer bugs." + "reason": "Both tokenizer-related, but one is a generic v5 cleanup-space change and the other is Granite-specific token ID regression." }, { "left": "issue:43278", "right": "issue:45137", "accept": false, - "reason": "Embedding dtype drift between train/eval is unrelated to the DeepSpeed deque error." + "reason": "Dtype drift during evaluate vs DeepSpeed ZeRO3 deque IndexError; unrelated." }, { "left": "issue:44734", "right": "issue:45103", "accept": false, - "reason": "KV-cache continuation crash in serve and auto_docstring annotation parsing crash are unrelated." + "reason": "Serve KV-cache tensor indexing bug vs auto-docstring crash from future annotations; different areas." }, { - "left": "issue:43874", - "right": "issue:45092", + "left": "issue:30333", + "right": "issue:33290", "accept": false, - "reason": "Missing image-patch count method and InternVL2 meta-init incompatibility are different multimodal issues." + "reason": "Failed MLFlow reporting vs DeepSpeed adafactor OOM; no common root cause." }, { - "left": "issue:30333", - "right": "issue:33290", + "left": "issue:43874", + "right": "issue:45092", "accept": false, - "reason": "MLflow reporting after training failure and Adafactor OOM are unrelated." + "reason": "Missing image-processor method vs remote-code meta-init incompatibility; distinct multimodal issues." }, { "left": "issue:43723", "right": "issue:44568", "accept": false, - "reason": "Tokenizer loading failure in v5 and missing BOS/EOS behavior are different bugs." + "reason": "Tokenizer loading regression vs special-token insertion behavior; separate tokenizer problems." }, { "left": "issue:42898", "right": "issue:45356", "accept": false, - "reason": "Tokenizer cleanup behavior change and Kimi-K2.5 codec/regex regression are unrelated." + "reason": "Different tokenizer regressions: clean_up_tokenization_spaces behavior vs Kimi-K2.5 codec/warning handling." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Generic tokenizer cleanup change vs DeepSeek tokenizer output regression; not the same defect." }, { "left": "issue:44060", "right": "issue:45125", "accept": false, - "reason": "Incorrect tied-weights warning in Qwen3-Next and missing _tp_plan in Qwen3_5Moe are unrelated model bugs." + "reason": "Incorrect tied-weights warning vs missing tensor-parallel plan; different model config/parallelism bugs." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "Dependency version bump problem vs leftover dummy-class cleanup; unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44188", + "accept": false, + "reason": "GenerationMixin chunked-prefill cache issue vs attention kernel divergence; different failures." }, { "left": "issue:42898", - "right": "issue:44779", + "right": "issue:44448", + "accept": false, + "reason": "Both are v5 regressions, but one is tokenizer cleanup behavior and the other is Pegasus output drift." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "position_ids buffer access error vs optimizer.step being called twice under deepspeed; different bugs." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Missing import from image_utils vs leftover dummy classes in dummy_pt_objects.py; unrelated cleanup/import issues." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Packaging/backend dependency omission vs image_utils import problem; no shared underlying bug." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Phi4MultimodalConfig default-init bug vs ModelOutput key assignment bug; different object models." + }, + { + "left": "issue:44222", + "right": "issue:44297", "accept": false, - "reason": "Tokenizer cleanup behavior change and DeepSeek tokenizer regression are different failures." + "reason": "Both involve save_pretrained, but FP8 MoE serialization and tokenizer_class metadata mismatch are distinct problems." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version incompatibility vs nonexistent image_utils import; unrelated." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading failure in an example script vs LlamaConfig head_dim validation; different code paths." } ] }, - "evaluator_result": { - "accept": false, - "feedback": "Rejecting because the summary overstates the evidence for the Qwen3.5 MoE pair. In the packet, issue 45375 is about `Qwen3_5MoeVisionConfig missing deepstack_visual_indexes field`, while 45478 is the `Qwen3.5 Moe from_pretrained error`; they do not have the same title or clearly the same concrete bug from the provided text. The VRAM-leak pair 42673/43704 is grounded by matching titles, but the overall summary and canonical-selection rationale are not fully supported by the packet." - }, - "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 }, @@ -11885,27 +11972,26 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-409", + "cluster_id": "cluster-10000-410", "nodes": [ "issue:28282", "issue:30333", + "issue:30990", "issue:34689", "issue:35141", "issue:36331", + "issue:38175", "issue:41628", - "issue:42175", "issue:42757", "issue:42831", - "issue:42898", + "issue:42907", + "issue:43116", "issue:43232", "issue:43479", - "issue:43673", + "issue:43644", "issue:43723", "issue:43761", "issue:43873", - "issue:43976", - "issue:44079", - "issue:44188", "issue:44190", "issue:44206", "issue:44222", @@ -11915,295 +12001,269 @@ "issue:44297", "issue:44360", "issue:44373", - "issue:44448", "issue:44483", "issue:44484", "issue:44485", "issue:44514", "issue:44623", + "issue:44829", "issue:44869", - "issue:44933", + "issue:44871", "issue:44945", "issue:44977", "issue:45071", "issue:45092", "issue:45103", "issue:45310", - "issue:45405", + "issue:45357", "issue:45406", "issue:45656", - "issue:45712", "issue:45834", + "issue:46002", + "issue:46050", "issue:46082" ], "soft_pairs": [ - "issue:45405|issue:45712", - "issue:44295|issue:45656", - "issue:43673|issue:44188", - "issue:42898|issue:44448", - "issue:44933|issue:45712", - "issue:42175|issue:44933", - "issue:44222|issue:44297", - "issue:43479|issue:44079", + "issue:43116|issue:44190", "issue:44297|issue:45656", - "issue:43976|issue:44933", - "issue:44190|issue:46082", - "issue:44222|issue:44623", "issue:42831|issue:44623", + "issue:44222|issue:44623", "issue:43479|issue:44869", "issue:44206|issue:45103", "issue:41628|issue:42757", - "issue:45071|issue:46082", "issue:30333|issue:36331", - "issue:44297|issue:45310", + "issue:45071|issue:46082", "issue:30333|issue:34689", + "issue:44297|issue:45310", "issue:44222|issue:44484", "issue:44263|issue:45092", - "issue:43232|issue:45834", - "issue:43723|issue:44977", "issue:28282|issue:30333", + "issue:43723|issue:44977", + "issue:43232|issue:45834", "issue:30333|issue:35141", "issue:43761|issue:46082", "issue:43873|issue:44945", "issue:44373|issue:44485", - "issue:44295|issue:44623", "issue:44483|issue:45406", "issue:44263|issue:44360", + "issue:44295|issue:44623", "issue:44514|issue:45103", - "issue:44261|issue:45092" + "issue:44261|issue:45092", + "issue:43479|issue:43644", + "issue:45092|issue:45357", + "issue:43723|issue:44871", + "issue:30990|issue:38175", + "issue:44829|issue:46002", + "issue:42907|issue:46050" ], - "prepared_review_unit_hash": "e57cbef2806c02e84e7570cab6477736d765b8b9aa4f1a480537dd5eb5fa2ecd", + "prepared_review_unit_hash": "6b7f748c04a766b796cb18b4a781103c939e9aa1c6dca383a1b58a48662c6198", "component_budget": { - "node_count": 409, - "item_count": 409, - "soft_pair_count": 1530, - "serialized_chars": 789356, - "estimated_input_tokens": 197339, - "estimated_eval_tokens": 394934 + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37651, - "estimated_input_tokens": 9413, - "estimated_eval_tokens": 19082 + "soft_pair_count": 31, + "serialized_chars": 36836, + "estimated_input_tokens": 9209, + "estimated_eval_tokens": 18674 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is not a true duplicate set: the items span unrelated import errors, trainer issues, generation regressions, tokenizer/config bugs, and model-specific fixes. No soft pair looks like the same underlying bug/change, so all soft edges are rejected.", - "confidence": 0.95, - "canonical_issue_reason": "No clear canonical issue exists here; the issues are heterogeneous and do not share one underlying failure mode, so any single item would be a poor representative.", + "summary": "This set is a noisy mix of unrelated issue reports. The suggested soft pairs share only broad keywords or subsystem areas, not the same concrete bug, so none should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue is a defensible canonical representative here; the items span many unrelated regressions, import errors, serialization problems, and example-script bugs.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a strong global representative because the cluster is incoherent rather than a single bug family.", + "best_issue_reason": "No issue stands out as the best cluster anchor because the pairwise similarities are superficial rather than indicating one underlying defect.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45405", - "right": "issue:45712", - "accept": false, - "reason": "PEFT version pinning and leftover dummy classes are unrelated maintenance concerns." - }, - { - "left": "issue:44295", - "right": "issue:45656", - "accept": false, - "reason": "Position_ids buffer access and deepspeed double optimizer-step are different code paths." - }, - { - "left": "issue:43673", - "right": "issue:44188", - "accept": false, - "reason": "Chunked-prefill cache handling and attention-kernel branching on torch.compile are distinct generation issues." - }, - { - "left": "issue:42898", - "right": "issue:44448", - "accept": false, - "reason": "Tokenization cleanup behavior and Pegasus output differences are unrelated regressions." - }, - { - "left": "issue:44933", - "right": "issue:45712", - "accept": false, - "reason": "Missing image_utils import and dummy PT class cleanup do not describe the same bug." - }, - { - "left": "issue:42175", - "right": "issue:44933", - "accept": false, - "reason": "Backend packaging omission and a missing image_utils import are different import/package issues." - }, - { - "left": "issue:44222", - "right": "issue:44297", - "accept": false, - "reason": "FP8 MoE save_pretrained and tokenizer config mismatch affect different serialization paths." - }, - { - "left": "issue:43479", - "right": "issue:44079", + "left": "issue:43116", + "right": "issue:44190", "accept": false, - "reason": "Default config initialization and ModelOutput key assignment are unrelated object-initialization bugs." + "reason": "Both are example-script problems, but they affect different scripts and different failure modes; not the same bug." }, { "left": "issue:44297", "right": "issue:45656", "accept": false, - "reason": "Tokenizer save metadata and deepspeed optimizer stepping are unrelated." - }, - { - "left": "issue:43976", - "right": "issue:44933", - "accept": false, - "reason": "Python version support and image_utils import failure are not the same issue." - }, - { - "left": "issue:44190", - "right": "issue:46082", - "accept": false, - "reason": "Dataset loading script failure and LlamaConfig head_dim validation are unrelated." + "reason": "Tokenizer save metadata mismatch and deepspeed optimizer double-step are unrelated issues." }, { - "left": "issue:44222", + "left": "issue:42831", "right": "issue:44623", "accept": false, - "reason": "FP8 MoE checkpoint saving and processor.save_pretrained missing files are different save-pretrained problems." + "reason": "FP8 accuracy drift and missing processor save files are different serialization/runtime problems." }, { - "left": "issue:42831", + "left": "issue:44222", "right": "issue:44623", "accept": false, - "reason": "FineGrainedFP8 accuracy and processor file saving are not the same underlying bug." + "reason": "Both mention save_pretrained, but one is FP8 MoE saving and the other is processor file omission; different code paths." }, { "left": "issue:43479", "right": "issue:44869", "accept": false, - "reason": "Config default initialization and Whisper timestamp decode crash are unrelated." + "reason": "Multimodal config initialization and Whisper timestamp decoding are unrelated." }, { "left": "issue:44206", "right": "issue:45103", "accept": false, - "reason": "Feature extractor center-arg regression and auto_docstring annotation crash are different subsystems." + "reason": "A feature extractor API crash and an auto-docstring annotation bug are not the same underlying defect." }, { "left": "issue:41628", "right": "issue:42757", "accept": false, - "reason": "AutoImageProcessor import failure and is_offline_mode import failure are separate missing-symbol regressions." + "reason": "Both are import errors, but for different symbols from different libraries and likely different causes." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow job state reporting and custom trainer loss signature incompatibility are unrelated." }, { "left": "issue:45071", "right": "issue:46082", "accept": false, - "reason": "PretrainedConfig type checking and LlamaConfig head_dim validation are different config issues." + "reason": "Generic PretrainedConfig type checking and LlamaConfig head_dim validation are separate config-breaking changes." }, { "left": "issue:30333", - "right": "issue:36331", + "right": "issue:34689", "accept": false, - "reason": "MLflow reporting after failed training and CustomTrainer.compute_loss signature mismatch are unrelated trainer bugs." + "reason": "Training-job tracking and Llama 3.2 vision model loading are unrelated." }, { "left": "issue:44297", "right": "issue:45310", "accept": false, - "reason": "Tokenizer class metadata mismatch and Qwen3.5 MoE from_pretrained error are different serialization/loading failures." - }, - { - "left": "issue:30333", - "right": "issue:34689", - "accept": false, - "reason": "Failed-training MLflow reporting and Llama 3.2 model-loading regression are unrelated." + "reason": "Tokenizer class metadata mismatch and Qwen3.5 MoE from_pretrained failure are not the same bug." }, { "left": "issue:44222", "right": "issue:44484", "accept": false, - "reason": "FP8 MoE save_pretrained and max_shard_size default behavior are not the same problem." + "reason": "FP8 MoE save_pretrained behavior and max_shard_size default discussion are different issues." }, { "left": "issue:44263", "right": "issue:45092", "accept": false, - "reason": "torch.split return handling and remote-code meta-init incompatibility are unrelated model-loading issues." + "reason": "Torch.split return handling in a DSA indexer and remote-code checkpoint meta-init incompatibility are unrelated." }, { - "left": "issue:43232", - "right": "issue:45834", + "left": "issue:28282", + "right": "issue:30333", "accept": false, - "reason": "Generation kwargs update after sync_gpus and long OCR index error are different generation/model paths." + "reason": "PyTorch import requirement and MLflow reporting after failed training are unrelated." }, { "left": "issue:43723", "right": "issue:44977", "accept": false, - "reason": "Tokenizer loading regression and flash-attention generation failure are not the same bug." + "reason": "Tokenizer loading regression and flash-attention generation quality are different problems." }, { - "left": "issue:28282", - "right": "issue:30333", + "left": "issue:43232", + "right": "issue:45834", "accept": false, - "reason": "PyTorch-not-found import error and MLflow failed-job reporting are unrelated." + "reason": "Generation kwargs sync behavior and long OCR index errors are unrelated." }, { "left": "issue:30333", "right": "issue:35141", "accept": false, - "reason": "Training-job reporting and token-embedding resizing/post_init reinitialization are different issues." + "reason": "MLflow failure reporting and embedding resize/post_init reinitialization are unrelated." }, { "left": "issue:43761", "right": "issue:46082", "accept": false, - "reason": "CLIPVisionModel hidden_states regression and LlamaConfig head_dim validation are unrelated." + "reason": "CLIP hidden_states regression and LlamaConfig head_dim validation are not the same issue." }, { "left": "issue:43873", "right": "issue:44945", "accept": false, - "reason": "Quantization offloading and pipeline-parallelism output correctness are different problems." + "reason": "Quantization offloading and pipeline-parallel output correctness are different distributed-inference bugs." }, { "left": "issue:44373", "right": "issue:44485", "accept": false, - "reason": "Docstring typo and GLM-5 RoPE implementation are not the same bug." - }, - { - "left": "issue:44295", - "right": "issue:44623", - "accept": false, - "reason": "Position_ids buffer read and processor save_pretrained file emission are unrelated." + "reason": "Docstring wording for position_ids and GLM-5 RoPE implementation are not the same defect." }, { "left": "issue:44483", "right": "issue:45406", "accept": false, - "reason": "chat/completions request handling and Gemma4Processor missing _tokenizer are different serving issues." + "reason": "Chat-completions API request rejection and Gemma4Processor attribute crash are different serve-side failures." }, { "left": "issue:44263", "right": "issue:44360", "accept": false, - "reason": "torch.split return values and DSA indexer missing ReLU are unrelated implementation bugs." + "reason": "Both involve the DSA indexer, but one is about split return values and the other about a missing ReLU; different code changes." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Reading position_ids after buffer registration and processor.save_pretrained file omission are unrelated." }, { "left": "issue:44514", "right": "issue:45103", "accept": false, - "reason": "Batched chat template crash and auto_docstring annotation crash are different code paths." + "reason": "Batched chat template padding crash and annotation-introspection docstring crash are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA rms_norm_eps precision issue and InternVL2 meta-init incompatibility are different configuration bugs." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Default multimodal config initialization and non-persistent buffer junk values are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading regression and Gemma eos_token_id mismatch are different model/config issues." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence-transformer loading stall and zero-probabilities in SigLIP are unrelated." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Flash-attention-3 training degeneration and NaNs after checkout/init are different classification-head problems." }, { - "left": "issue:44261", - "right": "issue:45092", + "left": "issue:42907", + "right": "issue:46050", "accept": false, - "reason": "MLA q_a_layernorm epsilon precision issue and meta-init checkpoint incompatibility are unrelated." + "reason": "Dequantized model save failure and sinq save/load corruption are both quantization-related but not the same concrete bug." } ] }, @@ -12225,13 +12285,12 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-409", + "cluster_id": "cluster-10000-410", "nodes": [ "issue:22355", "issue:28282", "issue:30990", "issue:33357", - "issue:38175", "issue:39401", "issue:41628", "issue:42371", @@ -12241,15 +12300,16 @@ "issue:42907", "issue:42994", "issue:43066", + "issue:43122", "issue:43232", "issue:43479", "issue:43576", - "issue:43644", "issue:43646", "issue:43723", "issue:43756", "issue:43784", "issue:43824", + "issue:43937", "issue:44038", "issue:44060", "issue:44117", @@ -12258,257 +12318,256 @@ "issue:44295", "issue:44297", "issue:44373", + "issue:44442", "issue:44464", + "issue:44514", "issue:44568", "issue:44704", - "issue:44829", - "issue:44871", + "issue:44779", "issue:44913", "issue:44945", - "issue:45092", "issue:45278", "issue:45290", "issue:45310", - "issue:45357", "issue:45593", + "issue:45600", "issue:45753", "issue:46002", - "issue:46050", "issue:46082" ], "soft_pairs": [ - "issue:45092|issue:45357", - "issue:43479|issue:43644", - "issue:43723|issue:44871", - "issue:42907|issue:46050", - "issue:30990|issue:38175", - "issue:44829|issue:46002", - "issue:42831|issue:45310", "issue:41628|issue:43824", - "issue:44263|issue:44373", + "issue:42831|issue:45310", "issue:43479|issue:44913", + "issue:44263|issue:44373", + "issue:22355|issue:28282", "issue:42831|issue:44038", "issue:39401|issue:44568", - "issue:22355|issue:28282", "issue:42757|issue:45278", - "issue:42886|issue:42994", "issue:44945|issue:45753", + "issue:42886|issue:42994", "issue:43576|issue:43784", "issue:42886|issue:43066", - "issue:42371|issue:44263", "issue:44464|issue:46082", - "issue:43232|issue:45593", + "issue:42371|issue:44263", "issue:44117|issue:44704", + "issue:43232|issue:45593", "issue:43646|issue:46002", - "issue:44295|issue:44297", "issue:30990|issue:33357", "issue:44704|issue:45290", + "issue:44295|issue:44297", "issue:43756|issue:44060", + "issue:42907|issue:44945", "issue:44261|issue:44373", - "issue:42907|issue:44945" + "issue:41628|issue:45278", + "issue:43122|issue:44514", + "issue:43723|issue:44442", + "issue:43723|issue:44779", + "issue:43784|issue:45600", + "issue:42907|issue:43937" ], - "prepared_review_unit_hash": "f97c945d2c9f812f8160ede90c1bf824c38386ef6bd508add6ac800ab6ac45c3", + "prepared_review_unit_hash": "c26c650a2ca37cad21f5048c1606fffa44b7b1fdacc99002257a292245e9d46f", "component_budget": { - "node_count": 409, - "item_count": 409, - "soft_pair_count": 1530, - "serialized_chars": 789356, - "estimated_input_tokens": 197339, - "estimated_eval_tokens": 394934 + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 }, "budget": { - "node_count": 48, - "item_count": 48, + "node_count": 47, + "item_count": 47, "soft_pair_count": 29, - "serialized_chars": 36079, - "estimated_input_tokens": 9020, - "estimated_eval_tokens": 18296 + "serialized_chars": 35314, + "estimated_input_tokens": 8829, + "estimated_eval_tokens": 17914 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is heterogeneous: most items are unrelated regressions across imports, tokenizers, configs, generation, and quantization. None of the soft pairs look like the same concrete bug/change, so I reject all duplicate links.", - "confidence": 0.96, - "canonical_issue_reason": "No canonical issue is safe here; the items do not share one underlying bug, so any single issue would misrepresent the cluster.", + "summary": "This cluster is mostly a loose pile of Transformers issues with superficial title overlap around imports, tokenizers, and v5 regressions. The soft pairs are not true duplicates; they usually point to different symbols, different model families, or different code paths. If a single issue has to anchor the cluster, the broad v5 import-regression report is the best representative.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45278 is the broadest umbrella here: it captures the general \u2018many import errors after upgrade to v5.5.0\u2019 theme that overlaps several import-related reports more than any other single issue.", "canonical_pr_reason": null, - "best_issue_reason": "No global best issue is suitable for duplicate triage because the cluster spans several unrelated failure modes.", + "best_issue_reason": "issue:45278 is the most useful representative for triage because it summarizes the common failure mode seen in the import-related subset, even though the cluster is not actually duplicate-tight.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "issue:45092", - "right": "issue:45357", - "accept": false, - "reason": "Different models and different failures: meta-init incompatibility vs incorrect visual encoder keys on save." - }, - { - "left": "issue:43479", - "right": "issue:43644", - "accept": false, - "reason": "One is config default initialization; the other is non-persistent buffer corruption, not the same bug." - }, - { - "left": "issue:43723", - "right": "issue:44871", - "accept": false, - "reason": "Both are tokenizer-related, but one is a general v5 load issue and the other is an eos_token_id mismatch for Gemma-3." - }, - { - "left": "issue:42907", - "right": "issue:46050", - "accept": false, - "reason": "Both involve quantized saving/loading, but they target different quantization flows and failure modes." - }, - { - "left": "issue:30990", - "right": "issue:38175", - "accept": false, - "reason": "Different symptoms and models: a hang during loading versus zero probabilities in SigLIP2." - }, - { - "left": "issue:44829", - "right": "issue:46002", + "left": "issue:41628", + "right": "issue:43824", "accept": false, - "reason": "Both mention training instability, but one is flash_attention_3 degeneration and the other is NaNs after checkout/init." + "reason": "Both are import errors, but for different missing symbols and different subsystems (AutoImageProcessor vs Qwen2.5-VL model export/import)." }, { "left": "issue:42831", "right": "issue:45310", "accept": false, - "reason": "Different problems: FP8 accuracy regression versus Qwen3.5 MoE from_pretrained error." + "reason": "One is a FineGrainedFP8 accuracy concern; the other is a Qwen3.5 MoE from_pretrained error. Different bug classes." }, { - "left": "issue:41628", - "right": "issue:43824", + "left": "issue:43479", + "right": "issue:44913", "accept": false, - "reason": "Both are missing-import errors, but for different exported symbols and likely different root causes." + "reason": "Both involve config initialization/reload, but they affect different models and fields (multimodal vision/audio defaults vs GPTNeoX rotary_pct)." }, { "left": "issue:44263", "right": "issue:44373", "accept": false, - "reason": "A torch.split logic question is unrelated to a docstring error about position_ids." + "reason": "Torch.split return-value behavior is unrelated to a docstring mistake for position_ids." }, { - "left": "issue:43479", - "right": "issue:44913", + "left": "issue:22355", + "right": "issue:28282", "accept": false, - "reason": "Config defaulting for multimodal vision/audio is unrelated to GPTNeoX rotary_pct reload behavior." + "reason": "Different root causes: missing transformers.onnx module vs PyTorch not installed for AutoModel." }, { "left": "issue:42831", "right": "issue:44038", "accept": false, - "reason": "Different Qwen/FP8 issues; no shared concrete code path." + "reason": "Both mention model-specific problems, but the concrete failures differ: FP8 accuracy vs Qwen3-VL-Moe behavior in v5." }, { "left": "issue:39401", "right": "issue:44568", "accept": false, - "reason": "Both are tokenizer defects, but they affect different tokenizers and different outputs." - }, - { - "left": "issue:22355", - "right": "issue:28282", - "accept": false, - "reason": "Different import/dependency problems: missing transformers.onnx module versus missing PyTorch." + "reason": "Tokenizer offset_mapping correctness and BOS/EOS insertion are different tokenizer bugs on different models." }, { "left": "issue:42757", "right": "issue:45278", "accept": false, - "reason": "One is a specific huggingface_hub symbol import failure; the other is a broad upgrade-related import breakage." + "reason": "One is a specific huggingface_hub symbol import failure; the other is a broad report about many import errors after a version upgrade." }, { - "left": "issue:42886", - "right": "issue:42994", + "left": "issue:44945", + "right": "issue:45753", "accept": false, - "reason": "Offline tokenizer cache loading and quantized model saving are unrelated code paths." + "reason": "Pipeline-parallelism output corruption is unrelated to a Qwen3.5 infinite-loop-on-image report." }, { - "left": "issue:44945", - "right": "issue:45753", + "left": "issue:42886", + "right": "issue:42994", "accept": false, - "reason": "Pipeline-parallel output corruption is not the same as a model-specific infinite loop on one image." + "reason": "Offline cache loading for tokenizers and quantized model saving are different failure modes." }, { "left": "issue:43576", "right": "issue:43784", "accept": false, - "reason": "A broken CLI command and a sentence-transformers import NameError are different failures." + "reason": "Broken `transformers env` CLI and a `sentence-transformers` import NameError are separate code paths." }, { "left": "issue:42886", "right": "issue:43066", "accept": false, - "reason": "Offline cache loading and tokenizer decoder type mismatch are distinct tokenizer issues." - }, - { - "left": "issue:42371", - "right": "issue:44263", - "accept": false, - "reason": "TF32 settings behavior is unrelated to the GlmMoeDsaIndexer torch.split issue." + "reason": "Offline tokenizer cache loading is unrelated to a wrong decoder type in Transformers v5." }, { "left": "issue:44464", "right": "issue:46082", "accept": false, - "reason": "Chunked generation inconsistencies and LlamaConfig head_dim validation are separate problems." + "reason": "Chunked generation with compiled forward and LlamaConfig head_dim validation are different issues." }, { - "left": "issue:43232", - "right": "issue:45593", + "left": "issue:42371", + "right": "issue:44263", "accept": false, - "reason": "Generation kwargs handling after sync_gpus is unrelated to D-FINE auxiliary loss behavior." + "reason": "TF32 configuration guidance has nothing to do with torch.split behavior." }, { "left": "issue:44117", "right": "issue:44704", "accept": false, - "reason": "Tokenizer mapping assumptions and AutoProcessor kwargs forwarding are different API bugs." + "reason": "A tokenizer mapping assumption bug and an AutoProcessor cached_file kwargs bug affect different call paths." }, { - "left": "issue:43646", - "right": "issue:46002", + "left": "issue:43232", + "right": "issue:45593", "accept": false, - "reason": "Custom model init breakage is not the same as NaNs in classification heads after checkout/init." + "reason": "Generation kwargs after sync_gpus is unrelated to D-FINE auxiliary-loss computation." }, { - "left": "issue:44295", - "right": "issue:44297", + "left": "issue:43646", + "right": "issue:46002", "accept": false, - "reason": "A position_ids buffer read issue is unrelated to tokenizer_class serialization mismatch." + "reason": "Custom model init breakage in v5 and NaNs after checkout/init are different underlying defects." }, { "left": "issue:30990", "right": "issue:33357", "accept": false, - "reason": "Loading stalls and Mac bus errors are different model/runtime failures." + "reason": "Sentence Transformers hanging on load and a MacOS bus error on CLIP are not the same bug." }, { "left": "issue:44704", "right": "issue:45290", "accept": false, - "reason": "Missing kwargs in cached_file is unrelated to chat template crashes on tool-call assistant messages." + "reason": "Missing kwargs to cached_file and chat-template crashes with tool-call messages are distinct processor bugs." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading a registered position_ids buffer and saving tokenizer_class metadata are unrelated." }, { "left": "issue:43756", "right": "issue:44060", "accept": false, - "reason": "RoPE layer dropping and tied-weights warnings are different model bugs." + "reason": "Smollm3 RoPE-layer dropping and Qwen3-Next tied-weights warnings are different model/config problems." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized model saving failures do not match pipeline-parallelism output errors." }, { "left": "issue:44261", "right": "issue:44373", "accept": false, - "reason": "Precision drift from missing rms_norm_eps is unrelated to a docstring mistake." + "reason": "A precision error from missing rms_norm_eps is unrelated to a wrong docstring." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-error themed, but 41628 is a specific missing class while 45278 is a broad upgrade regression report." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Different tokenization between versions and a batched chat-template crash are separate bugs." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "Both mention AutoTokenizer loading, but they concern different tokenizer classes and likely different failure mechanisms." + }, + { + "left": "issue:43723", + "right": "issue:44779", + "accept": false, + "reason": "A tokenizer loading failure and incorrect Deepseek tokenization results are not the same underlying bug." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "The sentence-transformers import NameError and removed Sam3LiteText auto-mapping references are unrelated." }, { "left": "issue:42907", - "right": "issue:44945", + "right": "issue:43937", "accept": false, - "reason": "Quantized save/load failures do not match pipeline-parallel output corruption." + "reason": "Dequantized-model saving and invalid GenerationConfig are different problem areas." } ] }, @@ -12530,7 +12589,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-409", + "cluster_id": "cluster-10000-410", "nodes": [ "issue:22355", "issue:28218", @@ -12539,7 +12598,7 @@ "issue:30990", "issue:36296", "issue:39401", - "issue:41628", + "issue:42371", "issue:42757", "issue:42907", "issue:43066", @@ -12549,11 +12608,13 @@ "issue:43408", "issue:43452", "issue:43475", + "issue:43493", "issue:43611", - "issue:43723", "issue:43784", "issue:43824", + "issue:43874", "issue:43937", + "issue:43976", "issue:43992", "issue:44038", "issue:44222", @@ -12561,10 +12622,8 @@ "issue:44297", "issue:44351", "issue:44360", - "issue:44442", "issue:44485", "issue:44488", - "issue:44514", "issue:44521", "issue:44625", "issue:44704", @@ -12575,273 +12634,251 @@ "issue:45200", "issue:45216", "issue:45245", - "issue:45278", "issue:45446", "issue:45478", - "issue:45600", + "issue:45753", "issue:46002" ], "soft_pairs": [ - "issue:43122|issue:44514", - "issue:41628|issue:45278", - "issue:43723|issue:44779", - "issue:43723|issue:44442", - "issue:42907|issue:43937", - "issue:43784|issue:45600", - "issue:43232|issue:45245", "issue:43408|issue:43475", "issue:44360|issue:44485", + "issue:43232|issue:45245", "issue:43122|issue:44521", - "issue:44038|issue:44297", "issue:44625|issue:44829", "issue:43116|issue:45200", "issue:42907|issue:44964", - "issue:44038|issue:44295", + "issue:44038|issue:44297", "issue:29127|issue:30990", "issue:43122|issue:44779", + "issue:44038|issue:44295", "issue:36296|issue:43116", "issue:42907|issue:43452", - "issue:44038|issue:44222", "issue:43824|issue:44351", "issue:39401|issue:44488", + "issue:44038|issue:44222", "issue:45216|issue:45478", "issue:39401|issue:44521", "issue:42757|issue:44351", "issue:43784|issue:45446", - "issue:43992|issue:44704", - "issue:43122|issue:44977", "issue:22355|issue:28218", + "issue:43122|issue:44977", "issue:22355|issue:29159", + "issue:43992|issue:44704", "issue:43066|issue:44779", "issue:43937|issue:44485", - "issue:43611|issue:46002" + "issue:43611|issue:46002", + "issue:42371|issue:43874", + "issue:43976|issue:45446", + "issue:43493|issue:45753" ], - "prepared_review_unit_hash": "684a256c67ebafc0feb9eac87e68611bcaf51cf6e799bc9ca6033b8a5262ddeb", + "prepared_review_unit_hash": "c886bd4081207718304126cda98168e597a7625a7913a29eee66d3e01c87147a", "component_budget": { - "node_count": 409, - "item_count": 409, - "soft_pair_count": 1530, - "serialized_chars": 789356, - "estimated_input_tokens": 197339, - "estimated_eval_tokens": 394934 + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 33, - "serialized_chars": 37111, - "estimated_input_tokens": 9278, - "estimated_eval_tokens": 18812 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35680, + "estimated_input_tokens": 8920, + "estimated_eval_tokens": 18096 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This set is mostly heterogeneous; the soft-similarity pairs are largely false positives across different bugs (tokenizers, imports, model loading, generation, training, and docs). No pair looks like the same concrete issue/change strongly enough to dedupe.", - "confidence": 0.84, - "canonical_issue_reason": "Issue 43122 is the broadest tokenizer-regression report and the closest thing to a cluster anchor, but it still only represents a subgroup rather than a true duplicate set.", + "summary": "The cluster is not a duplicate set: it mixes unrelated tokenizer, multimodal, generation, import, and version-check bugs. The soft pairs are mostly superficial topic overlaps rather than the same underlying issue.", + "confidence": 0.97, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "43122 is the best representative issue because it captures the widest recurring theme in the candidates: tokenizer behavior regressions around v5.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43122", - "right": "issue:44514", - "accept": false, - "reason": "Both touch tokenization/chat-template behavior, but one is a broad version-regression report and the other is a specific multimodal batching crash; not the same bug." - }, - { - "left": "issue:41628", - "right": "issue:45278", - "accept": false, - "reason": "Both mention imports, but one is a single missing symbol and the other is a broad post-upgrade import breakage; too generic to merge." - }, - { - "left": "issue:43723", - "right": "issue:44779", - "accept": false, - "reason": "One is about tokenizer loading and the other about incorrect tokenization output; related area, but different concrete failures." - }, - { - "left": "issue:43723", - "right": "issue:44442", - "accept": false, - "reason": "Both are AutoTokenizer load problems, but they involve different tokenizer classes and likely different root causes." - }, - { - "left": "issue:42907", - "right": "issue:43937", - "accept": false, - "reason": "Unrelated model-specific issues: saving dequantized models versus an invalid GenerationConfig for GLM-5." - }, - { - "left": "issue:43784", - "right": "issue:45600", - "accept": false, - "reason": "Different failures in different code paths: a missing import in sentence-transformers integration versus stale auto-mapping references." - }, - { - "left": "issue:43232", - "right": "issue:45245", - "accept": false, - "reason": "Generation-state handling and category-cardinality validation are unrelated bugs." - }, { "left": "issue:43408", "right": "issue:43475", "accept": false, - "reason": "Same family name, but one is a model-type warning and the other is an attribute-missing crash; not the same issue." + "reason": "Same SAM 3 Video area, but one is a model-type warning and the other is a missing attribute on encoder output; different code paths and fixes." }, { "left": "issue:44360", "right": "issue:44485", "accept": false, - "reason": "Completely different topics: DSA indexer activation versus GLM-5 RoPE implementation." + "reason": "Completely different topics: DSA indexer/ReLU discussion versus GLM-5 RoPE implementation." }, { - "left": "issue:43122", - "right": "issue:44521", + "left": "issue:43232", + "right": "issue:45245", "accept": false, - "reason": "Both involve tokenization-related APIs, but one is a version-to-version tokenization change and the other is assistant mask generation for multimodal inputs." + "reason": "Generation kwargs handling after sync_gpus is unrelated to the 2^24 categories runtime limit." }, { - "left": "issue:44038", - "right": "issue:44297", + "left": "issue:43122", + "right": "issue:44521", "accept": false, - "reason": "Qwen3-VL-Moe model support and tokenizer_config save metadata are different bugs." + "reason": "Both involve tokenization APIs, but one is a version-to-version tokenization regression and the other is assistant mask handling in apply_chat_template for multimodal inputs." }, { "left": "issue:44625", "right": "issue:44829", "accept": false, - "reason": "A config-propagation bug for Qwen3.5 is unrelated to flash-attention training degeneration." + "reason": "Qwen3.5 num_labels propagation and flash_attention_3 degenerate training are different bugs in different subsystems." }, { "left": "issue:43116", "right": "issue:45200", "accept": false, - "reason": "Example-script multi-label output and Gemma 4 mm_token_type_ids defaults are unrelated." + "reason": "Multi-label classification script behavior is unrelated to Gemma 4 mm_token_type_ids defaults." }, { "left": "issue:42907", "right": "issue:44964", "accept": false, - "reason": "Different model families and different failure modes; no shared underlying bug." + "reason": "Saving dequantized Ministrals/Devstrals and loading Phi-4 multimodal instruct are distinct model-loading/saving failures." }, { "left": "issue:44038", - "right": "issue:44295", + "right": "issue:44297", "accept": false, - "reason": "One is a Qwen3-VL-Moe support issue and the other is a position_ids buffer-read bug; unrelated." + "reason": "Qwen3-VL-Moe loading/FP8 issues do not match a tokenizer_class mismatch in tokenizer_config.json." }, { "left": "issue:29127", "right": "issue:30990", "accept": false, - "reason": "Unrelated: LayoutLMv3 error-message clarity versus sentence-transformers loading hang." + "reason": "LayoutLMv3 error clarity and Sentence Transformers stuck loading are unrelated." }, { "left": "issue:43122", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions in v5, but they target different models and concrete symptoms; not enough to treat as one bug." + "reason": "Both are tokenizer regressions, but they concern different models and behaviors; not the same concrete bug." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe save/load issues are unrelated to the position_ids buffer read error." }, { "left": "issue:36296", "right": "issue:43116", "accept": false, - "reason": "Tensor-parallel training and multi-label classification output are unrelated." + "reason": "Tensor parallel training and the multi-label classification example are unrelated." }, { "left": "issue:42907", "right": "issue:43452", "accept": false, - "reason": "Saving dequantized models and gguf loading failures are different code paths and different problems." - }, - { - "left": "issue:44038", - "right": "issue:44222", - "accept": false, - "reason": "Both mention MoE, but one is model loading and the other is FP8 save_pretrained behavior; not the same change." + "reason": "Dequantized model save failures and gguf_file loading failures are different code paths and likely different fixes." }, { "left": "issue:43824", "right": "issue:44351", "accept": false, - "reason": "Both are import errors, but for different symbols/packages and likely different missing exports." + "reason": "Both are import errors, but for different missing symbols and different dependency/export problems." }, { "left": "issue:39401", "right": "issue:44488", "accept": false, - "reason": "Different tokenizer failures: offset_mapping correctness versus model loading." + "reason": "Wrong Qwen3 offset_mapping and failure to load cjvt/sleng-bert are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Same broad model family, but one is a Qwen3-VL-Moe issue and the other is FP8 save_pretrained for moe; not the same bug." }, { "left": "issue:45216", "right": "issue:45478", "accept": false, - "reason": "Both concern Qwen3.5 regressions, but one is broken saved checkpoints and the other is from_pretrained loading failure; distinct bugs." + "reason": "Both involve Qwen3.5 and transformers 5.4+, but one is save_pretrained regression and the other is from_pretrained loading error; different failures." }, { "left": "issue:39401", "right": "issue:44521", "accept": false, - "reason": "Both are tokenizer-adjacent, but one is offset mapping and the other is assistant mask generation." + "reason": "Offset mapping correctness and multimodal assistant mask generation are different tokenizer-related issues." }, { "left": "issue:42757", "right": "issue:44351", "accept": false, - "reason": "Import errors in different libraries and symbols; not a duplicate." + "reason": "Missing is_offline_mode from huggingface_hub and missing HybridCache from transformers are separate import/dependency issues." }, { "left": "issue:43784", "right": "issue:45446", "accept": false, - "reason": "Sentence-transformers import regression and flex_attention version-check logic are unrelated." + "reason": "Sentence-transformers import failure due to nn and a flex_attention version check bug are unrelated." }, - { - "left": "issue:43992", - "right": "issue:44704", + { + "left": "issue:22355", + "right": "issue:28218", "accept": false, - "reason": "UMT5 weight-loading and AutoProcessor kwarg forwarding are separate issues." + "reason": "No module named transformers.onnx and an extra space after an added token are unrelated." }, { "left": "issue:43122", "right": "issue:44977", "accept": false, - "reason": "Both involve tokenizer behavior changes in v5, but one is general tokenization drift and the other is Qwen3.5 flash-attention generation failure." + "reason": "Tokenization regression across versions and Qwen3.5 flash-attention generation problems are different code paths." }, { "left": "issue:22355", - "right": "issue:28218", + "right": "issue:29159", "accept": false, - "reason": "No module import failure and tokenizer added-space behavior are unrelated." + "reason": "Missing transformers.onnx module and slow/fast tokenizer inconsistency are not the same issue." }, { - "left": "issue:22355", - "right": "issue:29159", + "left": "issue:43992", + "right": "issue:44704", "accept": false, - "reason": "Import error for transformers.onnx and slow/fast tokenizer inconsistency are different bugs." + "reason": "UMT5Encoder missing embed_tokens.weight and AutoProcessor kwargs forwarding are unrelated." }, { "left": "issue:43066", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer regressions, but one is decoder-type mismatch and the other is incorrect Deepseek tokenization; different code paths." + "reason": "Wrong tokenizer decoder type in v5 and Deepseek tokenization errors in v5 are both tokenizer-related but not the same concrete bug." }, { "left": "issue:43937", "right": "issue:44485", "accept": false, - "reason": "GLM-5 GenerationConfig validation and GLM-5 RoPE implementation are separate issues." + "reason": "GLM-5 GenerationConfig validation and GLM-5 RoPE implementation are different problems." }, { "left": "issue:43611", "right": "issue:46002", "accept": false, - "reason": "Base_model_prefix loading regression and NaNs in classification heads are unrelated." + "reason": "base_model_prefix loading breaks and NaNs in classification heads are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API settings warning and missing get_number_of_image_patches are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version support and AuxRequest import version checks are different version-compatibility issues." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and Qwen3_5 infinite-loop on a specific image are distinct multimodal model bugs." } ] }, @@ -12863,7 +12900,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-409", + "cluster_id": "cluster-10000-410", "nodes": [ "issue:22355", "issue:29127", @@ -12872,37 +12909,38 @@ "issue:39401", "issue:41628", "issue:42222", - "issue:42371", "issue:42673", "issue:42831", "issue:43064", "issue:43116", "issue:43381", + "issue:43421", "issue:43441", "issue:43450", "issue:43493", "issue:43673", "issue:43825", "issue:43827", - "issue:43874", "issue:43937", - "issue:43976", "issue:43986", "issue:44038", "issue:44075", "issue:44117", - "issue:44297", "issue:44380", + "issue:44410", "issue:44466", "issue:44625", "issue:44779", + "issue:44829", "issue:44936", "issue:44945", "issue:44977", "issue:45072", "issue:45081", "issue:45083", + "issue:45216", "issue:45278", + "issue:45310", "issue:45357", "issue:45405", "issue:45446", @@ -12914,11 +12952,8 @@ "issue:46077" ], "soft_pairs": [ - "issue:42371|issue:43874", - "issue:43976|issue:45446", "issue:42222|issue:43441", - "issue:42831|issue:44297", - "issue:43493|issue:45753", + "issue:42831|issue:45753", "issue:44075|issue:44936", "issue:45357|issue:45478", "issue:44038|issue:45478", @@ -12941,221 +12976,215 @@ "issue:45405|issue:45446", "issue:43450|issue:43986", "issue:44117|issue:45081", + "issue:42673|issue:45072", "issue:38617|issue:41628", - "issue:42673|issue:45072" + "issue:44410|issue:45310", + "issue:44829|issue:45216", + "issue:39401|issue:43421" ], - "prepared_review_unit_hash": "d811fcf59c70c5e612857f68e55187bb4822429785c237d9c917881e611fc0c1", + "prepared_review_unit_hash": "95e2bb9c68b78ae1bb9efc2a1ca4b8378c6c967d8655cdd11fdccabebff41f4e", "component_budget": { - "node_count": 409, - "item_count": 409, - "soft_pair_count": 1530, - "serialized_chars": 789356, - "estimated_input_tokens": 197339, - "estimated_eval_tokens": 394934 + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 29, - "serialized_chars": 35623, - "estimated_input_tokens": 8906, - "estimated_eval_tokens": 18068 + "serialized_chars": 36249, + "estimated_input_tokens": 9063, + "estimated_eval_tokens": 18382 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous transformer issues spanning import/export regressions, tokenizer/model bugs, trainer bugs, and attention/backend edge cases. Only the import-error pair (issue:38617 and issue:45278) looks plausibly like the same underlying regression; the rest are too different to merge as duplicates.", - "confidence": 0.67, - "canonical_issue_reason": "issue:45278 is the best umbrella representative because it describes the broad import-error regression after upgrading to v5.5, which can reasonably subsume the more specific import-symbol failure in issue:38617.", + "summary": "The set is mostly a collection of unrelated issue reports across different models and subsystems. I found no soft-edge pair that is clearly the same underlying bug; all candidate links should be kept separate. The strongest likely duplicate among the listed issues is the repeated Qwen3.5 Moe from_pretrained report.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45310 is the clearest canonical issue because it is an early, focused report of the Qwen3.5 Moe from_pretrained failure and matches a later same-title duplicate (issue:45478).", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the strongest global issue candidate: it is broad, clearly regression-oriented, and closest to a central theme in the cluster. Still, the overall cluster is too mixed for a truly strong canonical issue.", + "best_issue_reason": "issue:45310 is the best representative issue in this set because it is specific, likely the original report for the repeated Qwen3.5 Moe from_pretrained regression, and is more canonical than the later duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:42371", - "right": "issue:43874", - "accept": false, - "reason": "Different problems: TF32 behavior settings vs a missing image-processor method causing a multimodal token-count failure." - }, - { - "left": "issue:43976", - "right": "issue:45446", - "accept": false, - "reason": "Both are version-compatibility crashes, but the underlying causes and code paths differ (Python version support vs a bad PyTorch version check in flex_attention)." - }, { "left": "issue:42222", "right": "issue:43441", "accept": false, - "reason": "Unrelated model-specific breakages: VitPose imports vs Ministral FlashAttention failure." + "reason": "Different failures: VitPose model breakage vs Ministral-3 FlashAttention crash." }, { "left": "issue:42831", - "right": "issue:44297", - "accept": false, - "reason": "Accuracy degradation in FP8 is unrelated to tokenizer save/load metadata mismatch." - }, - { - "left": "issue:43493", "right": "issue:45753", "accept": false, - "reason": "Different Qwen model bugs with different symptoms and likely different tokenizer/image-processing paths." + "reason": "Accuracy regression in FineGrainedFP8 is unrelated to a Qwen3_5 image-generation infinite loop." }, { "left": "issue:44075", "right": "issue:44936", "accept": false, - "reason": "Optimizer-argument handling is unrelated to evaluate()-after-train() failure." + "reason": "SGD argument handling and trainer.evaluate() after train() are different code paths and bugs." }, { "left": "issue:45357", "right": "issue:45478", "accept": false, - "reason": "Both mention Qwen3.5, but one is save_pretrained key serialization and the other is from_pretrained loading failure; not clearly the same bug." + "reason": "Both involve Qwen3.5, but one is save_pretrained visual-key serialization and the other is a from_pretrained error; not the same concrete bug." }, { "left": "issue:44038", "right": "issue:45478", "accept": false, - "reason": "Different Qwen variants and different failure modes; too weak to call the same underlying bug." + "reason": "Both mention Qwen3 variants, but the model and failure mode differ (Qwen3-VL-Moe vs Qwen3.5 Moe from_pretrained)." }, { "left": "issue:43116", "right": "issue:43825", "accept": false, - "reason": "Example-script multi-label inference failure is unrelated to pipeline() docs/error-message fallout from v5 pipeline removals." + "reason": "Multi-label classification example output is unrelated to a v5 pipeline translation-task error message." }, { "left": "issue:45083", "right": "issue:45446", "accept": false, - "reason": "Separate subsystems: qwen3_omni_moe feature-length helper vs flex_attention dependency/version check." + "reason": "qwen3_omni_moe feature-length helper behavior is unrelated to a flex_attention PyTorch version check." }, { "left": "issue:43116", "right": "issue:43493", "accept": false, - "reason": "Multi-label classification example failure is unrelated to SigLIP2 model discrepancy." + "reason": "run_classification.py empty multi-label results and SigLIP2 discrepancy are unrelated bugs." }, { "left": "issue:43937", "right": "issue:45563", "accept": false, - "reason": "GenerationConfig validation failure and a stale paged-generate warning are different issues." + "reason": "GenerationConfig validation failure and a stale paged-generate warning are not the same issue." }, { "left": "issue:38617", "right": "issue:45278", - "accept": true, - "reason": "Both are import regressions after the v5 upgrade; issue:45278 is a broad umbrella that plausibly covers the specific missing-symbol import error in issue:38617." + "accept": false, + "reason": "A specific missing import and a broad upgrade-related import-error cluster are too different to merge." }, { "left": "issue:43064", "right": "issue:43673", "accept": false, - "reason": "Trainer/FSDP/PEFT optimizer-state corruption is unrelated to GenerationMixin cache missing during chunked prefill." + "reason": "FSDP2/PEFT optimizer-state corruption and chunked_prefill cache missing are separate training vs generation problems." }, { "left": "issue:44380", "right": "issue:46077", "accept": false, - "reason": "Both involve attention behavior, but they are different model/back-end bugs and not the same concrete code-path failure." + "reason": "GPT2 attention scaling being ignored and Gemma4 causal-mask construction are different attention bugs." }, { "left": "issue:33453", "right": "issue:39401", "accept": false, - "reason": "Both are tokenizer-related, but one is a loading regression and the other is a specific offset_mapping problem for Qwen3; not enough to unify." + "reason": "Tokenizer loading regression and Qwen3 offset_mapping correctness are distinct tokenizer issues." }, { "left": "issue:44117", "right": "issue:45588", "accept": false, - "reason": "Tokenizer mapping fallback behavior is unrelated to flash_attention.py crashing on s_aux=None." + "reason": "Tokenizer mapping None handling and flash_attention s_aux=None crash are unrelated." }, { "left": "issue:44625", "right": "issue:46002", "accept": false, - "reason": "Config propagation for Qwen3.5 and NaNs in classification-head init are different bugs." + "reason": "Qwen3.5 num_labels propagation and NaNs in classification heads are different model/config problems." }, { "left": "issue:43827", "right": "issue:45446", "accept": false, - "reason": "Docs still referencing removed pipeline() APIs is unrelated to a flex_attention import/version check." + "reason": "Docs still referencing pipeline() and a flex_attention import version check are unrelated." }, { "left": "issue:39401", "right": "issue:44779", "accept": false, - "reason": "Both are tokenizer correctness bugs, but they affect different models and different failure modes (offset mapping vs incorrect tokenization output)." + "reason": "Both are tokenizer bugs, but they concern different models and different incorrect behavior." }, { "left": "issue:22355", "right": "issue:29127", "accept": false, - "reason": "No module named transformers.onnx is unrelated to a layoutlmv3 error-message clarity issue." + "reason": "Missing transformers.onnx module and a layoutlmv3 error-message clarity issue are unrelated." }, { "left": "issue:43381", "right": "issue:44945", "accept": false, - "reason": "Gradient checkpointing in eval mode and pipeline-parallelism output corruption are unrelated training/runtime bugs." + "reason": "Gradient checkpointing in eval mode and incorrect output under pipeline parallelism are separate behaviors." }, { "left": "issue:43937", "right": "issue:44977", "accept": false, - "reason": "Different generation issues for different models/backends; not the same underlying bug." + "reason": "Invalid GenerationConfig and Qwen3.5 flash-attention generation failure are not the same bug." }, { "left": "issue:44466", "right": "issue:46002", "accept": false, - "reason": "Serialization of tied weights depending on device is unrelated to NaNs in classification head initialization." - }, - { - "left": "issue:45405", - "right": "issue:45446", - "accept": false, - "reason": "PEFT minimum-version packaging problem is unrelated to the flex_attention PyTorch version-check bug." + "reason": "lm_head.weight serialization inconsistency and classification-head NaNs are different failure modes." }, { "left": "issue:43450", "right": "issue:43986", "accept": false, - "reason": "Batched video shape handling and missing-t torchvision crash are different problems in the video stack." + "reason": "Batched video processor shape bug and AutoProcessor crash without torchvision are related only by video processing, not the same defect." }, { "left": "issue:44117", "right": "issue:45081", "accept": false, - "reason": "Tokenizer mapping assumptions and a Mistral regex patch AttributeError are separate code paths." + "reason": "Tokenizer mapping fallback logic and Mistral regex patch crash are unrelated code paths." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM threads and bfloat16 dtype mismatches are distinct issues." }, { "left": "issue:38617", "right": "issue:41628", "accept": false, - "reason": "Both are import errors, but they involve different missing exports and different causes; too broad to merge." + "reason": "Both are import errors, but they involve different missing symbols and likely different fixes." }, { - "left": "issue:42673", - "right": "issue:45072", + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing qkv/gate projections in qwen3next is a model-definition issue, not a from_pretrained error." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FlashAttention-3 degenerate training and incorrect save_pretrained checkpoint contents are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:43421", "accept": false, - "reason": "VRAM leak in multi-threaded Qwen3ForCausalLM use is unrelated to bfloat16 dtype mismatches in CI." + "reason": "Tokenizer offset mapping and runtime special-token post-processor updates are different tokenizer behaviors." } ] }, - "evaluator_result": { - "accept": true, - "feedback": "The summary is grounded in the packet and stays appropriately conservative. The umbrella issue choice for issue:45278 is supported by the titles, and the soft-edge verdicts generally avoid overclaiming. One minor wording issue: the reason for issue:43493 vs issue:45753 refers to both as Qwen bugs, but 43493 is SigLIP2-related; however, the verdict itself remains conservative." - }, - "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 }, @@ -13170,10 +13199,9 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-409", + "cluster_id": "cluster-10000-410", "nodes": [ "issue:38617", - "issue:39401", "issue:41628", "issue:42175", "issue:42222", @@ -13186,7 +13214,6 @@ "issue:43122", "issue:43335", "issue:43408", - "issue:43421", "issue:43441", "issue:43452", "issue:43577", @@ -13197,6 +13224,7 @@ "issue:43937", "issue:44038", "issue:44075", + "issue:44117", "issue:44220", "issue:44261", "issue:44263", @@ -13211,8 +13239,8 @@ "issue:44829", "issue:44964", "issue:44977", + "issue:44987", "issue:45071", - "issue:45216", "issue:45278", "issue:45310", "issue:45459", @@ -13222,17 +13250,14 @@ "issue:45656" ], "soft_pairs": [ - "issue:44410|issue:45310", - "issue:44829|issue:45216", "issue:44291|issue:45071", - "issue:39401|issue:43421", "issue:44484|issue:45310", "issue:43408|issue:43742", "issue:42222|issue:45542", "issue:43937|issue:44496", "issue:42175|issue:42222", - "issue:44483|issue:45464", "issue:44964|issue:45278", + "issue:44483|issue:45464", "issue:42371|issue:44261", "issue:44075|issue:45656", "issue:43066|issue:43122", @@ -13253,242 +13278,231 @@ "issue:42673|issue:43906", "issue:43931|issue:44038", "issue:43335|issue:45071", - "issue:43874|issue:44263", "issue:43097|issue:43452", - "issue:43408|issue:44368" + "issue:43874|issue:44263", + "issue:43408|issue:44368", + "issue:44117|issue:44987" ], - "prepared_review_unit_hash": "e888a5026589ed869387aaffcc17bd2c7838a0966d9aed36c21496fc4c3dc754", + "prepared_review_unit_hash": "73e14938b39263c89ebe51ce982f8df037c6e0a402ee06177817c40ee9090984", "component_budget": { - "node_count": 409, - "item_count": 409, - "soft_pair_count": 1530, - "serialized_chars": 789356, - "estimated_input_tokens": 197339, - "estimated_eval_tokens": 394934 + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 }, "budget": { - "node_count": 48, - "item_count": 48, - "soft_pair_count": 34, - "serialized_chars": 37772, - "estimated_input_tokens": 9443, - "estimated_eval_tokens": 19142 + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36591, + "estimated_input_tokens": 9148, + "estimated_eval_tokens": 18552 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose mix of unrelated Transformers v5 regression reports: tokenizer behavior, model loading, config/API breakages, backend/package issues, and model-specific bugs. I did not find any soft edge that looks like a true duplicate; the best umbrella issue is the broad upgrade-regression report about many import errors after moving to 5.5.0.", - "confidence": 0.68, - "canonical_issue_reason": "issue:45278 is the broadest and most representative umbrella for this cluster\u2019s dominant theme: widespread breakages after upgrading to Transformers 5.x/5.5.0. It best captures the general regression pattern, even though the cluster is not a tight duplicate set.", + "summary": "This cluster is largely heterogeneous: many separate Transformers v5-era bug reports, but not the same underlying defect. The soft pairs are mostly only thematically similar (imports, tokenizer, model loading, backend regressions) rather than true duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45278 is the broadest and most representative cluster member: it captures multiple import failures after a Transformers upgrade, which aligns with several other version-regression reports here.", "canonical_pr_reason": null, - "best_issue_reason": "issue:45278 is the best global issue candidate because it is the most generic, upgrade-focused report and can serve as the nearest cluster representative for the many v5-related breakage reports.", + "best_issue_reason": "issue:45278 is the best standalone issue in this set because it is broad, user-facing, and plausibly serves as an umbrella for related upgrade/import breakages.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44410", - "right": "issue:45310", - "accept": false, - "reason": "Same broad Qwen3/Qwen3.5 area, but one is a missing projection issue and the other is a from_pretrained load error; not the same bug." - }, - { - "left": "issue:44829", - "right": "issue:45216", - "accept": false, - "reason": "Different failure modes: one is flash-attention training degeneration, the other is incorrect save_pretrained checkpoint output." - }, { "left": "issue:44291", "right": "issue:45071", "accept": false, - "reason": "init_empty_weights/_is_hf_initialized construction error is unrelated to PretrainedConfig type-checking behavior." - }, - { - "left": "issue:39401", - "right": "issue:43421", - "accept": false, - "reason": "Tokenizer offset_mapping bug and runtime post-processor update bug are distinct tokenizer issues." + "reason": "Different bugs: init_empty_weights/_is_hf_initialized TypeError vs PreTrainedConfig type-checking regression." }, { "left": "issue:44484", "right": "issue:45310", "accept": false, - "reason": "max_shard_size behavior is unrelated to Qwen3.5 Moe from_pretrained loading failure." + "reason": "Different failures: max_shard_size behavior vs Qwen3.5-Moe from_pretrained error." }, { "left": "issue:43408", "right": "issue:43742", "accept": false, - "reason": "A sam3_video vs sam3_tracker warning is not the same as the MobileLLM config key error." + "reason": "Different model-loading warnings/errors: SAM3 model-type mismatch vs MobileLLM key error." }, { "left": "issue:42222", "right": "issue:45542", "accept": false, - "reason": "VitPose model breakage and missing TensorFlow backend from a torch-only install are different problems." + "reason": "One is a VitPose model breakage; the other is a TensorFlow/tensorboard backend installation issue." }, { "left": "issue:43937", "right": "issue:44496", "accept": false, - "reason": "Invalid GenerationConfig for GLM-5 and unknown-model loading for Olmo-Hybrid are unrelated." + "reason": "Unrelated: GenerationConfig validation error vs unrecognized model/config.json error." }, { "left": "issue:42175", "right": "issue:42222", "accept": false, - "reason": "Packaging/backend dependency issue is not the same as the VitPose model failure." + "reason": "Different subsystems: backend dependency packaging vs VitPose model breakage." }, { - "left": "issue:44483", - "right": "issue:45464", + "left": "issue:44964", + "right": "issue:45278", "accept": false, - "reason": "Both mention chat/completions, but one is a general API acceptance problem and the other is a specific streaming inference failure on Qwen3.5-0.8B." + "reason": "Different concrete problems: Phi-4 multimodal load failure vs general import errors after upgrade." }, { - "left": "issue:44964", - "right": "issue:45278", + "left": "issue:44483", + "right": "issue:45464", "accept": false, - "reason": "Phi-4 multimodal loading failure is not the same as a broad import-error regression after upgrade." + "reason": "Different API surfaces: chat/completions request rejection vs streaming inference failure on Qwen3.5-0.8B." }, { "left": "issue:42371", "right": "issue:44261", "accept": false, - "reason": "TF32 control settings and MLA q_a_layernorm epsilon precision are different backend/numerics issues." + "reason": "TF32 API warning/behavior vs MLA q_a_layernorm precision mismatch." }, { "left": "issue:44075", "right": "issue:45656", "accept": false, - "reason": "SGD arguments being ignored is not the same as DeepSpeed causing optimizer.step() to run twice." + "reason": "Different optimizer bugs: SGD args ignored vs optimizer.step called twice with deepspeed." }, { "left": "issue:43066", "right": "issue:43122", "accept": false, - "reason": "Both are tokenizer regressions, but one is decoder type selection and the other is changed tokenization output." + "reason": "Related tokenizer/version issues, but one is wrong decoder type and the other is changed tokenization behavior." }, { "left": "issue:43012", "right": "issue:43577", "accept": false, - "reason": "A PyTorch warning during bfloat16 compilation is unrelated to Blip2 dtype remaining float32." + "reason": "Different dtype issues: PyTorch warning during compile vs BLIP2 components staying float32." }, { "left": "issue:43874", "right": "issue:44261", "accept": false, - "reason": "Missing get_number_of_image_patches is a different multimodal API bug than the RMS norm epsilon precision issue." + "reason": "Different multimodal/audio bugs: missing image-patch method vs MLA layernorm epsilon precision issue." }, { "left": "issue:44410", "right": "issue:45478", "accept": false, - "reason": "Different Qwen3.5-related failures: missing projections in qwen3next versus a from_pretrained load error." + "reason": "Different model architectures and failures: qwen3next missing projections vs Qwen3.5-Moe from_pretrained error." }, { "left": "issue:44484", "right": "issue:45478", "accept": false, - "reason": "max_shard_size behavior is unrelated to the Qwen3.5 Moe load regression." + "reason": "Different problems: save_pretrained sharding limit question vs Qwen3.5-Moe loading failure." }, { "left": "issue:38617", "right": "issue:44220", "accept": false, - "reason": "ImportError for layer_type_validation and a _torch_extract_fbank_features issue are unrelated." + "reason": "Different import/API issues: missing layer_type_validation vs _torch_extract_fbank_features failure." }, { "left": "issue:44263", "right": "issue:44485", "accept": false, - "reason": "torch.split return values in GlmMoeDsaIndexer and GLM-5 RoPE implementation are different code-path bugs." + "reason": "Different GLM-related bugs: torch.split return values vs RoPE implementation discussion." }, { "left": "issue:43097", "right": "issue:44493", "accept": false, - "reason": "API removal around tie_embeddings_and_encoder_decoder is not the same as unexpected position-id keys appearing." + "reason": "Different version-regression complaints: removed tie_embeddings_and_encoder_decoder vs unexpected position-id keys." }, { "left": "issue:41628", "right": "issue:45071", "accept": false, - "reason": "AutoImageProcessor import failure and PretrainedConfig type checking are distinct regressions." + "reason": "Different regressions: missing AutoImageProcessor import vs PreTrainedConfig type-checking breakage." }, { "left": "issue:43012", "right": "issue:43408", "accept": false, - "reason": "Compilation warning and model-type mismatch warning are unrelated." + "reason": "Different issues: compile warning for bfloat16 vs model-type mismatch warning." }, { "left": "issue:42222", "right": "issue:45459", "accept": false, - "reason": "VitPose model breakage is not the same as tokenizer errors being masked when protobuf is missing." + "reason": "Different causes: VitPose model breakage vs tokenizer error handling when protobuf is absent." }, { "left": "issue:45071", "right": "issue:45542", "accept": false, - "reason": "PretrainedConfig type checking regression and missing-TensorFlow backend packaging issue do not share the same underlying bug." + "reason": "Type-checking regression is unrelated to backend installation/error handling." }, { "left": "issue:43441", "right": "issue:44829", "accept": false, - "reason": "Both involve flash attention, but they affect different models and concrete failure modes; too broad to merge." + "reason": "Different code paths: Ministral FlashAttention failure vs sequence-classification training degeneracy with flash_attention_3." }, { "left": "issue:42371", "right": "issue:42831", "accept": false, - "reason": "TF32 API guidance and FineGrainedFP8 accuracy loss are separate numerical issues." + "reason": "TF32 configuration warning is unrelated to FineGrainedFP8 accuracy regression." }, { "left": "issue:42673", "right": "issue:44977", "accept": false, - "reason": "A multi-thread VRAM leak and a Qwen3.5 flash-attention generation problem are different bugs." + "reason": "Both concern Qwen3.5 but different manifestations: VRAM leak in dataloader threads vs bad generation with flash-attention." }, { "left": "issue:42673", "right": "issue:43906", "accept": false, - "reason": "The isolated reproduction issue is not the same concrete bug as the VRAM leak in dataloader threads." + "reason": "One is a VRAM leak; the other is an isolated reproduction of a different earlier issue." }, { "left": "issue:43931", "right": "issue:44038", "accept": false, - "reason": "Qwen3-VL weight-shape mismatch and Qwen3-VL-Moe bug reports are related by family only, not the same defect." + "reason": "Different Qwen3-VL failures: weight-shape mismatch vs a separate transformers 5.0 bug report." }, { "left": "issue:43335", "right": "issue:45071", "accept": false, - "reason": "SwitchTransformers sparse-layer construction bug is unrelated to the PretrainedConfig type-checking regression." + "reason": "Config constructor bug in SwitchTransformers is unrelated to PreTrainedConfig type-checking changes." }, { - "left": "issue:43874", - "right": "issue:44263", + "left": "issue:43097", + "right": "issue:43452", "accept": false, - "reason": "Missing image-patch-count method and torch.split return-value handling are different implementation bugs." + "reason": "Removed tie_embeddings API issue is unrelated to gguf_file loading failures." }, { - "left": "issue:43097", - "right": "issue:43452", + "left": "issue:43874", + "right": "issue:44263", "accept": false, - "reason": "Tie-embeddings API removal and gguf_file loading failures are not the same issue." + "reason": "Different GLM46V vs GLM MoE bugs, with distinct failing functions and symptoms." }, { "left": "issue:43408", "right": "issue:44368", "accept": false, - "reason": "Model-type warning and tie_word_embeddings warning are different configuration warnings with different causes." + "reason": "Different warning types: SAM3 model-type mismatch vs tie_word_embeddings warning during Qwen3.5 fine-tuning." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Different tokenizer bugs: TOKENIZER_MAPPING_NAMES None handling vs a model-loading failure in transformers>=5.1.0." } ] }, @@ -13510,7 +13524,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-409", + "cluster_id": "cluster-10000-410", "nodes": [ "issue:38617", "issue:42617", @@ -13541,13 +13555,14 @@ "issue:44351", "issue:44368", "issue:44410", + "issue:44483", "issue:44484", "issue:44485", + "issue:44514", "issue:44655", "issue:44704", "issue:44945", "issue:44964", - "issue:44987", "issue:45103", "issue:45200", "issue:45290", @@ -13561,13 +13576,12 @@ "issue:46050" ], "soft_pairs": [ - "issue:44117|issue:44987", "issue:43976|issue:44945", "issue:43986|issue:44484", "issue:38617|issue:42757", "issue:43064|issue:44315", - "issue:44410|issue:45375", "issue:43097|issue:46050", + "issue:44410|issue:45375", "issue:44062|issue:44117", "issue:38617|issue:44351", "issue:43097|issue:45588", @@ -13579,262 +13593,263 @@ "issue:44261|issue:44485", "issue:44964|issue:45341", "issue:45341|issue:45859", - "issue:43986|issue:44117", "issue:43097|issue:43873", + "issue:43986|issue:44117", "issue:43066|issue:43906", "issue:42617|issue:45341", "issue:43986|issue:45290", "issue:43986|issue:45372", "issue:45341|issue:45561", - "issue:43825|issue:44655", "issue:43986|issue:45341", - "issue:43992|issue:44484", + "issue:43825|issue:44655", "issue:45341|issue:45588", + "issue:43992|issue:44484", "issue:43208|issue:43550", "issue:43012|issue:43550", - "issue:42886|issue:43381", "issue:43012|issue:44368", + "issue:42886|issue:43381", "issue:42907|issue:45753", - "issue:42907|issue:44655" + "issue:42907|issue:44655", + "issue:44483|issue:44514" ], - "prepared_review_unit_hash": "b84c391070b1dd4aeeca21800d7028e89c85f924440a35302e92bd3f2ab589b9", + "prepared_review_unit_hash": "3edb7453502972e0c7d4483fd2d464a5c332bcd48ece3ffde9d4a3da1e4b0b2e", "component_budget": { - "node_count": 409, - "item_count": 409, - "soft_pair_count": 1530, - "serialized_chars": 789356, - "estimated_input_tokens": 197339, - "estimated_eval_tokens": 394934 + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 }, "budget": { - "node_count": 47, - "item_count": 47, + "node_count": 48, + "item_count": 48, "soft_pair_count": 35, - "serialized_chars": 37419, - "estimated_input_tokens": 9355, - "estimated_eval_tokens": 18966 + "serialized_chars": 38015, + "estimated_input_tokens": 9504, + "estimated_eval_tokens": 19264 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very heterogeneous: it mostly contains unrelated Transformers issues that only share superficial similarity (imports, loading, quantization, model-family bugs). I found no soft-edge pair that looks like the same underlying bug/change.", - "confidence": 0.91, - "canonical_issue_reason": "Issue 43873 is the broadest, most system-level report in the set and has the most discussion/references, but the cluster overall is not a true duplicate group.", + "summary": "This cluster is highly heterogeneous: import/symbol errors, processor/loading regressions, tokenizer issues, model-specific architecture bugs, and unrelated training/offload problems. The soft pairs mostly share only broad Transformers vocabulary, not the same concrete failure mode, so none look safe to merge as duplicates.", + "confidence": 0.19, + "canonical_issue_reason": "Issue 43986 is the closest representative of the dominant user-facing theme here: a loading/processor crash with a clear reproduction and broad impact. Still, the cluster does not form a true duplicate set.", "canonical_pr_reason": null, - "best_issue_reason": "43873 is the best single representative only because it is broad and high-signal; the other issues are mostly narrow, model-specific, or unrelated.", + "best_issue_reason": "43986 is the best anchor for this mixed cluster because it is well-scoped, reproducible, and broadly representative of the loading/import failures that appear most often among the candidates.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44117", - "right": "issue:44987", - "accept": false, - "reason": "Both involve tokenizer/loading behavior, but one is a generic mapping None bug and the other is a model load failure for a specific repo; not the same code-path." - }, { "left": "issue:43976", "right": "issue:44945", "accept": false, - "reason": "Python-version compatibility and pipeline-parallel output corruption are unrelated bugs." + "reason": "Different problems: Python version compatibility vs incorrect outputs under pipeline parallelism." }, { "left": "issue:43986", "right": "issue:44484", "accept": false, - "reason": "AutoProcessor/torchvision crash is unrelated to max shard size behavior in save_pretrained." + "reason": "Processor-loading crash vs a save_pretrained shard-size question; no shared bug path." }, { "left": "issue:38617", "right": "issue:42757", "accept": false, - "reason": "Both are import errors, but they concern different missing symbols in different modules and do not look like one bug." + "reason": "Both are import errors, but for different missing symbols in different dependencies." }, { "left": "issue:43064", "right": "issue:44315", "accept": false, - "reason": "FSDP2/PEFT optimizer-state corruption and Liger Kernel not applied with model_init are different training issues." + "reason": "Different training failures: optimizer-state corruption under FSDP2/PEFT vs Liger Kernel not applied with model_init." }, { - "left": "issue:44410", - "right": "issue:45375", + "left": "issue:43097", + "right": "issue:46050", "accept": false, - "reason": "Different Qwen3-family model/config bugs; one is missing projections, the other is a config field being dropped." + "reason": "Removed tie_embeddings API vs quantized model save/load corruption; unrelated root causes." }, { - "left": "issue:43097", - "right": "issue:46050", + "left": "issue:44410", + "right": "issue:45375", "accept": false, - "reason": "A removed embedding-tie API and quantization save/load breakage are distinct changes." + "reason": "Different Qwen3 family bugs: missing projections in a model layer vs a config field being dropped." }, { "left": "issue:44062", "right": "issue:44117", "accept": false, - "reason": "AddedToken keyword conflict is unrelated to TOKENIZER_MAPPING_NAMES returning None." + "reason": "Tokenizer constructor TypeError vs mapping lookup returning None; separate code paths." }, { "left": "issue:38617", "right": "issue:44351", "accept": false, - "reason": "Different import failures for different symbols; no evidence of the same underlying breakage." + "reason": "Two distinct missing imports from transformers, with different symbols and likely different compatibility breaks." }, { "left": "issue:43097", "right": "issue:45588", "accept": false, - "reason": "Embedding-tie deprecation/removal is unrelated to a flash_attention None-handling crash." + "reason": "One is about a removed config option; the other is a flash_attention crash on sink-less models." }, { "left": "issue:42673", "right": "issue:45200", "accept": false, - "reason": "VRAM leakage in multithreaded dataloading is unrelated to mm_token_type_ids defaults." + "reason": "VRAM leak in multi-threaded dataloading vs a Gemma 4 multimodal token-id defaulting issue." }, { "left": "issue:44038", "right": "issue:44410", "accept": false, - "reason": "Different model families and different failure modes; too broad to merge." + "reason": "Related model family, but different concrete failures and no evidence of the same code path." }, { "left": "issue:44704", "right": "issue:45103", "accept": false, - "reason": "Missing kwargs propagation in AutoProcessor is unrelated to the auto_docstring annotation crash." + "reason": "AutoProcessor kwargs forwarding bug vs an auto-docstring crash with future annotations." }, { "left": "issue:43931", "right": "issue:44410", "accept": false, - "reason": "Weight-shape mismatch on model load is not the same as missing projections in qwen3next." + "reason": "Model weight-shape mismatch vs missing layer projections; not the same defect." }, { "left": "issue:43502", "right": "issue:43992", "accept": false, - "reason": "Network access despite local_files_only and missing embed_tokens.weight are separate loading bugs." + "reason": "local_files_only network leak vs missing embed_tokens weight in UMT5Encoder; unrelated." }, { "left": "issue:44261", "right": "issue:44485", "accept": false, - "reason": "Precision-warning from missing rms_norm_eps is unrelated to GLM-5 RoPE implementation." + "reason": "Layernorm epsilon precision bug vs GLM-5 RoPE implementation discussion; different issues." }, { "left": "issue:44964", "right": "issue:45341", "accept": false, - "reason": "A model-loading regression and a testing_utils bug are unrelated." + "reason": "Model loading regression vs a small testing_utils bug; no overlap in underlying behavior." }, { "left": "issue:45341", "right": "issue:45859", "accept": false, - "reason": "Testing_utils bug and CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding are different code paths." + "reason": "Testing utility bug vs CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." }, { - "left": "issue:43986", - "right": "issue:44117", + "left": "issue:43097", + "right": "issue:43873", "accept": false, - "reason": "AutoProcessor/torchvision loading crash is unrelated to tokenizer mapping None handling." + "reason": "API deprecation/removal warning vs quantization offloading not working; too broad to merge." }, { - "left": "issue:43097", - "right": "issue:43873", + "left": "issue:43986", + "right": "issue:44117", "accept": false, - "reason": "Embedding-tie API removal and quantization/offloading problems are not the same bug." + "reason": "Different failures: missing torchvision during processor loading vs tokenizer mapping assumptions." }, { "left": "issue:43066", "right": "issue:43906", "accept": false, - "reason": "Wrong tokenizer decoder type and an isolated reproduction of another issue do not match as the same defect." + "reason": "Wrong tokenizer decoder type vs an isolated reproduction of another issue; no shared concrete bug." }, { "left": "issue:42617", "right": "issue:45341", "accept": false, - "reason": "3d_parallel.py runtime failure and a small testing_utils bug are unrelated." + "reason": "3d_parallel.py execution issue vs a testing_utils bug; unrelated." }, { "left": "issue:43986", "right": "issue:45290", "accept": false, - "reason": "Video-model AutoProcessor crash without torchvision is unrelated to apply_chat_template tool-call handling." + "reason": "Both involve chat/processor behavior, but one is a missing-dependency loading crash and the other is a tool-call templating bug." }, { "left": "issue:43986", "right": "issue:45372", "accept": false, - "reason": "Missing torchvision and missing ReasoningEffort are different dependency/import problems." + "reason": "Loading crash due to missing torchvision vs Gemma 4 processor break from a missing mistral_common symbol." }, { "left": "issue:45341", "right": "issue:45561", "accept": false, - "reason": "A minor testing_utils issue and an xdist race condition are different bugs." - }, - { - "left": "issue:43825", - "right": "issue:44655", - "accept": false, - "reason": "Pipeline translation messaging and save_pretrained for Pipeline objects are unrelated." + "reason": "Different testing-related problems: a small utility bug vs xdist race on captured_info.txt." }, { "left": "issue:43986", "right": "issue:45341", "accept": false, - "reason": "AutoProcessor loading crash and a testing_utils bug are not the same underlying issue." + "reason": "Processor-loading crash vs testing_utils bug; no same underlying defect." }, { - "left": "issue:43992", - "right": "issue:44484", + "left": "issue:43825", + "right": "issue:44655", "accept": false, - "reason": "Missing embed_tokens.weight during model load is unrelated to the 50GB shard-size question." + "reason": "Different API surface issues: pipeline error message semantics vs inability to save Pipeline objects." }, { "left": "issue:45341", "right": "issue:45588", "accept": false, - "reason": "Testing_utils bug and flash_attention s_aux=None crash are different subsystems and failures." + "reason": "Testing utility bug vs flash_attention AttributeError; unrelated code paths." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing encoder weight on load vs save shard size default; different functionality." }, { "left": "issue:43208", "right": "issue:43550", "accept": false, - "reason": "xLSTM training blockers and Bamba torch.compile/SDPA failure are separate model-specific problems." + "reason": "xLSTM training blockers vs Bamba torch.compile+SDPA failure; not the same bug." }, { "left": "issue:43012", "right": "issue:43550", "accept": false, - "reason": "A bfloat16 precision warning is not the same as a torch.compile SDPA failure." + "reason": "bfloat16 compile warning vs model-specific torch.compile/SDPA failure." }, { - "left": "issue:42886", - "right": "issue:43381", + "left": "issue:43012", + "right": "issue:44368", "accept": false, - "reason": "Offline cache loading failure and gradient checkpointing in eval mode are unrelated." + "reason": "Precision warning during compile vs a tie_word_embeddings warning in fine-tuning; different symptoms and causes." }, { - "left": "issue:43012", - "right": "issue:44368", + "left": "issue:42886", + "right": "issue:43381", "accept": false, - "reason": "The bfloat16 warning and tie_word_embeddings warning are different warnings with different causes." + "reason": "Offline cache loading regression vs gradient checkpointing not usable in eval mode." }, { "left": "issue:42907", "right": "issue:45753", "accept": false, - "reason": "Saving dequantized Ministrals/Devstrals and Qwen3_5 infinite-loop on a specific image are unrelated." + "reason": "Saving dequantized models vs an infinite-loop generation bug on a specific image." }, { "left": "issue:42907", "right": "issue:44655", "accept": false, - "reason": "Saving dequantized models and saving Pipeline objects are different save_pretrained limitations." + "reason": "Dequantized save failure vs inability to save Pipeline objects; different save paths and causes." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat/completions endpoint behavior vs Qwen2_5_VLProcessor batching crash; not the same code-path problem." } ] }, @@ -13856,7 +13871,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-409", + "cluster_id": "cluster-10000-410", "nodes": [ "issue:36010", "issue:36683", @@ -13875,6 +13890,7 @@ "issue:43502", "issue:43525", "issue:43526", + "issue:43611", "issue:43618", "issue:43756", "issue:43761", @@ -13884,8 +13900,8 @@ "issue:43901", "issue:43906", "issue:43937", + "issue:43976", "issue:44038", - "issue:44220", "issue:44222", "issue:44230", "issue:44242", @@ -13893,7 +13909,6 @@ "issue:44380", "issue:44483", "issue:44485", - "issue:44514", "issue:44625", "issue:44655", "issue:44683", @@ -13908,272 +13923,254 @@ "issue:46082" ], "soft_pairs": [ - "issue:44483|issue:44514", "issue:44222|issue:45478", - "issue:42490|issue:43012", "issue:43208|issue:43526", "issue:43012|issue:44683", + "issue:42490|issue:43012", "issue:42757|issue:43824", - "issue:44038|issue:44230", "issue:38617|issue:43502", + "issue:44038|issue:44230", "issue:44483|issue:45290", "issue:43618|issue:43761", "issue:43064|issue:44380", - "issue:43299|issue:43867", "issue:44483|issue:45381", + "issue:43299|issue:43867", "issue:43901|issue:44655", "issue:36683|issue:43475", "issue:42994|issue:44655", "issue:45276|issue:46077", "issue:43352|issue:43937", - "issue:43867|issue:45216", "issue:36010|issue:42757", + "issue:43867|issue:45216", "issue:42898|issue:43066", - "issue:44220|issue:44655", "issue:43756|issue:44485", + "issue:43611|issue:44655", "issue:44625|issue:46077", "issue:46077|issue:46082", "issue:36683|issue:43525", "issue:43618|issue:45216", - "issue:44263|issue:45440", "issue:43906|issue:45753", + "issue:44263|issue:45440", "issue:36683|issue:44242", "issue:43299|issue:45753", "issue:36683|issue:43881", - "issue:43901|issue:46077" + "issue:43901|issue:46077", + "issue:43352|issue:43976" ], - "prepared_review_unit_hash": "49d2e48c5262daf1811b506f3e1d66203ee4c339d6cd369052b59afc8af58391", + "prepared_review_unit_hash": "b6951fa258bf00cb15c996e11c29e01dbf7fc36809e0ac6d15b4d23c19623ecf", "component_budget": { - "node_count": 409, - "item_count": 409, - "soft_pair_count": 1530, - "serialized_chars": 789356, - "estimated_input_tokens": 197339, - "estimated_eval_tokens": 394934 + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 }, "budget": { "node_count": 48, "item_count": 48, "soft_pair_count": 33, - "serialized_chars": 37166, - "estimated_input_tokens": 9292, - "estimated_eval_tokens": 18840 + "serialized_chars": 37178, + "estimated_input_tokens": 9295, + "estimated_eval_tokens": 18846 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a broad mix of unrelated Transformers bugs and regressions (imports, model config attrs, chat templating, quantization/saving, MoE, CLIP, Gemma, Qwen, etc.). None of the proposed soft pairs look like the same underlying bug/change, so they should remain separate.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "Loose similarity cluster of many unrelated Transformers regressions: import failures, model load/save bugs, config propagation errors, attention/back-end issues, and a few model-specific vision/MoE problems. None of the soft pairs look like true duplicates; they mostly share only broad version/subsystem context.", + "confidence": 0.96, + "canonical_issue_reason": "If one issue must anchor the cluster, issue 43611 is the broadest representative of the v5 loading-regression theme; several others are narrower model-specific load/save failures.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Best overall representative of the dominant regression pattern in this set, but still only a partial umbrella because the cluster also spans configs, attention masks, tokenizer/template behavior, and backend warnings.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:44483", - "right": "issue:44514", - "accept": false, - "reason": "Both involve chat-related failures, but one is /v1/chat/completions request handling and the other is batched apply_chat_template with padding=False; different code paths and bugs." - }, { "left": "issue:44222", "right": "issue:45478", "accept": false, - "reason": "Both mention MoE/FP8, but one is save_pretrained failure and the other is from_pretrained/load error; not the same concrete defect." - }, - { - "left": "issue:42490", - "right": "issue:43012", - "accept": false, - "reason": "One is a local path import warning, the other is a PyTorch float32 precision warning during bfloat16 compilation; unrelated." + "reason": "Both involve Qwen3.5/MoE and save/load APIs, but one is FP8 save_pretrained while the other is a from_pretrained loading error; different concrete bugs." }, { "left": "issue:43208", "right": "issue:43526", "accept": false, - "reason": "Completely different subsystems: xLSTM training bugs versus BeitImageProcessorFast label reduction." + "reason": "Completely different models and code paths: xLSTM training bugs vs BeitImageProcessorFast label reduction." }, { "left": "issue:43012", "right": "issue:44683", "accept": false, - "reason": "Both are compilation-related, but one is a warning about bfloat16 precision and the other is a hard flex_attention failure on torch>=2.9; different issues." + "reason": "Both touch compile/backend warnings, but one is a bfloat16 precision warning and the other is a flex_attention failure on torch>=2.9." }, { - "left": "issue:42757", - "right": "issue:43824", + "left": "issue:42490", + "right": "issue:43012", "accept": false, - "reason": "Both are import errors, but for different symbols and different dependency breakages." + "reason": "Import warning on local-path handling is unrelated to the PyTorch bfloat16 precision warning." }, { - "left": "issue:44038", - "right": "issue:44230", + "left": "issue:42757", + "right": "issue:43824", "accept": false, - "reason": "Both touch Qwen3-VL/MoE/fp8, but one is a general v5 loading bug and the other is FP8 inference support; not the same bug." + "reason": "Both are import errors, but they concern different symbols and different causes." }, { "left": "issue:38617", "right": "issue:43502", "accept": false, - "reason": "Different failures: missing configuration_utils import versus local_files_only still triggering network calls." + "reason": "One is an import failure, the other is network requests despite local_files_only=True; not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Both are Qwen/MoE-related, but one is a loading regression and the other is FP8 inference support." }, { "left": "issue:44483", "right": "issue:45290", "accept": false, - "reason": "Both are chat API/template problems, but one is request acceptance and the other is assistant tool-call serialization; not mergeable as one bug." + "reason": "Chat/completions request rejection is unrelated to a chat-template crash on tool-call assistant messages." }, { "left": "issue:43618", "right": "issue:43761", "accept": false, - "reason": "Both are CLIP regressions, but one loses attentions while the other returns hidden_states=None; distinct outputs and code paths." + "reason": "Same model family, but different regressions: missing attentions vs hidden_states=None." }, { "left": "issue:43064", "right": "issue:44380", "accept": false, - "reason": "Trainer/FSDP/PEFT optimizer-state corruption is unrelated to GPT2 attention scaling being ignored in SDPA/FlashAttention." + "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to GPT-2 attention scaling under SDPA/FlashAttention." }, { - "left": "issue:43299", - "right": "issue:43867", + "left": "issue:44483", + "right": "issue:45381", "accept": false, - "reason": "Qwen3VL-MoE loading failure and a sorted-state_dict load error are different load-time bugs." + "reason": "Different areas entirely: chat API request validation vs Qwen2.5-VL video position IDs." }, { - "left": "issue:44483", - "right": "issue:45381", + "left": "issue:43299", + "right": "issue:43867", "accept": false, - "reason": "Different model/API layers: chat/completions request rejection versus Qwen2.5-VL video vision_position_ids bug." + "reason": "Both are loading failures, but one is Qwen3-VL-MoE specific and the other is a state_dict ordering issue." }, { "left": "issue:43901", "right": "issue:44655", "accept": false, - "reason": "Docs mismatch for return_all_scores is unrelated to saving Pipeline objects with save_pretrained." + "reason": "Documentation mismatch about return_all_scores is not the same as failing to save Pipeline objects." }, { "left": "issue:36683", "right": "issue:43475", "accept": false, - "reason": "Missing Gemma3Config.vocab_size and missing Sam3VisionEncoderOutput.fpn_position_embeddings are unrelated attribute bugs." + "reason": "Both are attribute errors, but they involve different models and missing fields." }, { "left": "issue:42994", "right": "issue:44655", "accept": false, - "reason": "Both involve saving, but quantized model saving and Pipeline.save_pretrained are different failure modes." - }, - { - "left": "issue:44220", - "right": "issue:44655", - "accept": false, - "reason": "Audio feature extraction bug versus pipeline serialization bug; no shared underlying defect." + "reason": "Both mention saving, but quantized model saving and Pipeline.save_pretrained are different failure modes." }, { "left": "issue:45276", "right": "issue:46077", "accept": false, - "reason": "Gemma4 resize_token_embeddings propagation bug and Gemma4 bidirectional-attention masking bug affect different code paths." + "reason": "Same Gemma4 family, but resize_token_embeddings and bidirectional-attention masking are separate code paths." }, { "left": "issue:43352", "right": "issue:43937", "accept": false, - "reason": "Nemotron FlashAttention2 support error and GLM-5 invalid GenerationConfig are unrelated model-specific issues." + "reason": "Different issues: FlashAttention 2 support check vs invalid GenerationConfig for GLM-5." }, { - "left": "issue:43867", - "right": "issue:45216", + "left": "issue:36010", + "right": "issue:42757", "accept": false, - "reason": "Different load/save regressions: a sorted state_dict load error versus incorrect Qwen3.5 checkpoint saving." + "reason": "Different missing imports from different modules; no shared underlying defect." }, { - "left": "issue:36010", - "right": "issue:42757", + "left": "issue:43867", + "right": "issue:45216", "accept": false, - "reason": "Both are import errors, but for different APIs and different dependency symbols." + "reason": "Both are model loading/saving problems, but one is state_dict sorting and the other is Qwen3.5 checkpoint correctness in save_pretrained." }, { "left": "issue:42898", "right": "issue:43066", "accept": false, - "reason": "clean_up_tokenization_spaces behavior change and wrong tokenizer decoder type are separate tokenizer regressions." + "reason": "Tokenizer behavior change and wrong decoder type are distinct tokenizer regressions." }, { - "left": "issue:44220", - "right": "issue:44655", + "left": "issue:43756", + "right": "issue:44485", "accept": false, - "reason": "Audio feature extraction issue does not match pipeline save_pretrained failure." + "reason": "Both reference RoPE, but they are different models and different implementation bugs." }, { - "left": "issue:43756", - "right": "issue:44485", + "left": "issue:43611", + "right": "issue:44655", "accept": false, - "reason": "Both reference RoPE, but one is Smollm3 layer drop and the other is GLM-5 RoPE implementation; not the same bug." + "reason": "Both are v5 regressions, but one is about loading with base_model_prefix and the other is Pipeline.save_pretrained." }, { "left": "issue:44625", "right": "issue:46077", "accept": false, - "reason": "num_labels propagation and Gemma4 attention masking are unrelated." + "reason": "Num-label propagation and Gemma4 attention masking are unrelated configuration bugs." }, { "left": "issue:46077", "right": "issue:46082", "accept": false, - "reason": "Gemma4 causal-mask bug and LlamaConfig head_dim validation are different config/attention issues." + "reason": "Different config/attention bugs in different models; not the same underlying issue." }, { "left": "issue:36683", "right": "issue:43525", "accept": false, - "reason": "Both are missing config attributes, but they concern different models and different fields." + "reason": "Both are missing config attributes, but they are separate model-specific regressions." }, { "left": "issue:43618", "right": "issue:45216", "accept": false, - "reason": "CLIP attentions regression and Qwen3.5 checkpoint save corruption are unrelated." + "reason": "CLIP output attentions regression is unrelated to Qwen3.5 save_pretrained checkpoint corruption." }, { - "left": "issue:44263", - "right": "issue:45440", + "left": "issue:43906", + "right": "issue:45753", "accept": false, - "reason": "Different MoE implementations and different symptoms: torch.split indexing issue versus DeepseekV3MoE divergence." + "reason": "An isolated reproduction of an earlier issue is not the same bug as the Qwen3_5 infinite-loop image case." }, { - "left": "issue:43906", - "right": "issue:45753", + "left": "issue:44263", + "right": "issue:45440", "accept": false, - "reason": "An isolated reproduction of an earlier issue and a Qwen3_5 infinite loop on a specific image are not the same bug." + "reason": "Different MoE internals and different models; these are not the same concrete code-path problem." }, { "left": "issue:36683", "right": "issue:44242", "accept": false, - "reason": "Missing Gemma3Config.vocab_size is unrelated to load balancing loss not being added when output_router_logits=False." + "reason": "Missing Gemma3Config vocab_size is unrelated to the load-balancing-loss omission." }, { "left": "issue:43299", "right": "issue:45753", "accept": false, - "reason": "Qwen3VL-MoE loading failure and Qwen3_5 image infinite loop are different defects." - }, - { - "left": "issue:36683", - "right": "issue:43881", - "accept": false, - "reason": "Different models and failures: Gemma3Config missing field versus glm-4v-9b loading failure." + "reason": "Both involve Qwen vision models, but loading failure and infinite-loop generation are distinct defects." }, { - "left": "issue:43901", - "right": "issue:46077", + "left": "issue:43352", + "right": "issue:43976", "accept": false, - "reason": "Docs mismatch for return_all_scores is unrelated to Gemma4 attention-mask behavior." + "reason": "FlashAttention support for Nemotron is unrelated to the Python version compatibility issue." } ] }, @@ -14195,7 +14192,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-409", + "cluster_id": "cluster-10000-410", "nodes": [ "issue:28282", "issue:33453", @@ -14247,15 +14244,14 @@ "issue:45600" ], "soft_pairs": [ - "issue:43352|issue:43976", "issue:43992|issue:45310", "issue:43441|issue:44380", - "issue:43352|issue:44380", "issue:44380|issue:45479", - "issue:44355|issue:44855", + "issue:43352|issue:44380", "issue:43867|issue:45375", "issue:43352|issue:45478", "issue:41669|issue:44246", + "issue:44355|issue:44855", "issue:43618|issue:44380", "issue:36683|issue:44117", "issue:42890|issue:45561", @@ -14264,11 +14260,11 @@ "issue:43867|issue:45357", "issue:43976|issue:44938", "issue:43992|issue:45478", - "issue:43064|issue:44655", "issue:36296|issue:43575", "issue:42490|issue:44075", - "issue:44360|issue:45440", + "issue:43064|issue:44655", "issue:28282|issue:33453", + "issue:44360|issue:45440", "issue:43867|issue:44484", "issue:43618|issue:44857", "issue:43618|issue:44977", @@ -14283,232 +14279,232 @@ "issue:44222|issue:45125", "issue:42548|issue:44351" ], - "prepared_review_unit_hash": "07ae4759806a643e45420961bf85253691081511d2bc3fee7c4d07f0e6c4c7cd", + "prepared_review_unit_hash": "2f4d83ec0ac10ebba2e7c0e3527a5b5b95b73d26ccd2ab3e31e09ce82f2b007c", "component_budget": { - "node_count": 409, - "item_count": 409, - "soft_pair_count": 1530, - "serialized_chars": 789356, - "estimated_input_tokens": 197339, - "estimated_eval_tokens": 394934 + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 }, "budget": { "node_count": 48, "item_count": 48, - "soft_pair_count": 35, - "serialized_chars": 37754, - "estimated_input_tokens": 9439, - "estimated_eval_tokens": 19134 + "soft_pair_count": 34, + "serialized_chars": 37455, + "estimated_input_tokens": 9364, + "estimated_eval_tokens": 18984 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is very noisy and spans several unrelated themes: import/export regressions, model loading failures, FlashAttention/backend issues, tensor-parallel/training bugs, and flaky tests. I did not find any soft pair that is clearly the same underlying bug/change, so all soft edges should be rejected.", - "confidence": 0.94, - "canonical_issue_reason": "issue:42548 is the clearest representative of the import/export regression thread, which is one of the few repeated themes in the cluster.", + "summary": "This cluster is largely heterogeneous: most items are unrelated import/load, model config, flash-attention, tensor-parallel, or test-flake reports. The only obvious exact duplicate in the set is the Qwen3.5 MoE from_pretrained regression (issue:45310 / issue:45478), but none of the supplied soft edges are strong enough to merge.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45310 is the cleaner canonical for the duplicated Qwen3.5 MoE from_pretrained regression: it is earlier and has a follow-up duplicate (issue:45478) with the same title and symptom.", "canonical_pr_reason": null, - "best_issue_reason": "issue:42548 is the best global issue anchor here because it is a concrete, user-facing API break and fits the broad import/load subset better than the other candidates.", + "best_issue_reason": "issue:45310 is the best representative issue because it captures the recurring Qwen3.5 MoE from_pretrained bug clearly and is the earliest linked report; the rest of the set is mostly unrelated noise.", "best_pr_reason": null, "soft_edge_verdicts": [ - { - "left": "issue:43352", - "right": "issue:43976", - "accept": false, - "reason": "Both are runtime/load problems, but one is a FlashAttention 2 support error and the other is a Python-version load failure; different bugs." - }, { "left": "issue:43992", "right": "issue:45310", "accept": false, - "reason": "Different models and failures: missing embed_tokens weight vs Qwen3.5 MoE from_pretrained error." + "reason": "Different failures: missing embed_tokens.weight in UMT5Encoder vs Qwen3.5 MoE from_pretrained error." }, { "left": "issue:43441", "right": "issue:44380", "accept": false, - "reason": "Both mention attention backends, but one is a model-specific FlashAttention crash and the other is GPT-2 attention scaling being ignored." - }, - { - "left": "issue:43352", - "right": "issue:44380", - "accept": false, - "reason": "Same broad attention area, but the concrete bug is different: unsupported FlashAttention vs ignored scaling config." + "reason": "Both involve attention backends, but the concrete bugs differ: Ministral-3 FlashAttention failure vs GPT2 attention scaling being ignored." }, { "left": "issue:44380", "right": "issue:45479", "accept": false, - "reason": "Attention-backend regression vs sequence-classification zero-loss bug; unrelated code paths." + "reason": "Unrelated model/code-paths: GPT2 attention scaling vs a sequence-classification zero-loss bug across multiple models." }, { - "left": "issue:44355", - "right": "issue:44855", + "left": "issue:43352", + "right": "issue:44380", "accept": false, - "reason": "Both fail at import time, but one is about compiled Python files and the other is a torch.jit/script parsing issue on Python 3.13." + "reason": "Nemotron FlashAttention support error is not the same underlying bug as GPT2 attention scaling being ignored." }, { "left": "issue:43867", "right": "issue:45375", "accept": false, - "reason": "Model load error from sorted state_dict vs a missing Qwen3.5 vision config field; not the same issue." + "reason": "Both are load/model issues, but one is state_dict sorting and the other is a missing config field; different root causes." }, { "left": "issue:43352", "right": "issue:45478", "accept": false, - "reason": "FlashAttention support error vs Qwen3.5 MoE from_pretrained regression; different models and symptoms." + "reason": "Different models and symptoms; Nemotron FlashAttention support is unrelated to Qwen3.5 MoE from_pretrained." }, { "left": "issue:41669", "right": "issue:44246", "accept": false, - "reason": "Both concern import slowness, but one is a specific import-* cleanup performance issue and the other is only a generic symptom report." + "reason": "Related to import performance in a broad sense, but not the same concrete bug or fix scope." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both are Python import errors, but one is about compiled Python files and the other is a torch.jit.script parsing/indentation issue." }, { "left": "issue:43618", "right": "issue:44380", "accept": false, - "reason": "CLIPOutput attentions assignment regression vs GPT-2 attention scaling being ignored; not the same defect." + "reason": "CLIPOutput attentions assignment and GPT2 attention scaling are different attention-related regressions." }, { "left": "issue:36683", "right": "issue:44117", "accept": false, - "reason": "Gemma3Config missing vocab_size and TOKENIZER_MAPPING_NAMES returning None are different loading/metadata bugs." + "reason": "Gemma3Config missing vocab_size and TOKENIZER_MAPPING_NAMES returning None are separate from_pretrained/config issues." }, { "left": "issue:42890", "right": "issue:45561", "accept": false, - "reason": "Both are test/CI related, but one is missing set_seed in a model integration test and the other is a xdist file race." + "reason": "A missing set_seed in a model integration test is not the same as a pytest-xdist race in captured_info.txt." }, { "left": "issue:43064", "right": "issue:44492", "accept": false, - "reason": "FSDP2/PEFT optimizer-state bug vs a cache-strategy typo; unrelated." + "reason": "FSDP2/PEFT optimizer-state bug and a cache-strategy typo are unrelated." }, { "left": "issue:43097", "right": "issue:43352", "accept": false, - "reason": "Removed tie_embeddings_and_encoder_decoder API vs FlashAttention support failure; different changes." + "reason": "Missing tie_embeddings_and_encoder_decoder indication is unrelated to FlashAttention support errors." }, { "left": "issue:43867", "right": "issue:45357", "accept": false, - "reason": "State_dict sorting load error vs incorrect visual encoder keys saved by Qwen3.5; different save/load problems." + "reason": "State_dict ordering load failure and incorrect visual encoder keys during save_pretrained are different bugs." }, { "left": "issue:43976", "right": "issue:44938", "accept": false, - "reason": "Both are version-specific load failures, but the Python versions and root causes differ." + "reason": "Both concern Python/version compatibility, but they target different Python versions and failure modes." }, { "left": "issue:43992", "right": "issue:45478", "accept": false, - "reason": "Missing embed_tokens weight vs Qwen3.5 MoE from_pretrained error; not the same bug." - }, - { - "left": "issue:43064", - "right": "issue:44655", - "accept": false, - "reason": "Trainer optimizer-state corruption vs Pipeline.save_pretrained support; unrelated." + "reason": "UMT5Encoder missing weights is unrelated to the Qwen3.5 MoE from_pretrained regression." }, { "left": "issue:36296", "right": "issue:43575", "accept": false, - "reason": "Both involve tensor parallelism, but one is a training bug and the other is an OOM during loading." + "reason": "Tensor-parallel training bug and tensor-parallel OOM on model load are different problems." }, { "left": "issue:42490", "right": "issue:44075", "accept": false, - "reason": "Local-files-only import warning vs SGD args not being used; unrelated." + "reason": "Local path trailing-slash import warning and unused SGD args are unrelated." }, { - "left": "issue:44360", - "right": "issue:45440", + "left": "issue:43064", + "right": "issue:44655", "accept": false, - "reason": "DSA indexer/ReLU discussion vs DeepSeekV3MoE implementation divergence; different subsystems." + "reason": "Optimizer state corruption in training is unrelated to save_pretrained for Pipeline objects." }, { "left": "issue:28282", "right": "issue:33453", "accept": false, - "reason": "AutoModel PyTorch ImportError vs tokenizer-loading regression; both are loading-related but not the same bug." + "reason": "PyTorch-missing ImportError and tokenizer-loading regression are different issues." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "A DSA indexer/ReLU discussion is not the same as DeepseekV3MoE diverging from the remote implementation." }, { "left": "issue:43867", "right": "issue:44484", "accept": false, - "reason": "Model load failure vs a question about default shard size; not duplicates." + "reason": "A load error from sorted state_dict keys is unrelated to the 50GB max_shard_size question." }, { "left": "issue:43618", "right": "issue:44857", "accept": false, - "reason": "Attentions field regression vs LwDetrImageLoss AMP crash; unrelated." + "reason": "CLIPOutput attentions assignment and an AMP/CUDA crash in LwDetrImageLoss are different failures." }, { "left": "issue:43618", "right": "issue:44977", "accept": false, - "reason": "CLIPOutput attentions regression vs Qwen3.5 flash-attention generation bug; different models and failures." + "reason": "CLIPOutput attentions regression is unrelated to Qwen3.5 generation issues with flash-attention." }, { "left": "issue:43618", "right": "issue:45588", "accept": false, - "reason": "Attentions assignment regression vs flash_attention.py crash on s_aux=None; different code paths." + "reason": "Both touch flash_attention code, but one is about CLIPOutput attentions and the other is an s_aux=None crash in sink-less models." }, { "left": "issue:44655", "right": "issue:44938", "accept": false, - "reason": "Pipeline save_pretrained issue vs Python 3.14 load failure; unrelated." + "reason": "Saving Pipeline objects and Python 3.14 import/load failures are unrelated." }, { "left": "issue:42890", "right": "issue:44964", "accept": false, - "reason": "Flaky integration test vs Phi-4 multimodal model loading failure; unrelated." + "reason": "A flaky SamHQ integration test is not the same bug as Phi-4-multimodal load failure." }, { - "left": "issue:42548", - "right": "issue:44351", + "left": "issue:43901", + "right": "issue:44938", "accept": false, - "reason": "Both are import-name errors, but they concern different missing top-level symbols and do not clearly share one root cause." + "reason": "Docs mismatch for return_all_scores is unrelated to Python 3.14 import failures." }, { "left": "issue:42890", "right": "issue:44112", "accept": false, - "reason": "Both are test failures, but one is missing seeding and the other is a stale device override assertion; different bugs." + "reason": "Set_seed omissions in one test suite and a stale GraniteSpeech device override CI failure are different test bugs." }, { - "left": "issue:44222", - "right": "issue:45125", + "left": "issue:42890", + "right": "issue:45600", "accept": false, - "reason": "FP8 save_pretrained on MoE vs missing _tp_plan for tensor parallelism; related area, but not the same concrete bug." + "reason": "SamHQ test flakiness is unrelated to auto_mappings.py referencing removed Sam3LiteText configs." }, { "left": "issue:43502", "right": "issue:44062", "accept": false, - "reason": "local_files_only network leak vs AddedToken keyword collision; completely different issues." + "reason": "local_files_only network leakage and AddedToken keyword duplication are unrelated." }, { - "left": "issue:42890", - "right": "issue:45341", + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained for MoE and missing _tp_plan for tensor parallelism are different subsystems and failure modes." + }, + { + "left": "issue:42548", + "right": "issue:44351", "accept": false, - "reason": "Flaky test seeding issue vs a small testing_utils bug; no shared underlying defect." + "reason": "Both are import-name errors, but they involve different exported symbols and likely different root causes." } ] }, @@ -14530,7 +14526,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-409", + "cluster_id": "cluster-10000-410", "nodes": [ "issue:30333", "issue:30990", @@ -14593,8 +14589,8 @@ "issue:42831|issue:43874", "issue:43502|issue:44222", "issue:43010|issue:44368", - "issue:43502|issue:44961", "issue:43010|issue:45850", + "issue:43502|issue:44961", "issue:44315|issue:44360", "issue:44355|issue:45071", "issue:30333|issue:36296", @@ -14605,12 +14601,12 @@ "issue:33453|issue:34689", "issue:42757|issue:43576", "issue:33453|issue:36296", - "issue:43010|issue:45656", "issue:43576|issue:45071", + "issue:43010|issue:45656", "issue:43576|issue:43824", "issue:31795|issue:38617", - "issue:44961|issue:45468", "issue:41628|issue:42548", + "issue:44961|issue:45468", "issue:43010|issue:43976", "issue:38617|issue:43576", "issue:43576|issue:44938", @@ -14621,172 +14617,172 @@ "issue:44261|issue:44360", "issue:44623|issue:45230" ], - "prepared_review_unit_hash": "9f2f25554db55fd6bd7206615a8f801ab2474716e340e49567f73601b4b19bc1", + "prepared_review_unit_hash": "eb146be0e324dbdb0b999d95831511b131c3852866bd3bf5024a1049e091777a", "component_budget": { - "node_count": 409, - "item_count": 409, - "soft_pair_count": 1530, - "serialized_chars": 789356, - "estimated_input_tokens": 197339, - "estimated_eval_tokens": 394934 + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 }, "budget": { "node_count": 47, "item_count": 47, "soft_pair_count": 39, - "serialized_chars": 38255, - "estimated_input_tokens": 9564, - "estimated_eval_tokens": 19384 + "serialized_chars": 38248, + "estimated_input_tokens": 9562, + "estimated_eval_tokens": 19380 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly heterogeneous, with many unrelated Transformers v5 regression reports, import/load failures, docs issues, and a few model-specific bugs. None of the soft-pair candidates look like safe duplicates based on titles alone, so I would keep them split.", - "confidence": 0.77, - "canonical_issue_reason": "Issue 45278 is the best umbrella issue here: it captures the broad v5 upgrade regression pattern with concrete import/load breakage, which matches the dominant theme across the cluster better than the more vague or highly specific reports.", + "summary": "This set is mostly a grab bag of unrelated Transformers issues; most look like distinct regressions, import failures, model-specific bugs, or docs problems. Only one soft edge looks plausibly like the same underlying breakage in the v5 `env` path.", + "confidence": 0.68, + "canonical_issue_reason": "issue:45278 is the broadest representative of the cluster\u2019s recurring theme: upgrade-related import/loading breakages after moving from 4.57.x to v5.x.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 45278 is the most suitable representative because it is broad enough to anchor the cluster while still describing a concrete symptom class (import errors after upgrading), unlike the very generic open-ended complaints.", + "best_issue_reason": "issue:45278 best fits as the umbrella issue because it is general enough to cover multiple nearby v5 regression reports without being as vague as the catch-all titles.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43502", "right": "issue:44485", "accept": false, - "reason": "One is about unexpected network access with local_files_only; the other is a GLM-5 RoPE implementation bug. Different code paths and symptoms." + "reason": "Different problems: one is an offline-loading network request bug, the other is a GLM-5 RoPE implementation discussion." }, { "left": "issue:44355", "right": "issue:44749", "accept": false, - "reason": "Running compiled Python files vs slower filtering after upgrading are unrelated problems." + "reason": "One concerns compiled Python file execution errors; the other is a post-upgrade data filtering slowdown." }, { "left": "issue:45125", "right": "issue:45478", "accept": false, - "reason": "Both touch Qwen3.5 MoE loading, but one is tensor-parallel _tp_plan support and the other is a general from_pretrained error; too different to merge confidently." + "reason": "Both mention Qwen3.5 MoE, but one is a missing tensor-parallel plan and the other is a from_pretrained load failure; not clearly the same bug." }, { "left": "issue:30990", "right": "issue:31795", "accept": false, - "reason": "A loading hang in Sentence Transformers and confusing forward docs are not the same underlying bug." + "reason": "Sentence-transformers loading hang and model.forward documentation confusion are unrelated." }, { "left": "issue:45125", "right": "issue:45375", "accept": false, - "reason": "Tensor-parallel plan support and a missing config field in Qwen3.5MoeVisionConfig are distinct issues." + "reason": "Tensor-parallel support and a missing config field in vision config are different code paths and symptoms." }, { "left": "issue:30333", "right": "issue:33453", "accept": false, - "reason": "MLFlow reporting on failed training jobs is unrelated to tokenizer loading regression." + "reason": "MLflow reporting on failed training jobs and tokenizer loading regression are unrelated." }, { "left": "issue:44387", "right": "issue:44556", "accept": false, - "reason": "Int4 memory/OOM behavior and checkpoint reload failures after upgrade are different failure modes." + "reason": "One is int4 quantization memory growth/OOM; the other is checkpoint reload compatibility after version upgrade." }, { "left": "issue:43010", "right": "issue:45278", "accept": false, - "reason": "Decorating cache/layer update with no_grad is unrelated to broad import errors after a version upgrade." + "reason": "No-grad cache updates and import errors after a major upgrade are different bugs." }, { "left": "issue:43723", "right": "issue:44556", "accept": false, - "reason": "Tokenizer loading in v5 and reloading old checkpoints after upgrade are both load-related but not the same concrete bug." + "reason": "Tokenizer loading failure and checkpoint reload incompatibility are both loading-related but not the same concrete failure." }, { "left": "issue:42831", "right": "issue:43874", "accept": false, - "reason": "FineGrainedFP8 accuracy and a missing image-processor method are separate model/runtime issues." + "reason": "FineGrainedFP8 accuracy drift and a missing image-patch method in a processor are distinct issues." }, { "left": "issue:43502", "right": "issue:44222", "accept": false, - "reason": "Unexpected hub/API requests and FP8 save_pretrained for MoE are unrelated." + "reason": "Local-files-only API requests and FP8 save_pretrained for MoE are different behaviors." }, { "left": "issue:43010", "right": "issue:44368", "accept": false, - "reason": "Cache update no_grad behavior and a tie_word_embeddings warning are not the same bug." + "reason": "Cache update no-grad decoration and a tie_word_embeddings warning are unrelated." }, { - "left": "issue:43502", - "right": "issue:44961", + "left": "issue:43010", + "right": "issue:45850", "accept": false, - "reason": "The title 'racoon' gives no evidence of the same bug; it is unrelated to local_files_only network access." + "reason": "A specific autograd/cache bug is not the same as a generic 'too many models break' complaint." }, { - "left": "issue:43010", - "right": "issue:45850", + "left": "issue:43502", + "right": "issue:44961", "accept": false, - "reason": "A generic complaint that v5 breaks many models is too broad and not the same concrete issue as cache/layer update semantics." + "reason": "Offline-loading API requests and the 'racoon' issue are unrelated." }, { "left": "issue:44315", "right": "issue:44360", "accept": false, - "reason": "Applying Liger Kernel via model_init and a missing ReLU in DSA indexer are unrelated." + "reason": "Liger kernel application in model_init and a DSA ReLU omission are different subsystems." }, { "left": "issue:44355", "right": "issue:45071", "accept": false, - "reason": "Compiled-file runtime errors and PretrainedConfig type checking breakage are distinct regressions." + "reason": "Compiled Python file execution errors and PretrainedConfig type-checking breakage are unrelated." }, { "left": "issue:30333", "right": "issue:36296", "accept": false, - "reason": "MLFlow failure reporting and tensor-parallel training bugs do not share an underlying code path." + "reason": "MLflow failure reporting and tensor-parallel training bugs do not share the same code path." }, { "left": "issue:43827", "right": "issue:44961", "accept": false, - "reason": "Docs referencing removed pipeline APIs and an unrelated 'racoon' issue are not duplicates." + "reason": "Docs still referencing pipeline() and an unrelated 'racoon' issue are not duplicates." }, { "left": "issue:44355", "right": "issue:44655", "accept": false, - "reason": "Compiled Python file errors and inability to save Pipeline objects are separate save/load problems." + "reason": "Compiled-file errors and inability to save Pipeline objects are different failures." }, { "left": "issue:44222", "right": "issue:44230", "accept": false, - "reason": "FP8 save_pretrained for MoE and FP8 inference support for Qwen3-VL/Qwen3.5 MoE are adjacent but not the same fix." + "reason": "FP8 save_pretrained vs FP8 inference support for Qwen3-VL/Qwen3.5 MoE are related only at a broad feature level, not the same bug." }, { "left": "issue:43299", "right": "issue:44556", "accept": false, - "reason": "Both are model-loading regressions, but for different model families and likely different root causes." + "reason": "Both involve model loading after version changes, but they target different model families and likely different regressions." }, { "left": "issue:33453", "right": "issue:34689", "accept": false, - "reason": "Tokenizer loading regression and Llama 3.2 Vision model loading failure are not clearly the same bug." + "reason": "Tokenizer loading regression and Llama 3.2 Vision model loading failure are not the same issue." }, { "left": "issue:42757", "right": "issue:43576", - "accept": false, - "reason": "An import error from huggingface_hub and a broken transformers env CLI command are different symptoms." + "accept": true, + "reason": "These plausibly describe the same underlying v5 breakage in the `transformers env` path: an import/API removal around `is_offline_mode` that makes the command fail." }, { "left": "issue:33453", @@ -14794,108 +14790,99 @@ "accept": false, "reason": "Tokenizer loading and tensor-parallel training are unrelated." }, - { - "left": "issue:43010", - "right": "issue:45656", - "accept": false, - "reason": "Decorating update methods with no_grad is unrelated to optimizer step being called twice under deepspeed." - }, { "left": "issue:43576", "right": "issue:45071", "accept": false, - "reason": "Broken env CLI and PretrainedConfig type checking are separate regressions." + "reason": "The env-command failure and PretrainedConfig typing regression are different bugs." }, { "left": "issue:43576", "right": "issue:43824", "accept": false, - "reason": "CLI env command breakage and a specific model import error do not match." + "reason": "The env command breakage and Qwen2.5-VL import failure are distinct model/import paths." }, { "left": "issue:31795", "right": "issue:38617", "accept": false, - "reason": "Documentation confusion in model.forward is unrelated to an ImportError for layer_type_validation." + "reason": "Docs confusion around forward arguments and a missing import symbol are unrelated." }, { - "left": "issue:44961", - "right": "issue:45468", + "left": "issue:41628", + "right": "issue:42548", "accept": false, - "reason": "The generic 'racoon' issue provides no basis for matching Gemma-4 audio positional encoding bugs." + "reason": "AutoImageProcessor import failure and PreTrainedModel import failure are separate API regressions." }, { - "left": "issue:41628", - "right": "issue:42548", + "left": "issue:44961", + "right": "issue:45468", "accept": false, - "reason": "Both are import errors, but for different symbols and likely different import paths; too broad to treat as one bug." + "reason": "No meaningful relation between 'racoon' and Gemma-4 audio positional encoding." }, { "left": "issue:43010", "right": "issue:43976", "accept": false, - "reason": "Cache no_grad behavior and Python version compatibility are unrelated." + "reason": "Cache update no-grad behavior and Python 3.9/3.10 compatibility are unrelated." }, { "left": "issue:38617", "right": "issue:43576", "accept": false, - "reason": "An internal import symbol missing and the env CLI being broken are different issues." + "reason": "Missing layer_type_validation import and env-command breakage are different import failures with different surfaces." }, { "left": "issue:43576", "right": "issue:44938", "accept": false, - "reason": "Broken env command and Python 3.14 loading failure are not the same underlying problem." + "reason": "The env command issue and Python 3.14 load failure are distinct compatibility problems." }, { "left": "issue:44908", "right": "issue:44961", "accept": false, - "reason": "Scheduler kwargs being ignored and the unrelated 'racoon' issue are not duplicates." + "reason": "Scheduler kwargs handling and the 'racoon' issue are unrelated." }, { "left": "issue:36296", "right": "issue:43901", "accept": false, - "reason": "Tensor-parallel training bug and stale pipeline docs are unrelated." + "reason": "Tensor-parallel training and pipeline docs mentioning return_all_scores are unrelated." }, { "left": "issue:41628", "right": "issue:44355", "accept": false, - "reason": "Importing AutoImageProcessor and compiled-file errors are different failure modes." + "reason": "AutoImageProcessor import failure and compiled-file execution errors are different failure modes." }, { "left": "issue:36296", "right": "issue:43526", "accept": false, - "reason": "Tensor-parallel training and BeitImageProcessorFast reduce_labels behavior are unrelated." + "reason": "Tensor-parallel training bug and BeitImageProcessorFast label reduction bug are unrelated." }, { "left": "issue:44261", "right": "issue:44360", "accept": false, - "reason": "A precision issue in MLA q_a_layernorm and a missing ReLU in DSA indexer are completely different bugs." - }, - { - "left": "issue:44623", - "right": "issue:45230", - "accept": false, - "reason": "Missing files from processor.save_pretrained and a vague bug report title are not enough to identify the same issue." + "reason": "MLA q_a_layernorm precision/config issue and a missing ReLU in DSA indexer are unrelated." }, { "left": "issue:44623", "right": "issue:45230", "accept": false, - "reason": "Same pair as above; no evidence they refer to the same concrete bug." + "reason": "Missing save_pretrained files and a generic 'Bug report' are not enough to establish a duplicate underlying bug." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The summary matches the packet well: most pairs are clearly unrelated, and the one accepted soft edge (issue:42757 vs issue:43576) is plausibly the same v5 env/import breakage. The choice of issue:45278 as the umbrella is supported by its broad title about many import errors after the 4.57.0 -> 5.5.0 upgrade." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -14910,7 +14897,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-409", + "cluster_id": "cluster-10000-410", "nodes": [ "issue:31795", "issue:33453", @@ -14928,6 +14915,7 @@ "issue:43976", "issue:44038", "issue:44077", + "issue:44230", "issue:44246", "issue:44273", "issue:44295", @@ -14951,22 +14939,23 @@ "issue:45125", "issue:45230", "issue:45278", - "issue:45310", "issue:45341", "issue:45362", "issue:45468", "issue:45478", "issue:45542", "issue:45753", - "issue:45850" + "issue:45850", + "issue:46095" ], "soft_pairs": [ "issue:44273|issue:45542", "issue:44273|issue:45003", "issue:44393|issue:45753", "issue:44038|issue:45125", - "issue:43576|issue:44556", "issue:44393|issue:45071", + "issue:44230|issue:46095", + "issue:43576|issue:44556", "issue:44373|issue:44961", "issue:41669|issue:43673", "issue:43525|issue:45850", @@ -14976,12 +14965,12 @@ "issue:42890|issue:44908", "issue:44704|issue:44908", "issue:44246|issue:44273", - "issue:43976|issue:44393", "issue:43408|issue:44315", - "issue:44297|issue:45230", + "issue:43976|issue:44393", "issue:43352|issue:44393", - "issue:44295|issue:45230", "issue:43576|issue:44908", + "issue:44297|issue:45230", + "issue:44295|issue:45230", "issue:44908|issue:45071", "issue:41669|issue:44351", "issue:41669|issue:45341", @@ -14992,291 +14981,276 @@ "issue:44077|issue:44861", "issue:43827|issue:44908", "issue:41669|issue:44492", - "issue:31795|issue:33453", "issue:41669|issue:44908", + "issue:31795|issue:33453", "issue:44315|issue:44829", "issue:42371|issue:44492", "issue:43576|issue:44273", "issue:44360|issue:45468", - "issue:44655|issue:44861", - "issue:45230|issue:45310", - "issue:44273|issue:44908", - "issue:44492|issue:45850" + "issue:44655|issue:44861" ], - "prepared_review_unit_hash": "6c1d03fbe7108b078f541bbcae217c95ae543ffb45b8dd9897b10a14d7ce66e7", + "prepared_review_unit_hash": "b7f0786bd7c50702735e7e4b8bc7ce4c0a15fefea15a5c60662689b7c4c73656", "component_budget": { - "node_count": 409, - "item_count": 409, - "soft_pair_count": 1530, - "serialized_chars": 789356, - "estimated_input_tokens": 197339, - "estimated_eval_tokens": 394934 + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 }, "budget": { - "node_count": 47, - "item_count": 47, - "soft_pair_count": 41, - "serialized_chars": 38714, - "estimated_input_tokens": 9679, - "estimated_eval_tokens": 19614 + "node_count": 48, + "item_count": 48, + "soft_pair_count": 39, + "serialized_chars": 38768, + "estimated_input_tokens": 9692, + "estimated_eval_tokens": 19640 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is a loose mix of v5-era import/lazy-loading regressions, model-specific config bugs, and unrelated docs/tests issues. The soft edges look like thematic similarity, not true duplicates, so none should be merged.", - "confidence": 0.66, - "canonical_issue_reason": "issue:44273 is the clearest umbrella for the import/lazy-loading regression theme that appears most often here, even though the cluster overall is heterogeneous.", + "summary": "This cluster is a loose mix of post-v5 regressions, import/lazy-loading problems, model-specific config errors, and a few docs/tests issues. None of the soft pairs look like the same concrete bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.69, + "canonical_issue_reason": "issue:45278 is the best umbrella issue for the dominant theme here: broad import/load breakage after upgrading to v5. It is more representative than the very generic \"breaks too many models\" report and more central than the isolated model-specific bugs.", "canonical_pr_reason": null, - "best_issue_reason": "issue:44273 is the best representative issue among the set because it is broad enough to cover the shared loading/import theme without collapsing unrelated model/config bugs.", + "best_issue_reason": "issue:45278 has the clearest, most general description of the recurring regression class in this cluster (many import errors after a v4.57 -> v5.5 upgrade), making it the most useful canonical reference despite the cluster being heterogeneous.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44273", "right": "issue:45542", "accept": false, - "reason": "Both involve loading/runtime behavior, but one is lazy loading and the other is a TF backend/import environment error; different code paths." + "reason": "Lazy loading/import mechanics vs a TensorFlow backend install error; different failure modes." }, { "left": "issue:44273", "right": "issue:45003", "accept": false, - "reason": "Related to loading/imports, but one is a generic lazy-loading failure and the other is a specific sys.modules access bug; not the same concrete defect." + "reason": "Both touch import behavior, but one is lazy loading and the other is unsafe sys.modules access; not the same bug." }, { "left": "issue:44393", "right": "issue:45753", "accept": false, - "reason": "Same model family, but one is 2D bbox output errors and the other is an infinite loop on a specific image; different symptoms and fixes." + "reason": "Both are Qwen3-VL related, but one is 2D box output hallucination/error and the other is an infinite-loop case on a specific image." }, { "left": "issue:44038", "right": "issue:45125", "accept": false, - "reason": "Different Qwen3.5/VL model issues: one is a bug report for Qwen3-VL-Moe, the other is missing _tp_plan for tensor parallelism." + "reason": "Generic Qwen3-VL-Moe bug vs missing tensor-parallel plan for Qwen3_5Moe; different code paths." }, { - "left": "issue:43576", - "right": "issue:44556", + "left": "issue:44393", + "right": "issue:45071", "accept": false, - "reason": "One is a broken CLI command, the other is checkpoint reload compatibility after upgrade; distinct failures." + "reason": "Model output bug vs global PretrainedConfig type-checking regression; unrelated." }, { - "left": "issue:44393", - "right": "issue:45071", + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support request vs weight-conversion script question; not the same change or defect." + }, + { + "left": "issue:43576", + "right": "issue:44556", "accept": false, - "reason": "A model output bug and a PretrainedConfig typing regression are unrelated code paths." + "reason": "Both are v5 upgrade regressions, but one is the env command and the other is checkpoint reload compatibility; too broad to be duplicates." }, { "left": "issue:44373", "right": "issue:44961", "accept": false, - "reason": "A docstring typo and a placeholder issue title are not the same bug." + "reason": "Docstring issue vs a content-free placeholder issue." }, { "left": "issue:41669", "right": "issue:43673", "accept": false, - "reason": "Import-star cleanup/performance and missing GenerationMixin cache in chunked_prefill are different changes." + "reason": "Import-star/lazy-loading performance regression vs missing GenerationMixin cache in chunked prefill; different problems." }, { "left": "issue:43525", "right": "issue:45850", "accept": false, - "reason": "Model-specific pad_token_id error versus a broad complaint that many models break after v5; too vague to be duplicates." + "reason": "Specific missing pad_token_id error vs a vague umbrella complaint about v5 breaking many models." }, { "left": "issue:44556", "right": "issue:45092", "accept": false, - "reason": "Both are upgrade compatibility problems, but they affect different model-loading paths and different checkpoints." + "reason": "Both concern loading older checkpoints in v5, but the concrete failure is different: generic reload compatibility vs InternVL2 remote-code/meta-init incompatibility." }, { "left": "issue:45362", "right": "issue:45850", "accept": false, - "reason": "Specific chat crash for Qwen3.5-35B versus a generic 'many models' complaint; not the same issue." + "reason": "Specific chat crash in one model vs broad v5 complaint; not the same underlying bug." }, { "left": "issue:43572", "right": "issue:45850", "accept": false, - "reason": "StableLmConfig pad_token_idx regression is a specific model config bug, not the broad v5 breakage claim." + "reason": "Missing StableLmConfig field vs generic v5 breakage report; unrelated specifics." }, { "left": "issue:42890", "right": "issue:44908", "accept": false, - "reason": "Missing set_seed in tests and an inverse_sqrt scheduler kwarg bug are unrelated." + "reason": "Integration-test seed flakiness vs inverse_sqrt scheduler kwargs handling; different subsystems." }, { "left": "issue:44704", "right": "issue:44908", "accept": false, - "reason": "AutoProcessor kwargs forwarding and scheduler kwargs handling are separate subsystems." + "reason": "AutoProcessor kwargs propagation bug vs scheduler kwargs bug; not the same code path." }, { "left": "issue:44246", "right": "issue:44273", "accept": false, - "reason": "Both concern imports, but one is intermittent import slowness and the other is broken lazy loading; not the same concrete defect." - }, - { - "left": "issue:43976", - "right": "issue:44393", - "accept": false, - "reason": "Python version support regression and a Qwen3-VL output bug do not share a code path." + "reason": "Import performance complaint vs lazy-loading malfunction; related theme, but not a concrete duplicate." }, { "left": "issue:43408", "right": "issue:44315", "accept": false, - "reason": "Model-type warning during instantiation versus Liger Kernel application with model_init are unrelated." + "reason": "Model-type warning vs Liger Kernel application with model_init; unrelated." }, { - "left": "issue:44297", - "right": "issue:45230", + "left": "issue:43976", + "right": "issue:44393", "accept": false, - "reason": "Tokenizer save_pretrained mismatch and a vague bug report title are not duplicates." + "reason": "Python-version compatibility issue vs a Qwen3-VL output bug; no overlap." }, { "left": "issue:43352", "right": "issue:44393", "accept": false, - "reason": "Flash Attention 2.0 support error for NemotronH and a Qwen3-VL bounding-box bug are different model issues." + "reason": "Flash Attention 2 support gap vs multimodal bounding-box error; different defects." }, { - "left": "issue:44295", + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Env command breakage vs scheduler-kwargs bug; both v5 issues, but not the same bug." + }, + { + "left": "issue:44297", "right": "issue:45230", "accept": false, - "reason": "A position_ids buffer error and a generic bug report are not the same underlying bug." + "reason": "Tokenizer save-pretrained class mismatch vs an unspecified bug report placeholder." }, { - "left": "issue:43576", - "right": "issue:44908", + "left": "issue:44295", + "right": "issue:45230", "accept": false, - "reason": "CLI env command breakage and scheduler kwarg handling are unrelated." + "reason": "position_ids buffer access error vs placeholder report; unrelated." }, { "left": "issue:44908", "right": "issue:45071", "accept": false, - "reason": "Scheduler kwargs and PretrainedConfig type checking are separate concerns." + "reason": "Scheduler kwargs handling vs PretrainedConfig type-checking; different areas." }, { "left": "issue:41669", "right": "issue:44351", "accept": false, - "reason": "Import-star usage cleanup and inability to import HybridCache are both import-related but not the same bug." + "reason": "Import-star/lazy-loading cost issue vs missing HybridCache import; similar import surface, but not the same bug." }, { "left": "issue:41669", "right": "issue:45341", "accept": false, - "reason": "Import cleanup/performance and a testing_utils bug are unrelated." + "reason": "Import performance refactor vs a small testing_utils bug; unrelated." }, { "left": "issue:43673", "right": "issue:44492", "accept": false, - "reason": "Generation cache missing in chunked_prefill and a cache-strategy typo are different issues." + "reason": "Chunked-prefill cache bug vs cache-strategies typo; one is functional, the other cosmetic." }, { "left": "issue:45278", "right": "issue:45850", "accept": false, - "reason": "Specific post-upgrade import errors versus a broad claim that many models break are too nonspecific to be duplicates." + "reason": "Both are broad v5 breakage complaints, but they do not identify the same concrete failure mode." }, { "left": "issue:43874", "right": "issue:45850", "accept": false, - "reason": "A GLM46V multimodal tokenization bug is not the same as a generic v5 breakage report." + "reason": "Missing multimodal token helper in one processor vs generic v5 breakage; not the same issue." }, { "left": "issue:44393", "right": "issue:45478", "accept": false, - "reason": "Different Qwen model families and different failure modes." + "reason": "Qwen3-VL 2D box issue vs Qwen3.5-Moe from_pretrained error; different model families and code paths." }, { "left": "issue:44077", "right": "issue:44861", "accept": false, - "reason": "PatchTSMixer post_init validation and tied-weight key handling are unrelated." + "reason": "Optional post_init validation vs tied-weights-key list crash; unrelated implementation details." }, { "left": "issue:43827", "right": "issue:44908", "accept": false, - "reason": "Docs still referencing pipeline() and scheduler kwargs handling are not the same change." + "reason": "Docs still referencing pipeline() vs inverse_sqrt scheduler kwargs; unrelated." }, { "left": "issue:41669", "right": "issue:44492", "accept": false, - "reason": "Import-star cleanup and cache-strategy typo are unrelated." + "reason": "Import-star removal/performance concern vs cache-strategy typo; not the same bug." }, { - "left": "issue:31795", - "right": "issue:33453", + "left": "issue:41669", + "right": "issue:44908", "accept": false, - "reason": "Documentation confusion about forward arguments and tokenizer loading regression are distinct." + "reason": "Import/lazy-loading performance vs scheduler parameter plumbing; different subsystems." }, { - "left": "issue:41669", - "right": "issue:44908", + "left": "issue:31795", + "right": "issue:33453", "accept": false, - "reason": "Import performance cleanup and scheduler kwargs handling are unrelated." + "reason": "Doc confusion around model.forward arguments vs tokenizer loading regression; unrelated." }, { "left": "issue:44315", "right": "issue:44829", "accept": false, - "reason": "Liger Kernel not being applied with model_init and flash_attention_3 causing degenerate training are different training bugs." + "reason": "Liger Kernel not applied with model_init vs flash_attention_3 training degeneration; both training-related, but not the same bug." }, { "left": "issue:42371", "right": "issue:44492", "accept": false, - "reason": "TF32 API guidance and a cache-strategy typo are unrelated." + "reason": "TF32 API-settings warning vs cache-strategy typo; unrelated." }, { "left": "issue:43576", "right": "issue:44273", "accept": false, - "reason": "A broken env command and lazy loading failure may both be version-related, but they are different code paths." + "reason": "Broken env command vs lazy loading not working; both v5-related, but not the same concrete defect." }, { "left": "issue:44360", "right": "issue:45468", "accept": false, - "reason": "A DSA indexer discussion and a Gemma-4 audio positional encoding bug are unrelated." + "reason": "DSA indexer ReLU discussion vs Gemma4 audio positional encoding bug; unrelated." }, { "left": "issue:44655", "right": "issue:44861", "accept": false, - "reason": "Pipeline save_pretrained failure and _tied_weight_keys attribute handling are different bugs." - }, - { - "left": "issue:45230", - "right": "issue:45310", - "accept": false, - "reason": "A vague placeholder title and a specific Qwen3.5 Moe from_pretrained error are not duplicates." - }, - { - "left": "issue:44273", - "right": "issue:44908", - "accept": false, - "reason": "Lazy loading/import behavior and scheduler kwargs are unrelated." - }, - { - "left": "issue:44492", - "right": "issue:45850", - "accept": false, - "reason": "A typo in cache strategies and a broad v5 breakage complaint are not the same underlying issue." + "reason": "Pipeline save_pretrained issue vs tied-weight key crash; different serialization paths." } ] }, @@ -15298,7 +15272,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-10000-409", + "cluster_id": "cluster-10000-410", "nodes": [ "issue:30333", "issue:31515", @@ -15322,19 +15296,27 @@ "issue:44230", "issue:44261", "issue:44263", + "issue:44273", "issue:44315", "issue:44360", "issue:44485", + "issue:44492", "issue:44623", "issue:44861", "issue:44908", "issue:44998", "issue:45092", + "issue:45230", "issue:45290", "issue:45310", - "issue:45468" + "issue:45468", + "issue:45850", + "issue:46095" ], "soft_pairs": [ + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:44492|issue:45850", "issue:43519|issue:44485", "issue:43519|issue:44908", "issue:41669|issue:43704", @@ -15343,6 +15325,7 @@ "issue:44315|issue:45092", "issue:44485|issue:45468", "issue:43704|issue:44485", + "issue:43298|issue:46095", "issue:43502|issue:43519", "issue:42371|issue:43704", "issue:43519|issue:44623", @@ -15354,8 +15337,8 @@ "issue:44908|issue:44998", "issue:44861|issue:45290", "issue:43525|issue:44861", - "issue:41669|issue:44998", "issue:43704|issue:44998", + "issue:41669|issue:44998", "issue:43572|issue:44861", "issue:43066|issue:44998", "issue:31515|issue:38617", @@ -15363,231 +15346,255 @@ "issue:44360|issue:44998", "issue:30333|issue:31515", "issue:31515|issue:36296", - "issue:44230|issue:45310", "issue:31515|issue:31795", + "issue:44230|issue:45310", "issue:31515|issue:33453", "issue:43298|issue:44230" ], - "prepared_review_unit_hash": "0b3e6286efe31bb85ce5dff8aff1d4fb1bf20473c13f06bd7903b5064d3cb0b7", + "prepared_review_unit_hash": "83973ecc774fbaf59bcc0f9e9af39b1c9a53966f33bc92fb54fbcc6901efe392", "component_budget": { - "node_count": 409, - "item_count": 409, - "soft_pair_count": 1530, - "serialized_chars": 789356, - "estimated_input_tokens": 197339, - "estimated_eval_tokens": 394934 + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 }, "budget": { - "node_count": 33, - "item_count": 33, - "soft_pair_count": 32, - "serialized_chars": 28209, - "estimated_input_tokens": 7053, - "estimated_eval_tokens": 14362 + "node_count": 38, + "item_count": 38, + "soft_pair_count": 36, + "serialized_chars": 32173, + "estimated_input_tokens": 8044, + "estimated_eval_tokens": 16344 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These soft links are mostly spurious: the issues span unrelated bugs in loading, tokenizers, configs, schedulers, processors, and model internals. I would not merge any of the candidate pairs as duplicates.", - "confidence": 0.86, - "canonical_issue_reason": "No reliable canonical issue emerges here; the similarity links connect unrelated bug classes and subsystems rather than one underlying defect.", + "summary": "This cluster is mostly a grab bag of Transformers v5/v5.x regression reports and model-specific bugs, but they do not appear to be duplicates of one another. No soft-edge pair looks safe to merge as the same underlying issue.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45850 is the broadest representative of the cluster\u2019s theme: widespread breakage after the v5 transition. It best captures the general regression umbrella, even though it is vague.", "canonical_pr_reason": null, - "best_issue_reason": "No issue is a safe duplicate hub. Issue 43519 has the most soft links, but those neighbors are not true duplicates of its timestamp-calculation bug.", + "best_issue_reason": "issue:45850 is the best overall issue anchor because it generalizes the repeated \u201cv5 breaks models/loading\u201d pattern seen across the set and has the most umbrella-like scope.", "best_pr_reason": null, "soft_edge_verdicts": [ + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Both are model/processor-related failures, but one is a chat-template crash with tool calls and the other is a Qwen3.5 MoE from_pretrained error. Different code paths and symptoms." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading failure is unrelated to inverse_sqrt scheduler kwargs being ignored." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache strategy naming is not the same bug as broad v5 model breakage." + }, { "left": "issue:43519", "right": "issue:44485", "accept": false, - "reason": "Different bugs: Qwen3VL timestamp parsing vs GLM-5 RoPE implementation." + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are distinct model-specific bugs." }, { "left": "issue:43519", "right": "issue:44908", "accept": false, - "reason": "Processor timestamp logic vs lr_scheduler kwargs handling; unrelated code paths." + "reason": "Timestamp calculation in a processor is unrelated to scheduler keyword handling." }, { "left": "issue:41669", "right": "issue:43704", "accept": false, - "reason": "Import-star cleanup/perf work vs a VRAM leak in Qwen3ForCausalLM; not the same bug." + "reason": "Import-star cleanup/performance concerns are unrelated to a VRAM leak in dataloader threads." }, { "left": "issue:31795", "right": "issue:34689", "accept": false, - "reason": "Documentation confusion in model.forward vs a model-loading regression; different problems." + "reason": "Documentation confusion about input_ids/past_key_values is not the same as a model-loading regression." }, { "left": "issue:31795", "right": "issue:37428", "accept": false, - "reason": "Docs issue vs an ImportError from flash-attention utils; unrelated." + "reason": "Doc ambiguity and flash-attention import failure are different issues." }, { "left": "issue:44315", "right": "issue:45092", "accept": false, - "reason": "Liger Kernel application bug vs remote-code/meta-init incompatibility; different failure modes." + "reason": "Liger Kernel not applied with model_init and remote-code checkpoint/meta-init incompatibility are separate problems." }, { "left": "issue:44485", "right": "issue:45468", "accept": false, - "reason": "GLM-5 RoPE implementation vs Gemma-4 audio positional encoding; unrelated models/features." + "reason": "GLM-5 RoPE implementation and Gemma-4 audio positional encoding are different model-specific implementation bugs." }, { "left": "issue:43704", "right": "issue:44485", "accept": false, - "reason": "VRAM leak in multi-threaded loading vs RoPE implementation; not the same defect." + "reason": "VRAM leak under multithreaded dataloading is unrelated to RoPE implementation." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Audio-model continuous batching support and a DeepSeek weight-conversion question are not duplicates." }, { "left": "issue:43502", "right": "issue:43519", "accept": false, - "reason": "local_files_only network access bug vs Qwen3VL timestamp calculation; different subsystems." + "reason": "local_files_only still triggering API calls is unrelated to Qwen3VL timestamp computation." }, { "left": "issue:42371", "right": "issue:43704", "accept": false, - "reason": "TF32 behavior/settings issue vs a VRAM leak; unrelated." + "reason": "TF32 settings guidance is unrelated to a VRAM leak bug." }, { "left": "issue:43519", "right": "issue:44623", "accept": false, - "reason": "Timestamp calculation bug vs missing processor save_pretrained files; different code paths." + "reason": "Processor timestamp math and missing files from save_pretrained are different failure modes." }, { "left": "issue:43519", "right": "issue:43704", "accept": false, - "reason": "Qwen3VL timestamp bug vs Qwen3ForCausalLM VRAM leak; not the same issue." + "reason": "Timestamp calculation in a processor is unrelated to multithreaded VRAM leakage." }, { "left": "issue:44263", "right": "issue:45468", "accept": false, - "reason": "torch.split return-value issue in GlmMoeDsaIndexer vs Gemma-4 audio positional encoding." + "reason": "torch.split return values in a DSA indexer and Gemma-4 audio positional encoding are unrelated." }, { "left": "issue:43606", "right": "issue:45468", "accept": false, - "reason": "CPU offload device mismatch vs Gemma-4 audio positional encoding; unrelated." + "reason": "CPU offload device mismatch for bark-small and Gemma-4 audio positional encoding are different bugs." }, { "left": "issue:44261", "right": "issue:45468", "accept": false, - "reason": "MLA layernorm epsilon/config precision bug vs Gemma-4 audio positional encoding." + "reason": "Missing rms_norm_eps in MLA q_a_layernorm is unrelated to Gemma-4 audio positional encoding." }, { "left": "issue:42913", "right": "issue:43066", "accept": false, - "reason": "Both involve tokenizer v5 behavior, but one is a broad regression report and the other is a specific decoder-type issue; too vague to treat as the same bug." + "reason": "Both mention tokenizer behavior in v5, but one is a general behavior difference and the other is a specific wrong decoder type issue; not enough evidence they are the same bug." }, { "left": "issue:44908", "right": "issue:44998", "accept": false, - "reason": "Scheduler kwargs bug vs an unrelated placeholder issue." + "reason": "Scheduler kwargs handling and an unrelated unemployment placeholder issue are not duplicates." }, { "left": "issue:44861", "right": "issue:45290", "accept": false, - "reason": "_get_tied_weight_keys AttributeError vs apply_chat_template crash with tool calls; different code paths." + "reason": "_get_tied_weight_keys AttributeError and apply_chat_template tool-call crash affect different code paths." }, { "left": "issue:43525", "right": "issue:44861", "accept": false, - "reason": "Missing pad_token_id in Llama4Config vs tied-weight-key AttributeError; unrelated." + "reason": "Missing pad_token_id in Llama4Config is not the same as _get_tied_weight_keys crashing on a list." }, { - "left": "issue:41669", + "left": "issue:43704", "right": "issue:44998", "accept": false, - "reason": "Import-star cleanup/perf issue vs an unrelated placeholder issue." + "reason": "VRAM leak and an unrelated placeholder issue are not duplicates." }, { - "left": "issue:43704", + "left": "issue:41669", "right": "issue:44998", "accept": false, - "reason": "VRAM leak issue vs an unrelated placeholder issue." + "reason": "Import-star cleanup/perf work is unrelated to the placeholder issue." }, { "left": "issue:43572", "right": "issue:44861", "accept": false, - "reason": "StableLmConfig pad_token_idx bug vs tied-weight-key crash; different surfaces." + "reason": "Missing pad_token_idx in StableLmConfig and tied-weight key extraction crash are unrelated." }, { "left": "issue:43066", "right": "issue:44998", "accept": false, - "reason": "Tokenizer decoder-type regression vs an unrelated placeholder issue." + "reason": "Tokenizer decoder-type regression and an unrelated placeholder issue are not duplicates." }, { "left": "issue:31515", "right": "issue:38617", "accept": false, - "reason": "Slow checkpoint loading vs ImportError for layer_type_validation; unrelated." + "reason": "Slow from_pretrained checkpoint loading and an ImportError for layer_type_validation are different problems." }, { "left": "issue:44230", "right": "issue:44623", "accept": false, - "reason": "FP8 support request vs processor save_pretrained missing files; not the same bug." + "reason": "fp8 qwen3-vl/qwen3.5 support and processor.save_pretrained missing files are unrelated." }, { "left": "issue:44360", "right": "issue:44998", "accept": false, - "reason": "DSA indexer/ReLU discussion vs an unrelated placeholder issue." + "reason": "DSA indexer ReLU discussion and the placeholder issue are not duplicates." }, { "left": "issue:30333", "right": "issue:31515", "accept": false, - "reason": "MLflow reporting failure vs from_pretrained slowness; different problems." + "reason": "MLflow job-status reporting after failed training and slow checkpoint loading are unrelated." }, { "left": "issue:31515", "right": "issue:36296", "accept": false, - "reason": "Checkpoint loading performance vs tensor-parallel training bug; unrelated." + "reason": "Slow from_pretrained checkpoint loading and a tensor-parallel training bug are different issues." }, { - "left": "issue:44230", - "right": "issue:45310", + "left": "issue:31515", + "right": "issue:31795", "accept": false, - "reason": "FP8 inference support issue vs Qwen3.5 MoE from_pretrained error; different concrete bugs." + "reason": "Checkpoint loading slowness and documentation confusion in model.forward do not describe the same bug." }, { - "left": "issue:31515", - "right": "issue:31795", + "left": "issue:44230", + "right": "issue:45310", "accept": false, - "reason": "Loading slowdown vs documentation confusion; not the same issue." + "reason": "FP8 support for qwen3-vl/qwen3.5 and a from_pretrained error on Qwen3.5 MoE are related only by model family, not the same concrete bug." }, { "left": "issue:31515", "right": "issue:33453", "accept": false, - "reason": "from_pretrained loading speed vs tokenizer-loading regression; different symptoms and subsystems." + "reason": "Slow checkpoint loading and a tokenizer-loading regression are both loading-related but not the same failure." }, { "left": "issue:43298", "right": "issue:44230", "accept": false, - "reason": "Continuous batching audio-model support vs FP8 support for Qwen3-VL/Qwen3.5; unrelated feature requests." + "reason": "Continuous batching for audio models and fp8 qwen3-vl/qwen3.5 support are different feature gaps." } ] }, @@ -15619,7 +15626,7 @@ "issue:13244|issue:16618", "issue:15980|issue:16618" ], - "prepared_review_unit_hash": "b6bbdf41709ef675980f88d18f9830bb442178d8539aea2d827f77f16f5d669e", + "prepared_review_unit_hash": "7f6a67aa1ca6adbc0edf86a1ab96017269c143cd65659e7cfa5288f136be94bb", "component_budget": { "node_count": 3, "item_count": 3, @@ -15641,24 +15648,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are not duplicates of one another: one is about Tapas tokenization behavior, one about an authentication/download error for private models, and one about loading bert-base-uncased. They share only vague model-loading similarity.", - "confidence": 0.93, - "canonical_issue_reason": null, + "summary": "Only the two model-loading issues are loosely related at the subsystem level; the Tapas tokenization issue is unrelated. The available titles do not support true duplicate status for either soft pair.", + "confidence": 0.81, + "canonical_issue_reason": "issue:16618 is the broadest and most central of the remaining issues ('Can't load the model for bert-base-uncased'), so it is the best candidate to represent the model-loading side of the cluster, even though it is not a confirmed duplicate of the auth-related issue.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue cleanly represents a duplicate cluster here; if forced, #16618 is the broadest, but it is still not a duplicate of the others.", + "best_issue_reason": "As an issue representative, issue:16618 is the most general user-visible failure and most likely to anchor discussion, but the cluster still appears to contain at least one unrelated report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:13244", "right": "issue:16618", "accept": false, - "reason": "Different underlying problem: Tapas tokenization mismatch vs a generic model-load failure for bert-base-uncased; no shared code-path or concrete fix target." + "reason": "Different products/problems: Tapas tokenization vs. model loading for bert-base-uncased. They do not look like the same underlying bug." }, { "left": "issue:15980", "right": "issue:16618", "accept": false, - "reason": "#15980 is specifically about a bad error message when downloading a private model while logged out, whereas #16618 is a model loading failure for a public model; related area but not the same bug." + "reason": "Both mention model download/load failures, but one is specifically a private-model login/error-message issue while the other is a generic inability to load a public model; not enough evidence that they are the same bug." } ] }, @@ -15688,12 +15695,12 @@ "soft_pairs": [ "issue:26350|issue:33260" ], - "prepared_review_unit_hash": "f65f1aa5f23acbf02e6934960197294ccf274d493ce81a31bad5c20c96471597", + "prepared_review_unit_hash": "22b69d2b1b2df1131c18a278e5b5dc2ca321781a2185f11dcdd9a93c8d37f6d0", "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 }, @@ -15701,7 +15708,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1590, + "serialized_chars": 1589, "estimated_input_tokens": 398, "estimated_eval_tokens": 1052 }, @@ -15710,18 +15717,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: one issue tracks Flash Attention 2 support for more architectures, the other tracks GGUF support for more architectures. They concern different features and likely different code paths.", - "confidence": 0.98, + "summary": "The two issues are about different requested features: Flash Attention 2 support for more architectures vs GGUF support for more architectures. They are not duplicates and should not be clustered as the same underlying request.", + "confidence": 0.97, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Neither issue is a strong canonical representative for the cluster because the underlying requests are different. If forced, issue 26350 has slightly more discussion, but it is not the same topic as 33260.", + "best_issue_reason": null, "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:26350", "right": "issue:33260", "accept": false, - "reason": "Reject: these request different kinds of model support (Flash Attention 2 vs GGUF) and do not describe the same underlying bug or change." + "reason": "Different feature requests and code paths; one targets Flash Attention 2 architecture support, the other targets GGUF support. They are not the same underlying bug/change." } ] }, @@ -15763,7 +15770,7 @@ "issue:43834|issue:44365", "issue:44365|issue:44370" ], - "prepared_review_unit_hash": "a69fd6b8d56fefb22a6126202f6726047dba34733285fac21e2b18b15203eadc", + "prepared_review_unit_hash": "0d6e10c8deeaef48aa9d40d70e5b739aa3a9c4bdfb11ecd1d681c0916c1b623e", "component_budget": { "node_count": 5, "item_count": 5, @@ -15785,78 +15792,78 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The three generic i18n placeholder issues are likely true duplicates of each other. The Turkish and Spanish issues are separate language-specific translation requests and should not be merged with the generic placeholders or with each other.", - "confidence": 0.79, - "canonical_issue_reason": "Issue 43834 is the earliest of the near-identical generic placeholder translation issues and best represents that duplicate subgroup.", + "summary": "The cluster is not one true duplicate set. Three issues are near-identical generic template requests for translating docs to , and those look like duplicates of each other. The Turkish and Spanish issues are separate language-specific requests and should not be merged with the generic template group or with each other.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43834 is the earliest of the near-identical generic template translation issues and is the best representative of that duplicate subgroup.", "canonical_pr_reason": null, - "best_issue_reason": "43834 has the strongest duplicate signal within the cluster: same generic title/body pattern as 44365 and 44370, with the earliest timestamp among them.", + "best_issue_reason": "issue:43834 is the strongest overall issue representative for the duplicate subgroup because it is the earliest and effectively identical to issue:44365 and issue:44370; the Turkish and Spanish issues are distinct requests.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:27088", "right": "issue:44370", "accept": false, - "reason": "Different target languages; Turkish vs generic placeholder. Same broad i18n theme is not enough to treat these as the same request." + "reason": "Different target languages; this is Turkish vs a generic placeholder translation request, so they are not the same underlying issue." }, { "left": "issue:27088", "right": "issue:44365", "accept": false, - "reason": "Different target languages; this is a Turkish translation request, while the other is a generic placeholder translation issue." + "reason": "Different target languages; Turkish does not duplicate the generic placeholder request." }, { "left": "issue:27088", "right": "issue:43834", "accept": false, - "reason": "Turkish-specific translation request vs generic placeholder issue; not the same underlying change." + "reason": "Different target languages and different concrete request; do not collapse Turkish into the generic placeholder issue." }, { "left": "issue:27088", "right": "issue:28936", "accept": false, - "reason": "Turkish and Spanish translation requests are distinct deliverables, so they should not be deduplicated." + "reason": "Turkish and Spanish are separate translation requests, not the same issue." }, { "left": "issue:28936", "right": "issue:43834", "accept": false, - "reason": "Spanish-specific request does not match the generic placeholder issue closely enough to be the same underlying issue." + "reason": "Different target languages; Spanish is not a duplicate of the generic placeholder request." }, { "left": "issue:28936", "right": "issue:44365", "accept": false, - "reason": "Different language targets; Spanish translation request versus generic placeholder issue." + "reason": "Different target languages; Spanish is distinct from the generic placeholder translation issue." }, { "left": "issue:28936", "right": "issue:44370", "accept": false, - "reason": "Different language targets; these are separate translation requests, not one bug/change." + "reason": "Different target languages; Spanish and the generic placeholder request are not the same underlying issue." }, { "left": "issue:43834", "right": "issue:44370", "accept": true, - "reason": "Near-identical generic title/body pattern and no distinguishing details; these look like duplicate copies of the same placeholder issue." + "reason": "These look like the same generic translation issue with nearly identical wording and no distinguishing language-specific details." }, { "left": "issue:43834", "right": "issue:44365", "accept": true, - "reason": "Same generic template/title and almost identical body structure; likely duplicate placeholder issues." + "reason": "Near-identical generic template issue; same request, just a duplicate opening." }, { "left": "issue:44365", "right": "issue:44370", "accept": true, - "reason": "Same generic placeholder translation issue with nearly identical content; safe to deduplicate." + "reason": "Effectively identical placeholder translation issues; same underlying request." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet. The three placeholder issues have nearly identical titles and extremely high similarity scores, and selecting the earliest one as canonical is reasonable. The Turkish and Spanish issues are correctly treated as distinct language-specific requests, and the soft-edge verdicts stay conservative without overstating equivalence." + "feedback": "The summary is grounded in the packet: the Turkish and Spanish issues are clearly language-specific by title, while 43834/44365/44370 are near-identical generic template issues. The duplicate claims among the generic-template trio are conservative enough given the titles and high similarity scores. No overreach stands out." }, "evaluator_used": true, "retried": false, @@ -15930,142 +15937,142 @@ "issue:37015|issue:45027", "issue:43837|issue:45177" ], - "prepared_review_unit_hash": "b0b5982722ea84b61b74050b47a4c5c9e13144ea5e8b708c5ebedcc1027c82f7", + "prepared_review_unit_hash": "d5b9a4e2686f1431c8705b2af41063fd7131afb3d49e186bf961ff8cae5bf9c5", "component_budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 35, - "serialized_chars": 20708, - "estimated_input_tokens": 5177, - "estimated_eval_tokens": 10610 + "serialized_chars": 20703, + "estimated_input_tokens": 5176, + "estimated_eval_tokens": 10608 }, "budget": { "node_count": 15, "item_count": 15, "soft_pair_count": 35, - "serialized_chars": 20708, - "estimated_input_tokens": 5177, - "estimated_eval_tokens": 10610 + "serialized_chars": 20703, + "estimated_input_tokens": 5176, + "estimated_eval_tokens": 10608 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is a set of related-but-distinct model support requests, not true duplicates. The overlap is mostly the generic \u201cadd model/support\u201d framing; the requested model families and tasks differ materially.", - "confidence": 0.97, - "canonical_issue_reason": "Issue 41115 is the broadest and most representative request in the set, with the clearest generic scope and the most cluster activity/references among the open issues.", + "summary": "This cluster is mostly a loose theme of model-add/support requests, not true duplicates. The items span unrelated model families and modalities (BERT variants, detection, audio TTS/ASR, OCR, sparse transformers), so the shared wording is superficial.", + "confidence": 0.96, + "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": "Issue 41115 is the best cluster anchor because it is a high-activity, broadly phrased model-add request that most cleanly represents the topical group without being overly niche.", + "best_issue_reason": "issue:43671 is the most central representative of the repeated 'add model support' pattern, but the cluster is too heterogeneous for it to serve as a true duplicate canonical.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:36817", "right": "issue:41211", "accept": false, - "reason": "Different model requests: EuroBert vs DEIMv2. Same feature theme, not the same underlying change." + "reason": "Both are model-add requests, but EuroBert and DEIMv2 are unrelated models and likely different code paths." }, { "left": "issue:36817", "right": "issue:43671", "accept": false, - "reason": "EuroBert config support is unrelated to Qwen3-TTS audio support." + "reason": "EuroBert config support and Qwen3-TTS support are different model families and different functionality." }, { "left": "issue:36817", "right": "issue:36879", "accept": false, - "reason": "EuroBert vs RF-DETR are distinct model families and use cases." + "reason": "EuroBert and RF-DETR are unrelated models; this is only a broad 'add model' similarity." }, { "left": "issue:36879", "right": "issue:41211", "accept": false, - "reason": "RF-DETR and DEIMv2 are different detection models; not a duplicate request." + "reason": "RF-DETR and DEIMv2 are different detection models with no evidence of the same underlying fix." }, { "left": "issue:36879", "right": "issue:43909", "accept": false, - "reason": "RF-DETR vision detection and LFM2.5 Audio support are unrelated changes." + "reason": "RF-DETR and LFM2.5 Audio 1.5B are different tasks and code paths." }, { "left": "issue:36879", "right": "issue:44121", "accept": false, - "reason": "RF-DETR and circuit-sparsity transformer support target different architectures and code paths." + "reason": "A detection model request and a sparse-transformer request are not the same underlying change." }, { "left": "issue:36879", "right": "issue:43837", "accept": false, - "reason": "RF-DETR vs Qwen3-ASR are different model types and tasks." + "reason": "RF-DETR and Qwen3-ASR are unrelated models; same broad support theme only." }, { "left": "issue:36879", "right": "issue:43671", "accept": false, - "reason": "RF-DETR vision model support is not the same as Qwen3-TTS audio support." + "reason": "RF-DETR and Qwen3-TTS are different model families and different implementation work." }, { "left": "issue:37015", "right": "issue:43837", "accept": false, - "reason": "NeoBERT and Qwen3-ASR are unrelated model requests." + "reason": "NeoBERT and Qwen3-ASR are unrelated model additions with different behavior and integration points." }, { "left": "issue:37015", "right": "issue:44121", "accept": false, - "reason": "NeoBERT vs weight-sparse transformer support are different architectures, not one bug/change." + "reason": "NeoBERT and the weight-sparse transformer request are distinct architectures, not one concrete bug/change." }, { "left": "issue:37015", "right": "issue:43909", "accept": false, - "reason": "NeoBERT and LFM2.5 Audio request different domains and implementation paths." + "reason": "NeoBERT and an audio model request are clearly different artifacts." }, { "left": "issue:36879", "right": "issue:37015", "accept": false, - "reason": "RF-DETR and NeoBERT are unrelated model additions." + "reason": "RF-DETR and NeoBERT are unrelated model requests; no shared underlying defect." }, { "left": "issue:37015", "right": "issue:42503", "accept": false, - "reason": "NeoBERT and ModernVBERT are different models; shared BERT naming is not enough for duplication." + "reason": "NeoBERT and ModernVBERT are both BERT-like, but they are different model-specific integrations." }, { "left": "issue:41115", "right": "issue:43837", "accept": false, - "reason": "MiniCPM3 architecture support and Qwen3-ASR support are distinct model additions." + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different model requests." }, { "left": "issue:41115", "right": "issue:44121", "accept": false, - "reason": "MiniCPM3 and circuit-sparsity transformer support are different code paths and requests." + "reason": "MiniCPM3 and the sparse-transformer request are distinct model/architecture additions." }, { "left": "issue:41115", "right": "issue:42503", "accept": false, - "reason": "MiniCPM3 and ModernVBERT are separate model support requests." + "reason": "MiniCPM3 and ModernVBERT are different model-specific changes, not one mergeable PR/issue." }, { "left": "issue:41115", "right": "issue:45027", "accept": false, - "reason": "MiniCPM3 and Voxtral TTS support are different modalities and implementations." + "reason": "MiniCPM3 and Voxtral TTS are different model families and modalities." }, { "left": "issue:41211", "right": "issue:43671", "accept": false, - "reason": "DEIMv2 and Qwen3-TTS are unrelated model support requests." + "reason": "DEIMv2 and Qwen3-TTS are unrelated requests; only the generic support wording overlaps." }, { "left": "issue:42503", @@ -16077,97 +16084,97 @@ "left": "issue:42503", "right": "issue:43671", "accept": false, - "reason": "ModernVBERT vs Qwen3-TTS are unrelated additions." + "reason": "ModernVBERT and Qwen3-TTS are unrelated model support requests." }, { "left": "issue:42503", "right": "issue:42738", "accept": false, - "reason": "ModernVBERT and BERT-like models with RoPE are too broad and not the same concrete request." + "reason": "ModernVBERT and 'BERT-like models with RoPE' are related only at a high level, not the same concrete change." }, { "left": "issue:42738", "right": "issue:45027", "accept": false, - "reason": "BERT-like RoPE support and Voxtral TTS support are unrelated changes." + "reason": "A broad RoPE-related BERT proposal and Voxtral TTS support are different changes." }, { "left": "issue:43671", "right": "issue:43837", "accept": false, - "reason": "Qwen3-TTS and Qwen3-ASR are related by brand, but they are different products and different support paths." + "reason": "Qwen3-TTS and Qwen3-ASR are sibling modalities, but they are separate model integrations and not one underlying fix." }, { "left": "issue:43671", "right": "issue:45027", "accept": false, - "reason": "Qwen3-TTS and Voxtral TTS are distinct model integrations." + "reason": "Qwen3-TTS and Voxtral TTS are different speech models and would not plausibly merge into one PR." }, { "left": "issue:43671", "right": "issue:45177", "accept": false, - "reason": "Qwen3-TTS and DeepSeek-OCR2 are unrelated modalities and requests." + "reason": "Qwen3-TTS and DeepSeek-OCR2 are different modalities and code paths." }, { "left": "issue:43671", "right": "issue:44121", "accept": false, - "reason": "Qwen3-TTS support is not the same as the weight-sparse transformer request." + "reason": "TTS support and a sparse-transformer model request are unrelated changes." }, { "left": "issue:43837", "right": "issue:45322", "accept": false, - "reason": "Qwen3-ASR and EUPE are different audio/vision model requests." + "reason": "Qwen3-ASR and EUPE are different model families and tasks." }, { "left": "issue:43837", "right": "issue:43909", "accept": false, - "reason": "Qwen3-ASR and LFM2.5 Audio are both audio-related, but they are different models and implementations." + "reason": "Qwen3-ASR and LFM2.5 Audio are both audio-related, but they are distinct model requests." }, { "left": "issue:43909", "right": "issue:44205", "accept": false, - "reason": "LFM2.5 Audio and SAM3-LiteText are completely different model requests." + "reason": "LFM2.5 Audio and SAM3-LiteText are unrelated model support requests." }, { "left": "issue:43671", "right": "issue:43909", "accept": false, - "reason": "Qwen3-TTS and LFM2.5 Audio are distinct audio model support requests." + "reason": "Qwen3-TTS and LFM2.5 Audio are different audio models with different implementation details." }, { "left": "issue:44121", "right": "issue:45322", "accept": false, - "reason": "Weight-sparse transformer support and EUPE are different architecture proposals." + "reason": "Sparse-transformer support and EUPE are not the same underlying model change." }, { "left": "issue:43837", "right": "issue:44121", "accept": false, - "reason": "Qwen3-ASR and circuit-sparsity transformer support do not describe the same change." + "reason": "Qwen3-ASR and the sparse-transformer request are unrelated model integrations." }, { "left": "issue:43837", "right": "issue:45027", "accept": false, - "reason": "Qwen3-ASR and Voxtral TTS are different audio model integrations." + "reason": "Qwen3-ASR and Voxtral TTS are different speech model requests." }, { "left": "issue:37015", "right": "issue:45027", "accept": false, - "reason": "NeoBERT and Voxtral TTS are unrelated model support requests." + "reason": "NeoBERT and Voxtral TTS are unrelated models and code paths." }, { "left": "issue:43837", "right": "issue:45177", "accept": false, - "reason": "Qwen3-ASR and DeepSeek-OCR2 are different model families and tasks." + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modalities and should not be merged as duplicates." } ] }, @@ -16210,12 +16217,12 @@ "issue:43668|issue:44031", "issue:43668|issue:43813" ], - "prepared_review_unit_hash": "4db72b1c7c80e351ff272d4c86fac88e3842d91a776539e76cf791ce2bb90f0a", + "prepared_review_unit_hash": "26bcf6253ddff442c315110dfd876b5b5b15ad9df724197f56aa4491b341c67b", "component_budget": { "node_count": 7, "item_count": 7, "soft_pair_count": 9, - "serialized_chars": 7188, + "serialized_chars": 7185, "estimated_input_tokens": 1797, "estimated_eval_tokens": 3850 }, @@ -16223,7 +16230,7 @@ "node_count": 7, "item_count": 7, "soft_pair_count": 9, - "serialized_chars": 7188, + "serialized_chars": 7185, "estimated_input_tokens": 1797, "estimated_eval_tokens": 3850 }, @@ -16232,60 +16239,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This is not a true duplicate cluster: the issues span unrelated models, config typing, tokenizer warnings, and an unrelated typo. No soft edge appears to describe the same underlying bug.", + "summary": "These issues are only superficially similar (mostly model/config/tokenizer bugs) and do not describe the same underlying defect or change. I would not collapse any of the suggested pairs.", "confidence": 0.96, - "canonical_issue_reason": "If one issue must be used as a representative, #42936 is the most concrete and discussion-rich report; however, it is not actually a duplicate of the others.", + "canonical_issue_reason": "No clear canonical issue: the cluster spans unrelated topics (norm implementation, loss kwargs, config type hints, typo fixes, tokenizer warning behavior, and a model gating bug).", "canonical_pr_reason": null, - "best_issue_reason": "#42936 is the strongest standalone issue in the set, but only as a generic representative\u2014not because it matches the rest of the items.", + "best_issue_reason": "Issue 43240 is the most concrete and broadly actionable runtime bug report: a specific code path where kwargs are not forwarded into loss computation.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:37934", "right": "issue:43668", "accept": false, - "reason": "Both mention normalization-related terms, but one questions Llama4TextL2Norm semantics while the other is a ModernBERT config type-hint bug; different models and different problems." + "reason": "Both are model/config questions, but one is about Llama4 normalization semantics and the other is a ModernBERT type hint; different code paths and fixes." }, { "left": "issue:42936", "right": "issue:43240", "accept": false, - "reason": "Mask2former ignore_value being unused is a model-specific loss bug, while kwargs not being passed to loss calculation is a separate API/control-flow issue." + "reason": "Both are runtime behavior bugs, but one is Mask2Former ignore_value handling and the other is loss kwargs forwarding; unrelated implementations." }, { "left": "issue:42936", "right": "issue:46018", "accept": false, - "reason": "These are unrelated DeepSeek-V4 gating and Mask2former ignore_value bugs; same broad ML space, not the same code-path problem." + "reason": "Different models and different defects: Mask2Former ignore_value usage vs DeepSeek-V4 expert gating." }, { "left": "issue:42936", "right": "issue:44031", "accept": false, - "reason": "A Mask2former loss parameter issue is unrelated to a tokenizer regex warning regression." + "reason": "One is a model-specific ignore_value bug; the other is a global tokenizer regex warning regression. Not the same issue." }, { "left": "issue:42936", "right": "issue:43813", "accept": false, - "reason": "Unused ignore_value in a model loss function does not match a typo in a quantization-operation attribute name." + "reason": "A model loss/label handling bug and a typo in a quantization attribute are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Different components and fix types: Mask2Former runtime bug vs ModernBERT config annotation typo." }, { "left": "issue:43240", "right": "issue:43668", "accept": false, - "reason": "Loss kwargs propagation and a config type-hint mistake are different kinds of bugs in different components." + "reason": "One is missing kwargs propagation into loss computation; the other is an incorrect type hint. No shared code defect." }, { "left": "issue:43668", - "right": "issue:43813", + "right": "issue:44031", "accept": false, - "reason": "ModernBERTConfig norm_eps typing and an orig_conversion.quantization_operation typo are unrelated issues." + "reason": "ModernBERT config typing and tokenizer warning regression are distinct changes in different subsystems." }, { "left": "issue:43668", - "right": "issue:44031", + "right": "issue:43813", "accept": false, - "reason": "A config type-hint problem is not the same underlying bug as a tokenizer regex warning regression." + "reason": "A config type hint issue and a quantization-attribute typo are not the same underlying bug or change." } ] }, @@ -16315,12 +16328,12 @@ "soft_pairs": [ "issue:41084|issue:43037" ], - "prepared_review_unit_hash": "4a0a7b6528f68beb2f1518a7e18ec2bf1699d0fd4efb995dbd8fd278467119f9", + "prepared_review_unit_hash": "423c4c103819ef728e836ffa491b43c9b78e413f2629bc38af759475125a5e38", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1479, + "serialized_chars": 1480, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -16328,7 +16341,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1479, + "serialized_chars": 1480, "estimated_input_tokens": 370, "estimated_eval_tokens": 996 }, @@ -16337,18 +16350,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two issues are not duplicates: one is a specific request about set block decoding, while the other asks for DeepSeek v3.2 support. They describe different features/problems with no shared code-path evidence.", - "confidence": 0.98, - "canonical_issue_reason": null, + "summary": "These two issues do not describe the same problem: one is a vague request about block decoding, while the other is a model-specific support request for DeepSeek v3.2.", + "confidence": 0.97, + "canonical_issue_reason": "Issue #43037 is the better representative issue because it names a concrete target (DeepSeek v3.2) and likely maps to a specific feature request, whereas #41084 is too broad and ambiguous.", "canonical_pr_reason": null, - "best_issue_reason": "#41084 is the more concrete, narrowly scoped issue; #43037 is a separate model-support feature request.", + "best_issue_reason": "#43037 is the strongest issue in this pair for triage and tracking because it is specific and actionable; #41084 lacks enough detail to serve as a clear canonical reference.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:41084", "right": "issue:43037", "accept": false, - "reason": "Different underlying requests: block decoding vs DeepSeek v3.2 model support. No overlapping targets, filenames, or concrete bug path suggest a duplicate." + "reason": "The titles and apparent intents are unrelated: block decoding vs. DeepSeek v3.2 support. No evidence they refer to the same underlying bug or change." } ] }, @@ -16378,12 +16391,12 @@ "soft_pairs": [ "issue:43598|issue:43600" ], - "prepared_review_unit_hash": "b06bac0bff94ddaeff4c3e5ce9145d8a420a30c3a5a4adb3edd37fd4e6f7917d", + "prepared_review_unit_hash": "5863a8ab9e6ba87b4e827df3d13434c3fea301d347499c6eb8f98ea360c2780c", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1583, + "serialized_chars": 1584, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -16391,7 +16404,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1583, + "serialized_chars": 1584, "estimated_input_tokens": 396, "estimated_eval_tokens": 1048 }, @@ -16400,18 +16413,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are only loosely related by \u201ccustom trainers,\u201d but they describe different trainer behaviors: one is about `remove_unused_column` handling, the other about FLOPS estimation. They are not duplicates.", - "confidence": 0.96, - "canonical_issue_reason": "Issue #43598 is the better cluster representative because it is the broader customizability concern around Trainer behavior; #43600 is a separate FLOPS-accounting problem.", + "summary": "These are related to custom trainers but describe different problems: one is about `remove_unused_column` behavior and trainer customizability, the other about FLOPS estimation for custom trainers. They should not be merged as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 43598 is the broader and more representative Trainer customizability request; it is more central to the cluster theme than the FLOPS-estimation-specific issue.", "canonical_pr_reason": null, - "best_issue_reason": "#43598 is the more suitable global issue anchor since it describes the core trainer customizability gap more directly and broadly, while #43600 is a narrower, distinct follow-up concern.", + "best_issue_reason": "Issue 43598 is the best issue to represent the cluster because it targets a concrete Trainer customization behavior rather than a narrower accounting concern.", "best_pr_reason": null, "soft_edge_verdicts": [ { - "left": "Revisit `remove_unused_column` in Trainer for better customizability", - "right": "Account for custom trainers when trying to estimate the number of FLOPS", + "left": "issue:43598", + "right": "issue:43600", "accept": false, - "reason": "Both mention custom trainers, but one concerns column-pruning customizability and the other concerns FLOPS estimation. They affect different code paths and are not the same underlying bug." + "reason": "They touch the same general Trainer customization area, but the underlying problems differ: `remove_unused_column` customizability versus FLOPS estimation for custom trainers. Different code paths and fixes." } ] }, @@ -16441,12 +16454,12 @@ "soft_pairs": [ "issue:43684|issue:44405" ], - "prepared_review_unit_hash": "e3ff850f5495f1daff034f4625dc9218a3e0306aac88eccc79fa4f5f6aac953f", + "prepared_review_unit_hash": "a78cc3ce4e6872c6377de3b8aac116859c953bc03797487d8d1865c9276e90ee", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1611, + "serialized_chars": 1612, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -16454,7 +16467,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1611, + "serialized_chars": 1612, "estimated_input_tokens": 403, "estimated_eval_tokens": 1062 }, @@ -16463,18 +16476,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These issues are related only at a very high level: both concern adding Qwen model support to auto classes, but they target different APIs and different model/config variants. They do not look like the same underlying bug or change.", - "confidence": 0.93, - "canonical_issue_reason": "Issue 43684 is the broader request (Qwen3-Omni registration for AutoModel and AutoModelForConditionalGeneration) and is the better representative of the auto-class registration theme, but it is not the same task as 44405.", + "summary": "These are related only at a very broad level (both ask for Hugging Face auto-class support for Qwen variants), but they target different model families and different auto tasks, so they are not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 43684 is the broader auto-model registration request and is the better anchor for this cluster, but it should not be treated as the same underlying problem as 44405.", "canonical_pr_reason": null, - "best_issue_reason": "Issue 43684 is the most general and central of the two; 44405 is a narrower, distinct sequence-classification support request for a different Qwen config.", + "best_issue_reason": "43684 is the best representative issue because it concerns a more general registration gap across AutoModel/AutoModelForConditionalGeneration, while 44405 is a separate, task-specific sequence-classification request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43684", "right": "issue:44405", "accept": false, - "reason": "Reject: 43684 asks for adding Qwen3-Omni registration to AutoModel/AutoModelForConditionalGeneration, while 44405 asks for AutoModelForSequenceClassification support for Qwen3.5 (Qwen3_5Config). Different model family/config and different auto class behavior, so not the same underlying change." + "reason": "Different underlying changes: Qwen3-Omni auto-model/conditional-generation registration vs Qwen3.5 AutoModelForSequenceClassification support. They touch different model families and tasks, so they should not be merged as duplicates." } ] }, @@ -16511,79 +16524,79 @@ "issue:43845|issue:43859", "issue:43846|issue:43859" ], - "prepared_review_unit_hash": "f21028b2c5e49cdf59db79e8df564356f5bcddf6ded65c5a7390f2d2da6c892f", + "prepared_review_unit_hash": "03262450dccb701f605020c20d4f532d09e28658fe5c94a1ec130bfdcf631d2e", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4264, - "estimated_input_tokens": 1066, - "estimated_eval_tokens": 2388 + "serialized_chars": 4265, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 4264, - "estimated_input_tokens": 1066, - "estimated_eval_tokens": 2388 + "serialized_chars": 4265, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Issues 43845, 43846, and 43859 share the exact same generic title \"huggingface \" and form the duplicate cluster; 43835 ('Fett') looks unrelated.", - "confidence": 0.82, - "canonical_issue_reason": "43845 is the earliest issue in the exact-title duplicate set, so it is the best canonical representative.", + "summary": "Three issues share the exact title 'huggingface' and were opened close together, making them likely duplicates; 'Fett' looks unrelated and should stay separate.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 43845 is the earliest of the repeated 'huggingface' reports and best represents that duplicate set; 43835 has a different title and appears unrelated.", "canonical_pr_reason": null, - "best_issue_reason": "43845 is the best overall issue representative because it matches the other two identical-title reports, while 43835 is unrelated.", + "best_issue_reason": "43845 is the cleanest cluster representative because it is one of the repeated identical-title issues and is the earliest among them; 43859 has a bit more discussion but less body content.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:43835", "right": "issue:43845", "accept": false, - "reason": "Different titles and no shared targets or other evidence of the same underlying problem." + "reason": "Different titles ('Fett' vs 'huggingface') and no shared target/body evidence suggest unrelated issues." }, { "left": "issue:43835", "right": "issue:43846", "accept": false, - "reason": "Different titles and no shared targets or other evidence of the same underlying problem." + "reason": "Different titles and no concrete evidence of the same underlying problem." }, { "left": "issue:43835", "right": "issue:43859", "accept": false, - "reason": "Different titles and no shared targets or other evidence of the same underlying problem." + "reason": "'Fett' does not match the repeated 'huggingface' reports, so this looks like a separate issue." }, { "left": "issue:43845", "right": "issue:43846", "accept": true, - "reason": "Same exact title and soft similarity; they look like duplicate reports of the same issue." + "reason": "Exact same title, same topic, and nearly simultaneous creation strongly indicate a duplicate report." }, { "left": "issue:43845", "right": "issue:43859", "accept": true, - "reason": "Same exact title and soft similarity; they look like duplicate reports of the same issue." + "reason": "Exact same title and close timestamps make these very likely duplicates of the same issue." }, { "left": "issue:43846", "right": "issue:43859", "accept": true, - "reason": "Same exact title and soft similarity; they look like duplicate reports of the same issue." + "reason": "Exact same title and close creation window point to the same underlying report." } ] }, "evaluator_result": { - "accept": false, - "feedback": "The cluster summary is mostly grounded, but one soft-edge rationale overstates the evidence: issue 43859 is about 13 hours after 43845/43846, so it is not 'very close' in creation time. If you keep those acceptances, the reasoning should rely only on the identical title and soft similarity, not temporal proximity." + "accept": true, + "feedback": "Grounded in the packet: 43845/43846/43859 share the same title and are temporally close enough to plausibly form a duplicate set, while 43835 has a different title and no other evidence tying it in. The chosen canonical representative (43845) is the earliest of the repeated 'huggingface' issues." }, "evaluator_used": true, - "retried": true, + "retried": false, "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null @@ -16618,12 +16631,12 @@ "issue:44572|issue:44937", "issue:44573|issue:44937" ], - "prepared_review_unit_hash": "004a283e5934b2987fd297350411e74b9b1e80dfc6edd361a00067162101eb63", + "prepared_review_unit_hash": "5156294e794132c89f28b07323568f6d2c3658806c6d2532db2dc1482e84fb24", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5785, + "serialized_chars": 5788, "estimated_input_tokens": 1447, "estimated_eval_tokens": 3150 }, @@ -16631,7 +16644,7 @@ "node_count": 5, "item_count": 5, "soft_pair_count": 9, - "serialized_chars": 5785, + "serialized_chars": 5788, "estimated_input_tokens": 1447, "estimated_eval_tokens": 3150 }, @@ -16640,66 +16653,66 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster looks like unrelated low-information/spam issues with only superficial title similarity. There is no evidence of a shared underlying bug or change, so none should be deduplicated together.", + "summary": "All candidates look like unrelated low-signal spam/off-topic issues rather than duplicates of one concrete bug or request. No pair should be merged in the cluster.", "confidence": 0.98, - "canonical_issue_reason": "Issue 44371 is the earliest item and is as generic as the rest, but none of the issues provide enough substance to serve as a meaningful canonical report.", + "canonical_issue_reason": "No issue stands out as a real canonical report; the set is dominated by spam/off-topic placeholders with no actionable description.", "canonical_pr_reason": null, - "best_issue_reason": "44371 is the least bad placeholder only because it is earliest; however, the set is too noisy and content-poor to identify a true canonical issue.", + "best_issue_reason": "None of these issues provides a meaningful problem statement or durable target for deduplication, so there is no good global best issue.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:44371", "right": "issue:44572", "accept": false, - "reason": "Both are generic spam placeholders, but there is no concrete evidence they describe the same report." + "reason": "Both are spam placeholders with no concrete shared bug or request; same superficial label only." }, { "left": "issue:44371", "right": "issue:44573", "accept": false, - "reason": "Identical low-information titles are not enough to prove the same underlying issue." + "reason": "Both are spam placeholders; no evidence they describe the same underlying issue." }, { "left": "issue:44371", "right": "issue:44418", "accept": false, - "reason": "One is spam-like and the other is a documentation suggestion; they do not point to the same problem." + "reason": "One is spam and the other is a generic documentation suggestion; not the same actionable problem." }, { "left": "issue:44371", "right": "issue:44937", "accept": false, - "reason": "The titles are unrelated; no shared bug, request, or code path is evident." + "reason": "Spam placeholder vs. off-topic company mention; no shared bug/change target." }, { "left": "issue:44418", "right": "issue:44572", "accept": false, - "reason": "A documentation enhancement and a spam placeholder are not the same issue." + "reason": "Generic documentation enhancement does not match a spam placeholder as the same issue." }, { "left": "issue:44418", "right": "issue:44573", "accept": false, - "reason": "Different topics with no concrete overlap beyond being low-information issues." + "reason": "Generic documentation enhancement and spam are unrelated." }, { "left": "issue:44572", "right": "issue:44573", "accept": false, - "reason": "Same generic placeholder title, but no description or target evidence ties them to one underlying report." + "reason": "Both are spam placeholders, but there is no concrete bug or request to confirm they are the same underlying report." }, { "left": "issue:44572", "right": "issue:44937", "accept": false, - "reason": "Unrelated titles and no explicit shared target or problem statement." + "reason": "Spam placeholder vs. unrelated off-topic title; not a duplicate." }, { "left": "issue:44573", "right": "issue:44937", "accept": false, - "reason": "No substantive common bug/change is visible; similarity is only superficial." + "reason": "Spam placeholder vs. unrelated off-topic title; no same underlying issue." } ] }, @@ -16729,7 +16742,7 @@ "soft_pairs": [ "issue:45145|issue:45151" ], - "prepared_review_unit_hash": "8f5403be315b4b2a7dc7603ea9f431af87f159fb08388fcc07e3455d285814c0", + "prepared_review_unit_hash": "237877c796572e50ec158931a7c68160c01dbcd50f206710541d5a3bc8aedee1", "component_budget": { "node_count": 2, "item_count": 2, @@ -16751,28 +16764,28 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues have identical titles and similar content, but the packet only supports a soft duplicate hypothesis rather than an exact duplicate. #45145 is the safest canonical issue because it was created first and already has an inbound reference.", - "confidence": 0.78, - "canonical_issue_reason": "#45145 is the earlier report and has an inbound reference, so it is the safest canonical representative among two highly similar issues.", + "summary": "Two closed issues share the same title and very similar body text, so they are likely duplicate reports of the same energy-optimization proposal.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #45145 is the better canonical issue because it was created earlier and already has an inbound reference, while #45151 adds no distinguishing information.", "canonical_pr_reason": null, - "best_issue_reason": "#45145 is the best issue representative for triage because it is the earliest instance and already referenced elsewhere; the available evidence does not prove a strict duplicate, only strong similarity.", + "best_issue_reason": "#45145 is the strongest representative for the issue cluster due to earliest creation time and slightly more linkage activity.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45145", "right": "issue:45151", - "accept": false, - "reason": "The issues share an identical title and look related, but the packet only provides soft similarity (Jaccard 0.63) with no explicit links, targets, or other evidence proving the same underlying report. That is not strong enough to accept as a duplicate." + "accept": true, + "reason": "Likely duplicate / probably the same issue: the titles match exactly and the bodies are highly similar, but the evidence is only soft_similarity, so this is a cautious accept rather than a strong one." } ] }, "evaluator_result": { "accept": false, - "feedback": "The canonical choice (#45145) is grounded by earlier creation time and an inbound reference, but the analysis overstates the evidence for duplication. The packet only shows identical titles and soft similarity with Jaccard 0.63; it does not establish an exact duplicate. Also, the claim that #45145 has \u201cslightly more discussion context\u201d is not supported by the packet (it has 0 discussion activity vs. 1 on #45151)." + "feedback": "The packet supports a likely duplicate relationship, but the soft-edge verdict is a bit too strong for the evidence provided. Here the only pair evidence is `soft_similarity` with no deterministic accept, so the verdict should stay conservative (e.g. \"likely duplicate\" or \"probably the same issue\") rather than stating it as a strong indication. The canonical issue choice and earlier-creation rationale are grounded." }, "evaluator_used": true, "retried": true, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -16849,40 +16862,40 @@ "soft_pairs": [ "issue:45672|issue:45674" ], - "prepared_review_unit_hash": "a4853145fdabf66fe7820c362fb6bd1dd37936cff9b40bc212ff70afd153bdec", + "prepared_review_unit_hash": "3061d74a5bfbcf1ac5365aa8b2c10f409dbe7fa1743eebe1554b298cb0bc0b71", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1668, - "estimated_input_tokens": 417, - "estimated_eval_tokens": 1090 + "serialized_chars": 1669, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1668, - "estimated_input_tokens": 417, - "estimated_eval_tokens": 1090 + "serialized_chars": 1669, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related only at a very broad level (4-bit inference), but they describe different failures in different code paths: one is a Gemma4/audio-module uint8 + `torch.finfo()` TypeError, the other is a BitsAndBytesConfig `llm_int8_skip_modules`/`lm_head` exclusion AssertionError. They should not be merged as duplicates.", - "confidence": 0.97, - "canonical_issue_reason": "Issue #45674 is the clearer, more generally described bug report: it names the specific configuration interaction, the affected default exclusion behavior, and the resulting assertion path.", + "summary": "The two issues are related to 4-bit inference, but they describe different bugs and different fix paths: Gemma4 uint8/NF4 audio-module TypeError vs. BitsAndBytesConfig skipping lm_head exclusion and triggering an AssertionError.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45674 is the clearer representative of its own bug: it has a specific configuration trigger and a general 4-bit inference failure mode. issue:45672 is Gemma4/audio-module-specific and appears to be a separate problem.", "canonical_pr_reason": null, - "best_issue_reason": "Issue #45674 is the best representative because it is more precise about the trigger and failure mode, making it easier to triage and fix independently.", + "best_issue_reason": "issue:45674 is the better standalone issue to keep visible because its title and mechanism are more explicit; issue:45672 is a separate Gemma4-specific bug, not a duplicate.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45672", "right": "issue:45674", "accept": false, - "reason": "Both involve 4-bit inference, but the reported bugs are different: one is a `torch.finfo()` TypeError on uint8 weights in Gemma4 audio modules, the other is an AssertionError caused by `llm_int8_skip_modules` clearing the default `lm_head` exclusion. Different triggers and code paths, so not a duplicate." + "reason": "They share the same broad area (4-bit inference) but not the same underlying bug: one is a torch.finfo TypeError on uint8 weights in Gemma4 audio modules, the other is llm_int8_skip_modules clearing lm_head exclusion and causing an AssertionError. Different trigger, code path, and fix." } ] }, @@ -16912,40 +16925,40 @@ "soft_pairs": [ "issue:45762|issue:45763" ], - "prepared_review_unit_hash": "82a2f5f5d6cd8bc1d2d0169feb6ba16571c6723e5eec40537266c7004168f3d7", + "prepared_review_unit_hash": "a8394b428735c9e783329c63a2139565f11b957698cd20f3680fd1721cfd8be5", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1477, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 1477, - "estimated_input_tokens": 370, - "estimated_eval_tokens": 996 + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues appear unrelated: both titles are just different personal names with different dates, and there is no shared description, filename, target, or discussion evidence suggesting a duplicate bug report.", - "confidence": 0.99, + "summary": "The two issues look unrelated and appear to be standalone name/date entries rather than duplicate bug reports. There is no clear canonical duplicate pair here.", + "confidence": 0.98, "canonical_issue_reason": null, "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "Neither issue is a strong canonical candidate; both are sparse, unrelated, and not obviously part of the same underlying report.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45762", "right": "issue:45763", "accept": false, - "reason": "Different named subjects and different dates; no evidence they describe the same underlying issue or report." + "reason": "The titles reference different people and different dates, with no shared issue content or concrete underlying bug/change." } ] }, @@ -16975,7 +16988,7 @@ "soft_pairs": [ "issue:45764|issue:45765" ], - "prepared_review_unit_hash": "fefccf9bea33baae59dc78b6f3f6644645b110e77b4be02e51a423ae00a41b91", + "prepared_review_unit_hash": "f1fe72dfe55770f793b35d1e21d0613313ff5255af477cf17d119f1bfaab41be", "component_budget": { "node_count": 2, "item_count": 2, @@ -16997,18 +17010,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two issues are unrelated-looking closed placeholders with different person-name/date titles, no body, no links, and no shared technical context. There is no basis to treat either as a duplicate of the other.", - "confidence": 0.96, - "canonical_issue_reason": null, + "summary": "These two closed issues appear unrelated: both are empty, title-only items with different personal-name/date strings and no shared evidence of a duplicate relationship.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue exists here because the items do not look like duplicate reports of the same problem; they have different titles and no body or linkage evidence.", "canonical_pr_reason": null, - "best_issue_reason": null, + "best_issue_reason": "If forced to pick a representative issue, 45764 is only marginally cleaner, but neither issue is a good cluster representative because the pair does not appear to describe the same underlying bug or request.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45764", "right": "issue:45765", "accept": false, - "reason": "The titles refer to different names and dates, and there is no issue body, discussion, or linking evidence indicating the same underlying bug or request." + "reason": "Different title content with no body, filenames, targets, or references tying them to the same underlying issue; this looks unrelated rather than duplicate." } ] }, @@ -17048,88 +17061,88 @@ "issue:45871|issue:45873", "issue:45872|issue:45873" ], - "prepared_review_unit_hash": "4ecad14438dd50d9f9429f93d1cb83f30115331132ae29876c4fbeebe8950426", + "prepared_review_unit_hash": "0b838f156c852154e84638da6665d39f35460a44b0ea8a5f1b34588a5accc3b3", "component_budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5722, - "estimated_input_tokens": 1431, - "estimated_eval_tokens": 3118 + "serialized_chars": 5729, + "estimated_input_tokens": 1433, + "estimated_eval_tokens": 3122 }, "budget": { "node_count": 5, "item_count": 5, "soft_pair_count": 8, - "serialized_chars": 5722, - "estimated_input_tokens": 1431, - "estimated_eval_tokens": 3118 + "serialized_chars": 5729, + "estimated_input_tokens": 1433, + "estimated_eval_tokens": 3122 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is not one duplicate set; it splits into two separate exact-duplicate issue pairs: 45870/45871 and 45872/45873. Issue 45869 is only loosely thematically related and should not be merged with either pair.", - "confidence": 0.95, - "canonical_issue_reason": "45870 is the cleanest representative of the first exact-duplicate pair because it matches 45871 verbatim and is the earlier instance. It is not a canonical for the whole cluster, only for its duplicate pair.", + "summary": "This cluster contains two clear duplicate pairs: 45870/45871 and 45872/45873. Issue 45869 is only loosely related by the financial-data theme and should not be merged with the others.", + "confidence": 0.92, + "canonical_issue_reason": "45872 is the best canonical representative: it is the earlier of the exact duplicate pair 45872/45873 and has the most descriptive, project-specific title in the cluster.", "canonical_pr_reason": null, - "best_issue_reason": "No single issue cleanly represents all five items, but 45870 is the best overall representative to keep as the first exact-duplicate issue. If triaging by subcluster, 45872 would be the corresponding representative for the second exact-duplicate pair.", + "best_issue_reason": "45872 is the strongest standalone issue to keep because it clearly states the DataForge financial time-series + scraping-service use case and is duplicated verbatim by 45873.", "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "issue:45869", "right": "issue:45870", "accept": false, - "reason": "Same broad financial domain, but 45869 is a dataset/sample offer while 45870 is an example issue about prediction with DataForge; not the same underlying request." + "reason": "Related topic only; one is a dataset/sample listing and the other is an example request. They do not look like the same underlying issue." }, { "left": "issue:45869", "right": "issue:45871", "accept": false, - "reason": "Dataset bundle vs example issue; related topic only, not the same concrete bug/change." + "reason": "Related topic only; the dataset bundle request is not the same concrete issue as the DataForge example request." }, { "left": "issue:45870", "right": "issue:45871", "accept": true, - "reason": "Identical titles and likely the same issue reported twice." + "reason": "Exact duplicate titles and same example request; these clearly refer to the same issue." }, { "left": "issue:45870", "right": "issue:45872", "accept": false, - "reason": "Both mention financial time series/DataForge, but one is about a prediction example and the other about a scraping service; different concrete requests." + "reason": "Same general financial/DataForge theme, but different concrete requests: an example vs a scraping-service integration." }, { "left": "issue:45870", "right": "issue:45873", "accept": false, - "reason": "Different underlying issue: prediction example versus scraping-service request." + "reason": "Same general financial/DataForge theme, but not the same underlying request as the scraping-service issue." }, { "left": "issue:45871", "right": "issue:45872", "accept": false, - "reason": "Different concrete topic and likely separate work items, despite shared keywords." + "reason": "The example request and the scraping-service request are different enough that they should not be merged as duplicates." }, { "left": "issue:45871", "right": "issue:45873", "accept": false, - "reason": "Prediction example and scraping-service issue are not the same underlying change." + "reason": "Different concrete requests despite overlapping domain keywords; not the same underlying issue." }, { "left": "issue:45872", "right": "issue:45873", "accept": true, - "reason": "Identical titles and effectively the same issue duplicated." + "reason": "Exact duplicate titles and same DataForge financial time-series + scraping-service request; clearly the same issue." } ] }, "evaluator_result": { "accept": true, - "feedback": "The cluster analysis is grounded in the packet: 45870/45871 and 45872/45873 are the only clearly mergeable duplicate pairs based on identical titles and matching body length, while 45869 is only loosely related. The soft-edge verdicts are conservative and do not overstate evidence." + "feedback": "The summary is grounded in the packet: the only exact title duplicates are 45870/45871 and 45872/45873, and the conservative non-duplicate calls for 45869 and the cross-theme pairs are consistent with the available evidence. No soft-edge verdict overstates the evidence." }, "evaluator_used": true, "retried": false, @@ -17148,7 +17161,7 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-39895-15", + "cluster_id": "cluster-39895-16", "nodes": [ "pull_request:39895", "pull_request:41855", @@ -17164,7 +17177,8 @@ "pull_request:45655", "pull_request:46048", "pull_request:46065", - "pull_request:46067" + "pull_request:46067", + "pull_request:46091" ], "soft_pairs": [ "pull_request:39895|pull_request:43424", @@ -17177,8 +17191,8 @@ "pull_request:43251|pull_request:44827", "pull_request:43424|pull_request:46065", "pull_request:43424|pull_request:46067", + "pull_request:43424|pull_request:46091", "pull_request:43424|pull_request:44827", - "pull_request:43424|pull_request:43823", "pull_request:43823|pull_request:45655", "pull_request:43823|pull_request:43995", "pull_request:43823|pull_request:46067", @@ -17186,211 +17200,238 @@ "pull_request:43995|pull_request:45213", "pull_request:44827|pull_request:46065", "pull_request:44827|pull_request:46067", + "pull_request:44827|pull_request:46091", "pull_request:44827|pull_request:45170", - "pull_request:44827|pull_request:46048", "pull_request:45170|pull_request:46065", "pull_request:44827|pull_request:45213", "pull_request:43823|pull_request:45213", "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:46048", "pull_request:46065|pull_request:46067", + "pull_request:46065|pull_request:46091", + "pull_request:43823|pull_request:46091", "pull_request:43251|pull_request:43254" ], - "prepared_review_unit_hash": "c2430217c36b580b17d982a0524f516a2e9172cd23dbe5c4c48d98b7a61a32c4", + "prepared_review_unit_hash": "fbca8782f98a5e01201dda1de68e65c7e7742477078765d95b141ea51ac8bfb8", "component_budget": { - "node_count": 15, - "item_count": 15, - "soft_pair_count": 27, - "serialized_chars": 42112, - "estimated_input_tokens": 10528, - "estimated_eval_tokens": 21312 + "node_count": 16, + "item_count": 16, + "soft_pair_count": 30, + "serialized_chars": 45302, + "estimated_input_tokens": 11326, + "estimated_eval_tokens": 22908 }, "budget": { - "node_count": 15, - "item_count": 15, - "soft_pair_count": 27, - "serialized_chars": 42112, - "estimated_input_tokens": 10528, - "estimated_eval_tokens": 21312 + "node_count": 16, + "item_count": 16, + "soft_pair_count": 30, + "serialized_chars": 45302, + "estimated_input_tokens": 11326, + "estimated_eval_tokens": 22908 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "This cluster is mostly noisy and spans unrelated PRs (model additions, docs, tests, kernel/loading fixes). The only clear duplicate/same-change pair is the two `fixed_cross_entropy` patches for the same loss helper.", - "confidence": 0.97, + "summary": "This cluster is mostly heterogeneous: new-model scaffolding, tokenizer/docs additions, export tests, conversion/loading fixes, and a single duplicated loss-function change. Only the two `fixed_cross_entropy` PRs appear to be the same underlying fix; the rest are broad-theme similarities, not true duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 43251 is the strongest representative because it directly links issue 43240 and makes the same `fixed_cross_entropy` API change as 43254, but in a slightly more complete/structured way.", + "canonical_pr_reason": "PR 43251 is the best canonical representative of the duplicated loss fix: it has the explicit issue target, clearer bug framing, and more review/activity than 43254, which is a shorter near-identical variant.", "best_issue_reason": null, - "best_pr_reason": "PR 43251 is the best cluster anchor: it is explicitly issue-linked, targets the core loss helper change, and its duplicate pair (43254) is a near-identical alternative implementation.", + "best_pr_reason": "PR 43251 is the strongest overall representative of the only true duplicate pair in the cluster and is the clearest concrete code change here.", "soft_edge_verdicts": [ { "left": "pull_request:39895", "right": "pull_request:43424", "accept": false, - "reason": "Unrelated PRs: VideoPrism model/docs addition vs an Executorch dynamic-shape test. Same general repo area only, not the same bug/change." + "reason": "Unrelated PRs: VideoPrism model/docs addition vs Executorch dynamic-shape export test. Similarity is only that both are framework changes." }, { "left": "pull_request:41855", "right": "pull_request:43823", "accept": false, - "reason": "Mistral tokenizer helper methods vs adding MobileLLM. Different models and different code paths." + "reason": "Different fixes: Mistral tokenizer helper methods vs adding a new MobileLLM model. Shared tokenization/model codebase is too broad." }, { "left": "pull_request:41855", "right": "pull_request:43424", "accept": false, - "reason": "Tokenizer API fix vs Executorch export test. No shared underlying bug or change." + "reason": "Tokenizer method addition vs executorch export test are not the same bug or change." }, { "left": "pull_request:42668", "right": "pull_request:43823", "accept": false, - "reason": "Processor auto-loading robustness vs adding MobileLLM. Broad processor/model infrastructure only, not the same fix." + "reason": "Processor auto-loading robustness changes are unrelated to adding a new model implementation." }, { "left": "pull_request:43251", "right": "pull_request:46067", "accept": false, - "reason": "Both touch loading/loss-related code in the repo, but they fix different problems: cross-entropy kwargs vs base_model_prefix conversion handling." + "reason": "`cross_entropy` kwargs fix vs conversion loading/base_model_prefix handling are distinct codepaths and bugs." }, { "left": "pull_request:43251", "right": "pull_request:43823", "accept": false, - "reason": "Loss helper kwargs fix vs new MobileLLM model addition. Completely different changes." + "reason": "Loss-function kwargs fix is unrelated to MobileLLM model addition." }, { "left": "pull_request:43251", "right": "pull_request:46065", "accept": false, - "reason": "Cross-entropy kwargs fix vs testing-utils device detection fix. Unrelated code paths." + "reason": "Loss-function fix vs testing-utils device property fix are different issues with no shared concrete change." }, { "left": "pull_request:43251", "right": "pull_request:44827", "accept": false, - "reason": "Loss helper change vs Mistral4 test/model cleanup. Same broad theme of fixes, but not the same concrete bug." + "reason": "Cross-entropy kwargs support is unrelated to Mistral4 test/model plumbing." }, { "left": "pull_request:43424", "right": "pull_request:46065", "accept": false, - "reason": "Executorch dynamic-shape test vs testing-utils device detection. Different functionality." + "reason": "Executorch dynamic-shape test and device-property test-utils fix are different concerns." }, { "left": "pull_request:43424", "right": "pull_request:46067", "accept": false, - "reason": "Executorch export test vs conversion-loading prefix handling. No shared change target." + "reason": "Executorch export test vs conversion mapping/loading fix are unrelated." }, { "left": "pull_request:43424", - "right": "pull_request:44827", + "right": "pull_request:46091", "accept": false, - "reason": "Executorch dynamic-shape test vs Mistral4 test fixes. Both test-oriented, but unrelated code paths." + "reason": "Executorch export testing and tokenizer mapping updates are different changes." }, { "left": "pull_request:43424", - "right": "pull_request:43823", + "right": "pull_request:44827", "accept": false, - "reason": "Executorch test vs MobileLLM model addition. Not the same bug/change." + "reason": "Executorch export test does not match the Mistral4 test/model fix change-set." }, { "left": "pull_request:43823", "right": "pull_request:45655", "accept": false, - "reason": "New MobileLLM model vs config-resolution ordering fix. Different subsystems and issues." + "reason": "New MobileLLM model addition is unrelated to the class-annotation/config resolution fix." }, { "left": "pull_request:43823", "right": "pull_request:43995", "accept": false, - "reason": "MobileLLM addition vs Falcon output-interface refactor. Different model families and changes." + "reason": "Adding MobileLLM and refactoring Falcon output collection are different model integrations." }, { "left": "pull_request:43823", "right": "pull_request:46067", "accept": false, - "reason": "MobileLLM addition vs conversion base_model_prefix fix. No common concrete code-path." + "reason": "MobileLLM model addition vs loading/conversion prefix fix are distinct changes." }, { "left": "pull_request:43995", "right": "pull_request:44827", "accept": false, - "reason": "Falcon output-capture refactor vs Mistral4 tests/model fixes. Different models and intent." + "reason": "Falcon output-interface refactor is unrelated to Mistral4 test fixes." }, { "left": "pull_request:43995", "right": "pull_request:45213", "accept": false, - "reason": "Falcon refactor vs model-creation skill draft. Completely unrelated." + "reason": "Falcon refactor vs model-creation skill PR are not the same underlying change." }, { "left": "pull_request:44827", "right": "pull_request:46065", "accept": false, - "reason": "Do not merge just because both are fixes/tests; Mistral4 test fixes and testing-utils device capability handling are unrelated." + "reason": "Mistral4 test/model changes and testing-utils device detection fix are different bugs." }, { "left": "pull_request:44827", "right": "pull_request:46067", "accept": false, - "reason": "Mistral4 tests/model work vs base_model_prefix conversion fix. Different underlying problems." + "reason": "Mistral4 test/model changes do not match the conversion/loading prefix bug fix." }, { "left": "pull_request:44827", - "right": "pull_request:45170", + "right": "pull_request:46091", "accept": false, - "reason": "Mistral4 test fixes vs layrnorm->layernorm renaming. No shared bug or mergeable single PR." + "reason": "Mistral4 test/model changes are unrelated to tokenizer mapping updates." }, { "left": "pull_request:44827", - "right": "pull_request:46048", + "right": "pull_request:45170", "accept": false, - "reason": "Mistral4 fixes vs TDT loss kernel integration. Different feature/fix scope." + "reason": "Mistral4 fixes and `layrnorm`\u2192`layernorm` renaming are different model families and changes." }, { "left": "pull_request:45170", "right": "pull_request:46065", "accept": false, - "reason": "LayerNorm rename/conversion mapping fix vs testing-utils device properties fix. Unrelated." + "reason": "Weight-renaming cleanup for CLIP-like models is unrelated to testing-utils device-property handling." }, { "left": "pull_request:44827", "right": "pull_request:45213", "accept": false, - "reason": "Mistral4 fixes vs a new-model skill draft. Not the same change." + "reason": "Mistral4 test/model fixes are unrelated to the new-model skill PR." }, { "left": "pull_request:43823", "right": "pull_request:45213", "accept": false, - "reason": "MobileLLM addition vs model-creation skill draft. Different artifact types and purposes." + "reason": "Model addition PR and a repository skill/documentation PR are not duplicates." }, { "left": "pull_request:44827", "right": "pull_request:45655", "accept": false, - "reason": "Mistral4 test fixes vs config-resolution order fix. Different code paths and problems." + "reason": "Mistral4 fixes are unrelated to the `cls.config` resolution order bug." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test/model fixes and TDT loss kernel integration are different features." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46067", + "accept": false, + "reason": "Different areas: Mistral4 test/model work vs conversion mapping/loading logic." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46091", + "accept": false, + "reason": "Mistral4 work and tokenizer backend mapping updates are unrelated." }, { "left": "pull_request:46065", "right": "pull_request:46067", "accept": false, - "reason": "Testing-utils device detection fix vs conversion base_model_prefix fix. Both infra changes, but not the same underlying bug." + "reason": "Testing-utils device detection and conversion-prefix loading fixes are distinct infrastructure bugs." + }, + { + "left": "pull_request:46065", + "right": "pull_request:46091", + "accept": false, + "reason": "Testing-utils device property fix is unrelated to tokenizer mapping changes." }, { "left": "pull_request:43251", "right": "pull_request:43254", "accept": true, - "reason": "Same file and same loss helper (`fixed_cross_entropy`) with the same underlying fix: add supported kwargs/forward them to `nn.functional.cross_entropy` for issue 43240." + "reason": "Same underlying bug fix in `fixed_cross_entropy`: both add supported kwargs/parameters to pass through to `nn.functional.cross_entropy` for the same loss-path behavior." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is grounded in the packet and stays conservative: it correctly treats the cluster as mostly unrelated noise and only accepts the clear duplicate pair `pull_request:43251`/`pull_request:43254`, which share the same file and issue target `43240`. The rejected soft-edge pairs also look appropriately non-mergeable into a single bugfix PR." + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate pair is the explicitly issue-linked `fixed_cross_entropy` pair, which is well supported by the shared file and matching kwargs passthrough change. The other rejections are appropriately cautious and do not overstate weak thematic similarity." }, "evaluator_used": true, "retried": false, @@ -17417,7 +17458,7 @@ "soft_pairs": [ "pull_request:40546|pull_request:42781" ], - "prepared_review_unit_hash": "645beec4388498c7c542381a57d9b3f374abbd6ec5a90c46cb0947e51b4b718a", + "prepared_review_unit_hash": "6d4d369d5afe4a6c3aa95fae32d0cff791020261a6a397495179e136b8cda45b", "component_budget": { "node_count": 2, "item_count": 2, @@ -17439,18 +17480,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are about adding VibeVoice support, but PR #42781 is a later, broader realtime follow-up rather than the same concrete change as PR #40546. They overlap heavily on core VibeVoice files, yet the feature scope differs enough that they should not be merged as duplicates.", - "confidence": 0.84, + "summary": "Both PRs are about the VibeVoice model family, but they are not the same concrete change: #40546 implements the base VibeVoice support, while #42781 is a separate draft for VibeVoice Realtime with additional acoustic-tokenizer and generation changes. Shared files mostly reflect common model integration scaffolding, not a duplicate fix/change.", + "confidence": 0.82, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #42781 is the more comprehensive and newer VibeVoice implementation, covering the realtime path plus the acoustic tokenizer and related generation/model plumbing, so it is the better representative of this cluster.", + "canonical_pr_reason": "#40546 is the broader, more established base VibeVoice implementation and is the best representative of this cluster; #42781 is a narrower follow-up/realtime variant and remains draft.", "best_issue_reason": null, - "best_pr_reason": "PR #42781 is the strongest standalone candidate because it appears to subsume more of the VibeVoice integration surface and likely reflects the most complete implementation direction.", + "best_pr_reason": "#40546 is the strongest standalone PR in the set because it introduces the core VibeVoice integration with docs, auto classes, modeling, processing, and conversion support. #42781 is related but not a duplicate and appears to extend the family rather than deliver the same change.", "soft_edge_verdicts": [ { "left": "pull_request:40546", "right": "pull_request:42781", "accept": false, - "reason": "They overlap on VibeVoice infrastructure, but #40546 is the initial implementation while #42781 adds a realtime variant and additional tokenizer/generation pieces. That is related work, not the same concrete fix/change, so I would not merge them as duplicates." + "reason": "Do not merge as duplicates: #40546 adds the base VibeVoice model, while #42781 targets VibeVoice Realtime and includes extra acoustic-tokenizer/generation work. They overlap by subsystem, but they are distinct features and not the same code-path fix/change." } ] }, @@ -17480,12 +17521,12 @@ "soft_pairs": [ "pull_request:40755|pull_request:41224" ], - "prepared_review_unit_hash": "42e5168c88d71b4b5f9b570c002b81cbd622ef352af82a0e592d0447bc0ccd49", + "prepared_review_unit_hash": "f88250501340b4e3b4ce7094e5d7f4f1406dad5759742420ca297cf34075ecb9", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4676, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -17493,7 +17534,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4676, + "serialized_chars": 4675, "estimated_input_tokens": 1169, "estimated_eval_tokens": 2594 }, @@ -17502,18 +17543,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These two PRs are unrelated feature additions in different model areas: TimesFM covariate forecasting vs DINOv3 image classification support. They do not look like the same underlying change, so the soft duplicate edge should be rejected.", - "confidence": 0.98, + "summary": "These are unrelated feature PRs: one adds TimesFM covariate forecasting, the other adds DINOv3 image-classification support. They do not look like the same underlying change.", + "confidence": 0.99, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "41224 is the more focused representative PR in this cluster; 40755 is a separate TimesFM feature change.", "best_issue_reason": null, - "best_pr_reason": null, + "best_pr_reason": "41224 is the tighter, more self-contained PR to represent the cluster.", "soft_edge_verdicts": [ { "left": "pull_request:40755", "right": "pull_request:41224", "accept": false, - "reason": "Different models and code paths: 40755 adds TimesFM covariate forecasting across timesfm/xreg utilities, while 41224 adds DINOv3 image classification support in auto/modeling docs and DINOv3 code. They are not the same bug or change." + "reason": "Different models and different code paths: TimesFM covariate forecasting vs DINOv3 image-classification support. Not the same underlying change." } ] }, @@ -17608,7 +17649,7 @@ "pull_request:41797|pull_request:45186", "pull_request:45186|pull_request:45630" ], - "prepared_review_unit_hash": "320fd47de973cbb1571e4e4094f51a56fb88e7ce933c748327f650c62454746e", + "prepared_review_unit_hash": "29c1762d699376cf85062a61c38ba28acd831a4a3cd9ec059bcc37faca11e8b2", "component_budget": { "node_count": 3, "item_count": 3, @@ -17630,24 +17671,24 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are three separate new-model addition PRs for different models (DeepSeek OCR, Isaac, Kimi2-6). They share boilerplate registration/docs patterns, but not the same underlying change or code-path fix, so they should not be clustered as duplicates.", - "confidence": 0.98, + "summary": "All three pull requests are separate new-model additions (DeepSeek OCR, Isaac, and Kimi2-6). They share the same Transformers scaffolding patterns, but they target different models and codepaths, so this is not a duplicate cluster.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical duplicate PR: each change adds a different model integration, with distinct files, configs, processors, and model code.", + "canonical_pr_reason": "No true duplicate exists in this set. If a single representative PR is needed, 45630 is the broadest and most reviewed new-model addition, but it is still distinct from the others.", "best_issue_reason": null, - "best_pr_reason": "PR 45630 is the strongest representative only in the sense that it has the most review activity and a substantial model integration, but it is still not interchangeable with the others.", + "best_pr_reason": "45630 is the strongest representative for the cluster only in the sense that it is a substantial, well-scoped new model integration; however, it should not be treated as the same change as the other PRs.", "soft_edge_verdicts": [ { "left": "pull_request:41797", "right": "pull_request:45186", "accept": false, - "reason": "Different model additions (DeepSeek OCR vs Isaac). Shared docs/auto-registration files are boilerplate, not evidence of the same underlying change or a PR that could be merged into one." + "reason": "Different models and different implementation targets: DeepSeek OCR vs Isaac. Shared framework files are just standard new-model plumbing, not the same underlying change." }, { "left": "pull_request:45186", "right": "pull_request:45630", "accept": false, - "reason": "Different model additions (Isaac vs Kimi2-6) with distinct implementation files and model codepaths. The overlap is broad framework registration, not the same concrete fix." + "reason": "Different model families and different concrete integrations: Isaac vs Kimi2-6. The overlap is broad Transformers boilerplate, not one mergeable duplicate PR." } ] }, @@ -17677,7 +17718,7 @@ "soft_pairs": [ "pull_request:42975|pull_request:42976" ], - "prepared_review_unit_hash": "4a2184db695189253243cfef43ab3212e29458abfe07ec7f943e2e18b0b47e81", + "prepared_review_unit_hash": "f34c4a6ea5ea4532b60237925aa2c443132eeba5ab4c94bc3661198bb12fa28d", "component_budget": { "node_count": 2, "item_count": 2, @@ -17699,18 +17740,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs both modernize GitHub Actions workflows, but they update different actions and address different change sets: one focuses on Node 24-compatible workflow action upgrades, the other on bumping docker/build-push-action and a few related workflows. They overlap in filenames but are not the same underlying change.", - "confidence": 0.94, + "summary": "Both pull requests are broad GitHub Actions maintenance bumps, but they target different concrete changes: PR 42975 is about Node 24 compatibility across many workflow actions, while PR 42976 is mainly upgrading docker/build-push-action and a few other workflow actions to newer versions. They overlap in the general area, but not the same underlying fix/change set.", + "confidence": 0.79, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "PR 42975 is the better canonical PR because it is the more explicit umbrella change and touches the larger set of workflow action upgrades tied to a clear compatibility goal.", "best_issue_reason": null, - "best_pr_reason": "PR #42975 is the broader, more coherent workflow-upgrade sweep and is the better representative of the cluster, but it is not a duplicate of #42976.", + "best_pr_reason": "PR 42975 is the strongest representative of the cluster: it has the broader scope, clearer intent, and better matches the shared workflow-maintenance theme than the narrower docker-action bump in PR 42976.", "soft_edge_verdicts": [ { "left": "pull_request:42975", "right": "pull_request:42976", "accept": false, - "reason": "Reject: both are workflow dependency bumps, but #42975 upgrades core GitHub Actions for Node 24 compatibility while #42976 specifically bumps docker/build-push-action. They touch overlapping files yet fix different action-version migrations and would not plausibly be merged as one PR." + "reason": "Do not merge: both are workflow-action upgrades, but one is a Node 24 compatibility sweep and the other is a docker/build-push-action version bump. They do not fix the same concrete bug and would not naturally collapse into one PR." } ] }, @@ -17747,70 +17788,70 @@ "pull_request:43448|pull_request:45490", "pull_request:43451|pull_request:45490" ], - "prepared_review_unit_hash": "f9099aabcf4cd6ed22c38e7b5ffc03bfc19bc19bb5c2dffcdd4e1f60c08e5290", + "prepared_review_unit_hash": "1b74306bce56a92a327dd5c8711321ee4a8da684e4a1241172cdb8c39d446234", "component_budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 14079, - "estimated_input_tokens": 3520, - "estimated_eval_tokens": 7296 + "serialized_chars": 14074, + "estimated_input_tokens": 3519, + "estimated_eval_tokens": 7294 }, "budget": { "node_count": 4, "item_count": 4, "soft_pair_count": 6, - "serialized_chars": 14079, - "estimated_input_tokens": 3520, - "estimated_eval_tokens": 7296 + "serialized_chars": 14074, + "estimated_input_tokens": 3519, + "estimated_eval_tokens": 7294 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Four separate model-addition PRs (ViT NEPA, Molmo, Molmo2, and CTSM) that only look similar because they follow the same Transformers integration template. They touch different model families and code paths, so this is not a duplicate cluster.", - "confidence": 0.99, + "summary": "All four PRs are separate model-addition efforts (ViT NEPA, Molmo, Molmo2, CTSM). They share the same repo-wide scaffolding patterns, but they do not fix the same bug or implement the same concrete change, so none should be merged as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: each item introduces a different model integration with distinct files, model classes, and documentation.", + "canonical_pr_reason": "Molmo2 is the broadest and most complete representative of the cluster (largest change surface and highest review activity), but it is not a duplicate of the others; the PRs are for different models.", "best_issue_reason": null, - "best_pr_reason": "No best PR for deduplication purposes; the PRs are unrelated changes despite sharing scaffold files like docs and auto-mapping updates.", + "best_pr_reason": "Molmo2 is the best single representative of this cluster because it is the most substantial model-integration PR and includes the most surrounding infrastructure (docs, auto mappings, processing, tests), making it the clearest exemplar of the pattern.", "soft_edge_verdicts": [ { "left": "pull_request:42978", "right": "pull_request:43448", "accept": false, - "reason": "ViT NEPA and Molmo are different model additions; shared template files do not indicate the same bug or change." + "reason": "ViT NEPA and Molmo are different model additions with different files, configs, and tests; shared auto/docs scaffolding is not enough to call them the same change." }, { "left": "pull_request:42978", "right": "pull_request:43451", "accept": false, - "reason": "ViT NEPA and Molmo2 are separate model integrations with different model codepaths and docs." + "reason": "ViT NEPA and Molmo2 are distinct model integrations for different architectures and codepaths, not one concrete bugfix or reusable patch." }, { "left": "pull_request:42978", "right": "pull_request:45490", "accept": false, - "reason": "ViT NEPA is a vision model addition, while CTSM is a time-series model addition; unrelated changes." + "reason": "ViT NEPA and CTSM are unrelated model-addition PRs; they only overlap on standard registry/documentation plumbing." }, { "left": "pull_request:43448", "right": "pull_request:43451", "accept": false, - "reason": "Molmo and Molmo2 are distinct model families; overlap is limited to standard integration scaffolding." + "reason": "Molmo and Molmo2 are separate model families/releases with different model, processor, and test implementations; they are not the same underlying change." }, { "left": "pull_request:43448", "right": "pull_request:45490", "accept": false, - "reason": "Molmo and CTSM touch different model domains and concrete implementations." + "reason": "Molmo and CTSM target different model codepaths and add different APIs; the overlap is just common transformer boilerplate." }, { "left": "pull_request:43451", "right": "pull_request:45490", "accept": false, - "reason": "Molmo2 and CTSM are unrelated model additions with no shared underlying bug or fix." + "reason": "Molmo2 and CTSM are different model integrations with no shared concrete bug or feature implementation beyond generic auto-registration/doc updates." } ] }, @@ -17843,7 +17884,7 @@ "pull_request:43291|pull_request:44815", "pull_request:43665|pull_request:44815" ], - "prepared_review_unit_hash": "4c0e1f070d69dd463d44b1527021c081c9576db549a1e3fc18b704674c0c9aa6", + "prepared_review_unit_hash": "b1a3d641e8e77b93ba92656d2c5a7e9039c478ba593e582b608b28325fa1a749", "component_budget": { "node_count": 3, "item_count": 3, @@ -17865,30 +17906,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The three pull requests are not duplicates: one is a Whisper tokenizer/test fix, one is placeholder-like test edits in CLIP/ViT, and one is a substantive FP8 dequant/loading fix. All soft links should be rejected.", - "confidence": 0.98, + "summary": "These PRs are not duplicates of the same underlying change. One is a Whisper tokenization/test fix, one is a suspicious test-only PR in CLIP/ViT, and one is a broader FP8/dequantization fix across loading, quantization, and Mistral4 support. Shared similarity is only superficial.", + "confidence": 0.95, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the three PRs target unrelated changes, so none should subsume the others.", + "canonical_pr_reason": "PR #44815 is the most substantial and coherent code change in the set, with real implementation updates across model loading and FP8 quantization; the others are narrower test-focused changes and do not align to the same bug or patch.", "best_issue_reason": null, - "best_pr_reason": "PR 44815 is the strongest standalone change: it has a coherent, substantive code fix across the loading/FP8 path, unlike the other two which are test-only or Whisper-specific.", + "best_pr_reason": "PR #44815 is the best representative artifact because it contains the clearest non-test code path changes and the broadest implementation context, whereas #43291 is Whisper-specific and #43665 appears unrelated/synthetic test noise.", "soft_edge_verdicts": [ { "left": "pull_request:43291", "right": "pull_request:43665", "accept": false, - "reason": "Whisper tokenizer/timestamp decoding work is unrelated to CLIP/ViT test-assert edits; they do not fix the same bug or change." + "reason": "These touch different model families and different concerns: Whisper tokenization/timestamp decoding versus CLIP/ViT test edits. They do not appear to fix the same concrete bug or merge into one PR." }, { "left": "pull_request:43291", "right": "pull_request:44815", "accept": false, - "reason": "These touch different code paths and problems: Whisper decoding vs FP8 dequant/loading; no plausible single merged fix." + "reason": "Whisper decode/test changes are unrelated to FP8 dequantization, core model loading, and Mistral4 support. No shared code path or underlying defect is evident." }, { "left": "pull_request:43665", "right": "pull_request:44815", "accept": false, - "reason": "Test-only placeholder assertions in CLIP/ViT are unrelated to the FP8 dequant fix and should not be merged as one PR." + "reason": "The CLIP/ViT test-only changes are unrelated to the FP8/dequantization implementation work. They do not describe the same change and should not be merged as duplicates." } ] }, @@ -17918,7 +17959,7 @@ "soft_pairs": [ "pull_request:43488|pull_request:43532" ], - "prepared_review_unit_hash": "5f07d366db8167e91ab1dc373367d9f2733f72d69d5d7718d668483dc598ac57", + "prepared_review_unit_hash": "ece7972da44f5ffecfa01cda37b58fb472316cc7a4f04dbc31437dd00f3a01ce", "component_budget": { "node_count": 2, "item_count": 2, @@ -17940,18 +17981,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two open PRs, but they are not duplicates: #43488 is a small repo-bot/version-format test PR, while #43532 is a broader CI/workflow and testing-utils change. Shared test-file overlap is incidental.", - "confidence": 0.94, + "summary": "The cluster contains two unrelated open PRs. #43488 is a repository-bot/check-format style change around setup/versioning and a ViT test, while #43532 changes CI/workflow and testing utility code. The only overlap is an incidental shared test file, so they should not be treated as duplicates.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #43532 is the better representative of the cluster because it is broader and more substantive; #43488 is a narrow temporary bot-check PR focused on setup/version formatting.", + "canonical_pr_reason": "PR #43532 is the better canonical representative because it contains the more substantive code-path and workflow changes; #43488 is a narrow bot/check-style PR and is not representative of the cluster as a whole.", "best_issue_reason": null, - "best_pr_reason": "#43532 is the closest thing to a cluster anchor, but neither PR is a strong canonical duplicate target because both are marked '[don't merge]' and appear to be validation/infrastructure changes rather than a single fix.", + "best_pr_reason": "PR #43532 is the strongest standalone PR in the set: it makes a coherent set of workflow/testing updates across several files. #43488 is largely a synthetic repo-bot check and is less suitable as the cluster's representative PR.", "soft_edge_verdicts": [ { "left": "pull_request:43488", "right": "pull_request:43532", "accept": false, - "reason": "Reject: the PRs touch different change sets and code paths. #43488 is mostly setup/version/dependency and a Vit test tweak; #43532 changes CI workflows, testing utilities, and notifications. They do not look like one mergeable fix." + "reason": "These PRs target different concerns: #43488 is a setup/version/dependency formatting check with a test tweak, while #43532 modifies CI workflows and testing utilities. The shared test file is incidental and they are not the same underlying change." } ] }, @@ -17981,12 +18022,12 @@ "soft_pairs": [ "pull_request:43612|pull_request:43613" ], - "prepared_review_unit_hash": "aa2386a531936782064adfd47659907515272d3f746895a160efa2ef57072cea", + "prepared_review_unit_hash": "5bbd0bf4b60ef6819745b2b3045437c40372b1a8b9feb2bd90d607d6bdaf0adc", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -17994,7 +18035,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 6083, + "serialized_chars": 6082, "estimated_input_tokens": 1521, "estimated_eval_tokens": 3298 }, @@ -18003,18 +18044,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are two separate feature PRs that both add new promptable segmentation pipelines and share generic scaffolding, but they target different concepts, model families, and code paths. They are similar in shape, not the same underlying change.", - "confidence": 0.95, + "summary": "Two open PRs add different segmentation pipelines with overlapping scaffolding, but they implement distinct features and should not be deduplicated.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical duplicate PR: 43612 adds Promptable Concept Segmentation, while 43613 adds Promptable Visual Segmentation; they are distinct features with different implementation targets.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "If one representative is needed, 43613 is the broader/more comprehensive feature PR, but it is not a duplicate of 43612.", + "best_pr_reason": null, "soft_edge_verdicts": [ { "left": "pull_request:43612", "right": "pull_request:43613", "accept": false, - "reason": "Different pipelines and feature intents; shared docs/registry/test scaffolding is expected and does not indicate the same concrete bug or change." + "reason": "Different pipeline features: Promptable Concept Segmentation vs Promptable Visual Segmentation. They share registration/docs boilerplate, but the changed model/test files and task targets are not the same concrete code-path change." } ] }, @@ -18044,12 +18085,12 @@ "soft_pairs": [ "pull_request:43651|pull_request:43663" ], - "prepared_review_unit_hash": "619e606e478dff7017bb2c882155b166d1a89d047f3549527ac73382aeec4a17", + "prepared_review_unit_hash": "64665a1bf929f59738ca6af85eea7b433cc49496f3e6124dbba11d36a201bc9f", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4290, + "serialized_chars": 4291, "estimated_input_tokens": 1073, "estimated_eval_tokens": 2402 }, @@ -18057,7 +18098,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4290, + "serialized_chars": 4291, "estimated_input_tokens": 1073, "estimated_eval_tokens": 2402 }, @@ -18066,18 +18107,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both items modify `src/transformers/trainer.py`, but they solve different problems: 43651 adds a gradient-accumulation loss-scaling hook, while 43663 extracts signature-column filtering for custom/PEFT trainers. Related area, not duplicate change.", - "confidence": 0.97, + "summary": "These are two separate open PRs in `trainer.py`: one changes gradient-accumulation loss scaling, the other extracts signature-column filtering for customization. They share a file and broad trainer context but not the same underlying bug/change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical PR: PR #43651 and PR #43663 address different trainer code paths and are not duplicates.", "best_issue_reason": null, - "best_pr_reason": "43651 is the stronger representative: it makes a concrete behavior change in `training_step` for loss scaling, whereas 43663 is a separate column-filtering override hook.", + "best_pr_reason": "PR #43651 is the more concrete, behavior-changing fix in `training_step` and is the better representative of the cluster if one must be chosen.", "soft_edge_verdicts": [ { "left": "pull_request:43651", "right": "pull_request:43663", "accept": false, - "reason": "They share the trainer subsystem but not the same underlying bug or code path: one changes GA loss normalization, the other changes signature-column extraction for data filtering. They would not naturally merge into one PR." + "reason": "Different features in the same file: #43651 adjusts gradient-accumulation loss normalization, while #43663 adds an overridable helper for signature-column filtering. They do not fix the same concrete bug and would not plausibly be merged as one PR." } ] }, @@ -18107,7 +18148,7 @@ "soft_pairs": [ "pull_request:43656|pull_request:43842" ], - "prepared_review_unit_hash": "c775f3857e2f95759b6dbf96c81476b6a77323daca53255217d3a56ac888a6c3", + "prepared_review_unit_hash": "b3ab2816d0aec26356a0b212d5632f8ce2bb8c1c31fdeb80f584192e84ac211b", "component_budget": { "node_count": 2, "item_count": 2, @@ -18129,24 +18170,27 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs touch the same file but fix different TypeAdapter-related problems: one is a typing/annotation cleanup in `serve.py`, the other specifically handles `pydantic` being absent. They are not duplicates and should not be merged into one PR.", - "confidence": 0.96, + "summary": "The two PRs are related in `src/transformers/cli/serve.py` and both concern typing/runtime annotation handling, but the packet does not prove they fix the same concrete bug. #43842 is the narrower, explicitly targeted `TypeAdapter` NameError fix; #43656 is a broader annotations cleanup that may overlap but is not clearly the same issue.", + "confidence": 0.67, "canonical_issue_reason": null, - "canonical_pr_reason": "No single canonical PR: the two changes address different runtime/typing failure modes in the CLI, so neither subsumes the other.", + "canonical_pr_reason": "PR #43842 is the more specific and clearly scoped fix, directly targeting the `TypeAdapter` NameError path described in its title and diff.", "best_issue_reason": null, - "best_pr_reason": "PR 43842 is the more narrowly targeted fix for the explicit `pydantic`-missing `TypeAdapter` NameError path; PR 43656 is a separate typing-related cleanup/fix.", + "best_pr_reason": "PR #43842 is the best representative because it addresses a concrete, named runtime failure, while #43656 reads as a broader typing cleanup in the same file.", "soft_edge_verdicts": [ { "left": "pull_request:43656", "right": "pull_request:43842", "accept": false, - "reason": "Different underlying bugs: 43656 is a typing/future-annotations cleanup in `serve.py`, while 43842 fixes the `TypeAdapter` import/forward-reference failure when `pydantic` is not installed." + "reason": "They touch the same file and both involve typing annotations, but the evidence does not show they fix the same underlying bug; #43656 is broader, while #43842 is a specific `TypeAdapter` NameError fix." } ] }, - "evaluator_result": null, - "evaluator_used": false, - "retried": false, + "evaluator_result": { + "accept": false, + "feedback": "The cluster is only weakly supported by the packet: both PRs touch `src/transformers/cli/serve.py` and are about typing/runtime annotation issues, but the evidence does not show they fix the exact same bug. PR #43656 appears to be a broader `from __future__ import annotations` / typing cleanup, while PR #43842 specifically moves `TypeAdapter` under `TYPE_CHECKING` and quotes a single annotation. The soft-edge verdict overstates the evidence by saying they fix the same underlying `TypeAdapter` NameError and can definitely be merged as one bugfix PR; the safer reading is that they are related but not proven to be the same issue." + }, + "evaluator_used": true, + "retried": true, "accepted_nontrivial_soft_edge": false, "error_kind": null, "error_message": null @@ -18333,12 +18377,12 @@ "pull_request:44044|pull_request:44154", "pull_request:44024|pull_request:44076" ], - "prepared_review_unit_hash": "4531250bdf1eee563ec9f94a9846696eedbc3633cd8250707d635a1d0a43d825", + "prepared_review_unit_hash": "54e2d775bfe70ab9e82fe6f27859225129062a42bbeeda64f04a943ddc856d78", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84505, + "serialized_chars": 84507, "estimated_input_tokens": 21127, "estimated_eval_tokens": 42510 }, @@ -18355,372 +18399,420 @@ "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "This cluster is mostly a set of independent model-by-model refactors to the new output-tracing/capture_outputs pattern, centered around the shared tracking issue #43979. A few pairs are true near-duplicates within the same model family (notably GPT-Neo and GPT-J/CodeGen), but most cross-model pairs are not the same concrete change.", - "confidence": 0.92, - "canonical_issue_reason": "Issue #43979 is the common umbrella tracker repeatedly referenced by these PRs and appears to be the canonical coordination point for the standardized output-tracing refactor work.", - "canonical_pr_reason": "PR #44722 is the strongest representative: it is a later, more complete GPT-J/CodeGen output-tracing refactor with the same standardized-decorator direction and explicit issue linkage.", - "best_issue_reason": "#43979 is the best global issue anchor because it is explicitly targeted by many of the PRs in this cluster and captures the shared refactor theme.", - "best_pr_reason": "#44722 is the best global PR representative because it clearly implements the standardized output-tracing change in the GPT-J/CodeGen path and appears to be a mature version of that specific refactor.", + "summary": "This cluster is mostly a set of model-specific refactors for the same standardized output-tracing initiative under issue #43979. The only true duplicate/revision threads are the GPT-Neo pair and the GPT-J/CodeGen pair; the rest are distinct per-model adaptations that share the same theme but not the same concrete code path.", + "confidence": 0.87, + "canonical_issue_reason": "All of these PRs point at the same umbrella tracker (#43979), but no separate issue artifact was included in the provided set, so there is no issue candidate to rank.", + "canonical_pr_reason": "PR 44722 is the best canonical representative of the actual duplicate subthread: it covers the GPT-J/CodeGen output-tracing refactor, overlaps directly with 44066 and 44085, and looks like the broadest/most complete version of that concrete change.", + "best_issue_reason": "No issue node is present in the input, so the shared issue #43979 can only be treated as the common umbrella target, not a ranked artifact.", + "best_pr_reason": "44722 is the strongest global representative in this cluster because it captures a concrete duplicated refactor, spans both GPT-J and CodeGen, and has direct overlap with the other GPT-J PRs rather than just sharing a generic theme.", "soft_edge_verdicts": [ { "left": "pull_request:43996", "right": "pull_request:44085", "accept": false, - "reason": "Different models and code paths (CVT/FNet vs GPT-J); same broad tracing theme, but not the same concrete change." + "reason": "Different model families and different code paths; only the tracking issue overlaps." }, { "left": "pull_request:43996", "right": "pull_request:44044", "accept": false, - "reason": "Different models (CVT/FNet vs DeBERTa) and unrelated implementation paths." + "reason": "Both are output-tracing refactors, but they touch unrelated model implementations." }, { "left": "pull_request:44066", "right": "pull_request:44085", "accept": true, - "reason": "Both are GPT-J/CodeGen output-tracing refactors with overlapping intent and essentially the same decorator-based change pattern." + "reason": "Same GPT-J output-tracing change on the same file; 44085 looks like a narrower revision of 44066." }, { "left": "pull_request:44007", "right": "pull_request:44072", "accept": false, - "reason": "Different families (RegNet/ResNet/RT-DETR vs EfficientNet); same umbrella refactor theme only." + "reason": "Different backbones and concrete implementations; same theme is not enough." }, { "left": "pull_request:44072", "right": "pull_request:44722", "accept": false, - "reason": "EfficientNet vs GPT-J/CodeGen 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 are different model implementations." + "reason": "GPT-J/CodeGen versus EfficientNet; shared issue target only." }, { "left": "pull_request:44013", "right": "pull_request:44044", "accept": false, - "reason": "MobileNetV2 vs DeBERTa; not the same underlying bug/change." + "reason": "MobileNetV2 and DeBERTa are unrelated model implementations." }, { "left": "pull_request:44066", "right": "pull_request:44086", "accept": false, - "reason": "GPT-J/CodeGen refactor vs MGP-STR refactor; different model code paths." + "reason": "GPT-J/CodeGen refactor versus MGP-STR refactor; not the same concrete change." }, { "left": "pull_request:44066", "right": "pull_request:44071", "accept": false, - "reason": "GPT-J/CodeGen vs MPT are different concrete changes." + "reason": "Different models and different forward paths; only the standardized-output theme matches." }, { "left": "pull_request:44018", "right": "pull_request:44068", "accept": true, - "reason": "Both target GPT-Neo output tracing in the same files and look like alternate versions of the same refactor." + "reason": "Same GPT-Neo model file/test set and the same output-tracing refactor; this looks like a revision of the same PR." }, { "left": "pull_request:44066", "right": "pull_request:44068", "accept": false, - "reason": "GPT-J/CodeGen and GPT-Neo are separate model implementations." + "reason": "GPT-J/CodeGen and GPT-Neo are different implementations." }, { "left": "pull_request:44018", "right": "pull_request:44066", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen are different code paths despite similar refactor style." + "reason": "Different model families; the similarity is at the pattern level only." }, { "left": "pull_request:44019", "right": "pull_request:44722", "accept": false, - "reason": "ResNet/RT-DETR backbone refactor vs GPT-J/CodeGen refactor are unrelated." + "reason": "ResNet output tracing is unrelated to GPT-J/CodeGen output tracing." }, { "left": "pull_request:44086", "right": "pull_request:44722", "accept": false, - "reason": "MGP-STR vs GPT-J/CodeGen are different model families." + "reason": "MGP-STR and GPT-J/CodeGen are different code paths." }, { "left": "pull_request:44019", "right": "pull_request:44085", "accept": false, - "reason": "ResNet-based output tracing and GPT-J output tracing are distinct changes." + "reason": "ResNet and GPT-J are unrelated implementations." }, { "left": "pull_request:44018", "right": "pull_request:44019", "accept": false, - "reason": "GPT-Neo and ResNet are different models and code paths." + "reason": "GPT-Neo and ResNet are different model stacks." }, { "left": "pull_request:44019", "right": "pull_request:44071", "accept": false, - "reason": "ResNet vs MPT; same theme, different implementations." + "reason": "ResNet versus MPT; same infrastructure pattern but not the same change." }, { "left": "pull_request:44068", "right": "pull_request:44722", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen are different model-specific refactors." + "reason": "GPT-Neo and GPT-J/CodeGen are separate model families." }, { "left": "pull_request:44068", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo vs Flaubert are unrelated concrete changes." + "reason": "GPT-Neo versus Flaubert/XLM; no shared code path." }, { "left": "pull_request:44071", "right": "pull_request:44722", "accept": false, - "reason": "MPT vs GPT-J/CodeGen are different code paths." + "reason": "MPT and GPT-J/CodeGen are unrelated implementations." }, { "left": "pull_request:44018", "right": "pull_request:44116", "accept": false, - "reason": "GPT-Neo vs Flaubert are different model implementations." + "reason": "GPT-Neo and Flaubert are different code paths." }, { "left": "pull_request:44018", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo vs MGP-STR are not the same change." + "reason": "GPT-Neo and MGP-STR are unrelated models." }, { "left": "pull_request:44018", "right": "pull_request:44085", "accept": false, - "reason": "GPT-Neo vs GPT-J/CodeGen are different model-specific refactors." + "reason": "GPT-Neo and GPT-J are different model families." }, { "left": "pull_request:44068", "right": "pull_request:44086", "accept": false, - "reason": "GPT-Neo vs MGP-STR are unrelated concrete code-path changes." + "reason": "GPT-Neo and MGP-STR are unrelated implementations." }, { "left": "pull_request:44071", - "right": "pull_request:44086", + "right": "pull_request:44085", "accept": false, - "reason": "MPT vs MGP-STR are different models and fixes." + "reason": "MPT and GPT-J are not the same concrete refactor." }, { "left": "pull_request:44059", "right": "pull_request:44086", "accept": false, - "reason": "GPT-2 vs MGP-STR are different concrete changes." + "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 are different model families and code paths." + "reason": "GPT-J and MGP-STR are different models; same issue target is not enough." }, { "left": "pull_request:44098", "right": "pull_request:44101", "accept": false, - "reason": "ViLT vs Flaubert/XLM are different model implementations." + "reason": "ViLT and Flaubert/XLM are different implementations." }, { "left": "pull_request:44059", "right": "pull_request:44722", "accept": false, - "reason": "GPT-2 and GPT-J/CodeGen are separate refactors, not one mergeable change." + "reason": "GPT-2 and GPT-J/CodeGen are separate refactors." }, { "left": "pull_request:44018", "right": "pull_request:44071", "accept": false, - "reason": "GPT-Neo vs MPT are different model code paths." + "reason": "GPT-Neo and MPT are different code paths." }, { "left": "pull_request:44017", "right": "pull_request:44722", "accept": false, - "reason": "Segformer vs GPT-J/CodeGen are unrelated concrete changes." + "reason": "SegFormer and GPT-J/CodeGen are unrelated model families." }, { "left": "pull_request:44017", "right": "pull_request:44161", "accept": false, - "reason": "Segformer vs LongT5 are different model-specific refactors." + "reason": "SegFormer and LongT5 do not share a concrete implementation." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer and VisualBert are different code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are unrelated implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are different models." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBert are unrelated code paths." }, { "left": "pull_request:44073", "right": "pull_request:44101", "accept": false, - "reason": "VisualBert vs Flaubert/XLM are different concrete changes." + "reason": "VisualBert and Flaubert/XLM are different model implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 and MPT are unrelated refactors." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are different code paths." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBert and LongT5 are unrelated implementations." }, { "left": "pull_request:44059", "right": "pull_request:44068", "accept": false, - "reason": "GPT-2 vs GPT-Neo are separate model implementations." + "reason": "GPT-2 and GPT-Neo are different model families." }, { - "left": "pull_request:44018", - "right": "pull_request:44059", + "left": "pull_request:44059", + "right": "pull_request:44018", "accept": false, - "reason": "GPT-Neo vs GPT-2 are different code paths." + "reason": "GPT-2 and GPT-Neo are not the same concrete change." }, { "left": "pull_request:44101", "right": "pull_request:44161", "accept": false, - "reason": "Flaubert/XLM vs LongT5 are unrelated model refactors." + "reason": "Flaubert/XLM and LongT5 are unrelated code paths." }, { "left": "pull_request:43997", "right": "pull_request:44017", "accept": false, - "reason": "RegNet vs Segformer are different model families." + "reason": "RegNet and SegFormer are different implementations." }, { "left": "pull_request:43997", "right": "pull_request:44056", "accept": false, - "reason": "RegNet vs MPNet are different concrete changes." + "reason": "RegNet and MPNet are unrelated refactors." }, { - "left": "pull_request:43997", - "right": "pull_request:44018", + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are different model stacks." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are unrelated code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", "accept": false, - "reason": "RegNet vs GPT-Neo are unrelated model-specific refactors." + "reason": "MPNet and LongT5 are distinct model implementations." }, { "left": "pull_request:43997", - "right": "pull_request:44074", + "right": "pull_request:44018", "accept": false, - "reason": "RegNet vs TextNet are different code paths." + "reason": "RegNet and GPT-Neo are unrelated changes." }, { "left": "pull_request:43997", "right": "pull_request:44161", "accept": false, - "reason": "RegNet vs LongT5 are unrelated changes." + "reason": "RegNet and LongT5 are unrelated implementations." }, { - "left": "pull_request:44071", - "right": "pull_request:44129", + "left": "pull_request:44074", + "right": "pull_request:44161", "accept": false, - "reason": "MPT vs SpeechT5 are different model implementations." + "reason": "TextNet and LongT5 are different code paths." }, { "left": "pull_request:44010", "right": "pull_request:44071", "accept": false, - "reason": "SqueezeBert vs MPT are not the same underlying fix." + "reason": "SqueezeBert and MPT are unrelated model implementations." }, { "left": "pull_request:44010", "right": "pull_request:44073", "accept": false, - "reason": "SqueezeBert vs VisualBert are different model-specific changes." + "reason": "SqueezeBert and VisualBert are different code paths." }, { "left": "pull_request:44018", "right": "pull_request:44129", "accept": false, - "reason": "GPT-Neo vs SpeechT5 are different code paths." + "reason": "GPT-Neo and SpeechT5 are unrelated refactors." }, { "left": "pull_request:44010", "right": "pull_request:44018", "accept": false, - "reason": "SqueezeBert vs GPT-Neo are unrelated model refactors." + "reason": "SqueezeBert and GPT-Neo are different model families." }, { "left": "pull_request:43996", "right": "pull_request:44161", "accept": false, - "reason": "CVT/FNet vs LongT5 are different model implementations." + "reason": "CVT/FNet and LongT5 are unrelated implementations." }, { "left": "pull_request:43996", "right": "pull_request:44017", "accept": false, - "reason": "CVT/FNet vs Segformer are different concrete changes." + "reason": "CVT/FNet and SegFormer are distinct code paths." }, { "left": "pull_request:44010", "right": "pull_request:44044", "accept": false, - "reason": "SqueezeBert vs DeBERTa are separate model-specific refactors." + "reason": "SqueezeBert and DeBERTa are unrelated model implementations." }, { "left": "pull_request:44044", "right": "pull_request:44074", "accept": false, - "reason": "DeBERTa vs TextNet are different model code paths." - }, - { - "left": "pull_request:44024", - "right": "pull_request:44076", - "accept": false, - "reason": "FocalNet and ImageGPT are different models; same general output-tracing theme only." + "reason": "DeBERTa and TextNet are different code paths." }, { "left": "pull_request:44066", "right": "pull_request:44722", "accept": true, - "reason": "Both are the same GPT-J/CodeGen standardized output-tracing refactor with heavily overlapping intent and files." + "reason": "Same GPT-J/CodeGen refactor, overlapping files, and same concrete output-tracing change." }, { "left": "pull_request:44085", "right": "pull_request:44722", "accept": true, - "reason": "Both appear to implement the same GPT-J output-tracing change and could plausibly be merged into one PR." + "reason": "Same GPT-J output-tracing change; 44722 is the broader revision that subsumes it." }, { "left": "pull_request:44085", "right": "pull_request:44129", "accept": false, - "reason": "GPT-J vs SpeechT5 are different model families." + "reason": "GPT-J and SpeechT5 are unrelated implementations." }, { "left": "pull_request:43996", "right": "pull_request:44007", "accept": false, - "reason": "CVT/FNet vs RegNet/ResNet/RT-DETR are different code paths." + "reason": "CVT/FNet and RegNet/ResNet are separate model stacks." }, { "left": "pull_request:43996", "right": "pull_request:44129", "accept": false, - "reason": "CVT/FNet vs SpeechT5 are unrelated model-specific changes." + "reason": "CVT/FNet and SpeechT5 are unrelated code paths." }, { "left": "pull_request:44044", "right": "pull_request:44129", "accept": false, - "reason": "DeBERTa vs SpeechT5 are different model implementations." + "reason": "DeBERTa and SpeechT5 are unrelated changes." }, { "left": "pull_request:44044", "right": "pull_request:44154", "accept": false, - "reason": "DeBERTa vs VITS are different concrete changes." + "reason": "DeBERTa and VITS are different implementations." }, { "left": "pull_request:44024", "right": "pull_request:44076", "accept": false, - "reason": "FocalNet vs ImageGPT are different models; broad refactor similarity is not enough to treat them as duplicates." + "reason": "FocalNet and ImageGPT are unrelated code paths." } ] }, "evaluator_result": { "accept": true, - "feedback": "The summary is well grounded in the packet: #43979 is clearly a repeated issue target across the cluster, and #44722 is a reasonable representative for the GPT-J/CodeGen subgroup based on its later date, shared files, and explicit issue link. The soft-edge decisions are mostly conservative cross-model negatives, while the accepted pairs are within the same model family and look mergeable as alternate versions of the same bugfix." + "feedback": "The summary is grounded in the packet and stays appropriately conservative on the soft edges. The accepted pairs all look like mergeable revisions of the same concrete refactor within the same model/file area, and the rejected pairs are mostly cross-model or cross-path similarities only. I don\u2019t see evidence of overstatement." }, "evaluator_used": true, "retried": false, @@ -18755,12 +18847,12 @@ "pull_request:43997|pull_request:44010", "pull_request:44010|pull_request:44129" ], - "prepared_review_unit_hash": "79379a6f038f706cb75b22b230c6def9b84d95b29bd4fa255bdf329eda9eedf2", + "prepared_review_unit_hash": "32ee689c87f6958580f7a8f4cc41687340b2b4450fa846181c27e490d2de4275", "component_budget": { "node_count": 28, "item_count": 28, "soft_pair_count": 77, - "serialized_chars": 84505, + "serialized_chars": 84507, "estimated_input_tokens": 21127, "estimated_eval_tokens": 42510 }, @@ -18768,51 +18860,51 @@ "node_count": 6, "item_count": 6, "soft_pair_count": 5, - "serialized_chars": 13067, - "estimated_input_tokens": 3267, - "estimated_eval_tokens": 6790 + "serialized_chars": 13069, + "estimated_input_tokens": 3268, + "estimated_eval_tokens": 6792 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": true, "analyst_result": { - "summary": "These are thematically similar PRs for model-by-model migration to standardized output tracing, but they are not duplicates of the same fix/change. Each one targets a different architecture and code path.", - "confidence": 0.89, + "summary": "These PRs are all model-specific refactors around standardized output tracing/capture, but they touch different architectures and code paths. They are thematically similar rather than duplicates, so the cluster should not be merged across models.", + "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 44129 is the best cluster anchor: it has an explicit issue target, a clear refactor scope, and is representative of the standardized output-capture migration pattern.", + "canonical_pr_reason": "PR 44129 is the strongest representative because it has an explicit issue target (43979), a larger, more concrete SpeechT5 change, and directly frames the standardized output-capture refactor in the model that motivated it.", "best_issue_reason": null, - "best_pr_reason": "PR 44129 is the most suitable representative because it is self-contained, explicitly linked to an issue, and clearly scoped to one model's output-tracing refactor.", + "best_pr_reason": "PR 44129 is the best global representative: it is the only one tied to an issue, appears to be a concrete end-to-end refactor in one model, and is more specific than the broader no-issue model migrations.", "soft_edge_verdicts": [ { "left": "pull_request:44073", "right": "pull_request:44074", "accept": false, - "reason": "Same refactor theme, but different models and different code paths; not the same underlying change." + "reason": "Same refactor theme, but different models (VisualBert vs TextNet) and different files/code paths; they are not the same underlying change." }, { "left": "pull_request:44056", "right": "pull_request:44073", "accept": false, - "reason": "Both modernize output tracing, but they touch different model implementations and are separate migrations." + "reason": "Both migrate output tracing, but MPNet and VisualBert are separate model implementations with distinct forward/capture logic, so this is not one duplicate PR." }, { "left": "pull_request:44056", "right": "pull_request:44074", "accept": false, - "reason": "Different model-specific refactors; too broad to treat as one duplicate change." + "reason": "Different model code paths and model-specific output tracing implementations; too broad to treat as the same change." }, { "left": "pull_request:43997", "right": "pull_request:44010", "accept": false, - "reason": "Both are output-tracing cleanups, but for distinct architectures and forward methods, so not duplicates." + "reason": "RegNet and SqueezeBert are unrelated model architectures; shared output-tracing refactor wording does not make them the same PR-worthy change." }, { "left": "pull_request:44010", "right": "pull_request:44129", "accept": false, - "reason": "Shared standardized-output motivation, but they fix separate model implementations and should not be merged as one PR." + "reason": "SqueezeBert and SpeechT5 are separate model refactors; SpeechT5 also has an explicit issue target, so these are not duplicates of the same concrete fix." } ] }, @@ -18892,274 +18984,274 @@ "pull_request:44028|pull_request:44030", "pull_request:44029|pull_request:44030" ], - "prepared_review_unit_hash": "eb6466aa587c221c1979247d16621b7ec521a86b732ed4e300a1e4a5a9abedcf", + "prepared_review_unit_hash": "ffcf7c6ab1b32f10a017b695a86d23c4b867fee860b7d0353928c87fc426ed5c", "component_budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40173, - "estimated_input_tokens": 10044, - "estimated_eval_tokens": 20344 + "serialized_chars": 40179, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 }, "budget": { "node_count": 13, "item_count": 13, "soft_pair_count": 40, - "serialized_chars": 40173, - "estimated_input_tokens": 10044, - "estimated_eval_tokens": 20344 + "serialized_chars": 40179, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs share a common theme\u2014model-specific refactors to output tracing / tuple-return handling\u2014but they touch different model code paths and are not duplicate fixes. I would not merge any of the soft-edge pairs as the same underlying change.", - "confidence": 0.95, + "summary": "These PRs share a common theme\u2014refactoring output tracing / tuple-return handling\u2014but they target different model families and code paths. They are related in style, not duplicates, so I would not merge any soft edge.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single canonical PR: the cluster contains independent model-specific output-tracing refactors across unrelated code paths, so none can safely absorb the others.", "best_issue_reason": null, - "best_pr_reason": "PR 44025 is the clearest representative of the cluster because it applies the output-tracing refactor in a focused way across two closely related files, but it is still not a duplicate of the others.", + "best_pr_reason": "If one PR must represent the set, 44025 is the closest because it spans two sibling Depth Anything files and cleanly exemplifies the pattern, but it is still not a duplicate target for the rest.", "soft_edge_verdicts": [ { "left": "pull_request:43998", "right": "pull_request:44002", "accept": false, - "reason": "Different model families and separate forward-path refactors; same broad pattern, not the same change." + "reason": "Different model implementations (timm_backbone vs upernet); same refactor theme, not the same bug/change." }, { "left": "pull_request:43998", "right": "pull_request:44000", "accept": false, - "reason": "Different models and distinct code paths; both refactor output handling but are not mergeable as one fix." + "reason": "Different model code paths (timm_backbone vs vision_text_dual_encoder); only the output-tracing refactor pattern is shared." }, { "left": "pull_request:43998", "right": "pull_request:44001", "accept": false, - "reason": "Unrelated model implementations; only the tracing refactor pattern matches." + "reason": "Unrelated models (timm_backbone vs univnet); not plausibly one merged fix." }, { "left": "pull_request:43998", "right": "pull_request:44003", "accept": false, - "reason": "Different architectures and files; this is not the same underlying bug/change." + "reason": "Different architectures and files; both touch tracing helpers, but not the same underlying change." }, { "left": "pull_request:43998", "right": "pull_request:44029", "accept": false, - "reason": "Same output-tracing theme, but the PRs target different model stacks and code paths." + "reason": "timm_backbone and rwkv are distinct model paths; this is thematic similarity only." }, { "left": "pull_request:43999", "right": "pull_request:44001", "accept": false, - "reason": "Separate models with similar refactoring style, not the same concrete fix." + "reason": "MobileNetV1 and UnivNet are unrelated model families; same refactor style, different changes." }, { "left": "pull_request:43999", "right": "pull_request:44002", "accept": false, - "reason": "Different model code paths; these are parallel refactors, not duplicates." + "reason": "Different model wrappers and code paths; not the same concrete fix." }, { "left": "pull_request:43999", "right": "pull_request:44025", "accept": false, - "reason": "Different model families and outputs; no shared underlying bug." + "reason": "MobileNetV1 vs Depth Anything are separate model implementations; not a duplicate PR." }, { "left": "pull_request:43999", "right": "pull_request:44026", "accept": false, - "reason": "Both change output-tracing behavior, but for unrelated model wrappers." + "reason": "Different model families; output-tracing cleanup alone is too broad to merge as one PR." }, { "left": "pull_request:43999", "right": "pull_request:44027", "accept": false, - "reason": "Different encoder-decoder model and separate refactor scope." + "reason": "MobileNetV1 and SpeechEncoderDecoder are unrelated code paths with only superficial similarity." }, { "left": "pull_request:44000", "right": "pull_request:44001", "accept": false, - "reason": "Distinct models; same refactoring motif only." + "reason": "Vision-text dual encoder and UnivNet are distinct models; no shared bug or change." }, { "left": "pull_request:44000", "right": "pull_request:44002", "accept": false, - "reason": "No shared concrete code path despite similar output-tracing cleanup." + "reason": "Different model classes and fixes; same refactor theme only." }, { "left": "pull_request:44000", "right": "pull_request:44003", "accept": false, - "reason": "Different model implementations; not one fix split across PRs." + "reason": "Separate model code paths (vision-text dual encoder vs mamba); not the same underlying issue." }, { "left": "pull_request:44000", "right": "pull_request:44025", "accept": false, - "reason": "Related only by refactor style, not by the same bug or code path." + "reason": "Different model families; the similar tracing refactor does not make these duplicates." }, { "left": "pull_request:44001", "right": "pull_request:44002", "accept": false, - "reason": "Separate model code paths with similar API cleanup, not a duplicate change." + "reason": "UnivNet and UperNet are unrelated; they should remain separate PRs." }, { "left": "pull_request:44001", "right": "pull_request:44003", "accept": false, - "reason": "Different models and files; same broad subsystem but not same change." + "reason": "Different architectures and files; not the same concrete change." }, { "left": "pull_request:44001", "right": "pull_request:44025", "accept": false, - "reason": "These are independent model-specific refactors, not one mergeable PR." + "reason": "UnivNet vs Depth Anything are separate model-specific refactors." }, { "left": "pull_request:44002", "right": "pull_request:44029", "accept": false, - "reason": "Different model families; no evidence they fix the same concrete problem." + "reason": "UperNet and RWKV are unrelated model paths; only the refactor motif matches." }, { "left": "pull_request:44002", "right": "pull_request:44003", "accept": false, - "reason": "Separate output-tracing refactors in unrelated code paths." + "reason": "Different subsystems and model implementations; not mergeable as one duplicate fix." }, { "left": "pull_request:44003", "right": "pull_request:44028", "accept": false, - "reason": "Falcon/Mamba vs SuperPoint: unrelated implementations and changes." + "reason": "Falcon/Mamba output-tracing work and SuperPoint tracing work affect different code paths." }, { "left": "pull_request:44003", "right": "pull_request:44004", "accept": false, - "reason": "Different model classes and distinct call sites; not the same underlying fix." + "reason": "Mamba/Falcon-Mamba vs CodeGen are unrelated models; not the same bug/change." }, { "left": "pull_request:43998", "right": "pull_request:44004", "accept": false, - "reason": "Both are refactors around model outputs, but for different models and code paths." + "reason": "timm_backbone and CodeGen are different model implementations; same broad refactor theme only." }, { "left": "pull_request:44001", "right": "pull_request:44004", "accept": false, - "reason": "Different models; similar intent but not a shared concrete bug." + "reason": "UnivNet and CodeGen do not share a concrete code-path fix." }, { "left": "pull_request:44002", "right": "pull_request:44004", "accept": false, - "reason": "Distinct model implementations and separate refactor scopes." + "reason": "UperNet and CodeGen are unrelated; not a single duplicate PR." }, { "left": "pull_request:44000", "right": "pull_request:44004", "accept": false, - "reason": "Only the general output-tracing theme overlaps; the code paths are unrelated." + "reason": "Different models and code paths; not plausibly one merged PR." }, { "left": "pull_request:44025", "right": "pull_request:44026", "accept": false, - "reason": "Different model families; these are parallel refactors, not duplicate fixes." + "reason": "Depth Anything vs VisionEncoderDecoder are separate model families; similar refactor pattern is not enough." }, { "left": "pull_request:44025", "right": "pull_request:44027", "accept": false, - "reason": "Separate encoder/decoder wrappers and different output logic." + "reason": "Depth Anything and SpeechEncoderDecoder are distinct code paths with different output semantics." }, { "left": "pull_request:44025", "right": "pull_request:44028", "accept": false, - "reason": "Different models and implementations; no shared concrete bug/change." + "reason": "Depth Anything and SuperPoint are unrelated model implementations." }, { "left": "pull_request:44025", "right": "pull_request:44029", "accept": false, - "reason": "Same refactor pattern, but not the same model or code path." + "reason": "Depth Anything and RWKV are different architectures; not the same change." }, { "left": "pull_request:44025", "right": "pull_request:44030", "accept": false, - "reason": "Unrelated model code; not mergeable as one PR." + "reason": "Depth Anything and DPR touch different model stacks; same refactor motif only." }, { "left": "pull_request:44026", - "right": "pull_request:44029", + "right": "pull_request:44027", "accept": false, - "reason": "Different model wrappers and separate refactor targets." + "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are sister wrappers, but these are still separate forward-path changes." }, { "left": "pull_request:44026", - "right": "pull_request:44027", + "right": "pull_request:44028", "accept": false, - "reason": "Same broad refactor theme only; no identical underlying issue." + "reason": "Different model families and output paths; not the same underlying fix." }, { "left": "pull_request:44026", - "right": "pull_request:44028", + "right": "pull_request:44029", "accept": false, - "reason": "Different model families and code paths." + "reason": "VisionEncoderDecoder and RWKV are unrelated code paths." }, { "left": "pull_request:44026", "right": "pull_request:44030", "accept": false, - "reason": "Distinct models; similar output-handling cleanup is not enough to merge." + "reason": "VisionEncoderDecoder and DPR are separate model implementations; not duplicate PRs." }, { "left": "pull_request:44027", "right": "pull_request:44028", "accept": false, - "reason": "Encoder-decoder wrapper vs keypoint model: unrelated changes." + "reason": "SpeechEncoderDecoder and SuperPoint are unrelated model code paths." }, { "left": "pull_request:44027", "right": "pull_request:44029", "accept": false, - "reason": "Different model systems; same theme, not same fix." + "reason": "SpeechEncoderDecoder and RWKV are distinct architectures; not the same concrete change." }, { "left": "pull_request:44027", "right": "pull_request:44030", "accept": false, - "reason": "No shared code path or bug; only similar refactoring style." + "reason": "SpeechEncoderDecoder and DPR are separate model wrappers with different fixes." }, { "left": "pull_request:44028", "right": "pull_request:44029", "accept": false, - "reason": "SuperPoint and RWKV are unrelated; not a duplicate." + "reason": "SuperPoint and RWKV are unrelated; only the output-tracing refactor theme overlaps." }, { "left": "pull_request:44028", "right": "pull_request:44030", "accept": false, - "reason": "Different models and output semantics; not the same change." + "reason": "SuperPoint and DPR are different model families and code paths." }, { "left": "pull_request:44029", "right": "pull_request:44030", "accept": false, - "reason": "RWKV and DPR address different architectures and code paths." + "reason": "RWKV and DPR are unrelated model implementations; not one duplicate change." } ] }, @@ -19192,12 +19284,12 @@ "pull_request:44662|pull_request:45075", "pull_request:45075|pull_request:45401" ], - "prepared_review_unit_hash": "f82019475c3d468ec8a439a580582ebbfa206281bf99de8b15af9aa18eb6585e", + "prepared_review_unit_hash": "f47efba7f8576885c917dd027ae984332f4ebdf58852f215036b8d61006d1b47", "component_budget": { "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10910, + "serialized_chars": 10912, "estimated_input_tokens": 2728, "estimated_eval_tokens": 5712 }, @@ -19205,7 +19297,7 @@ "node_count": 3, "item_count": 3, "soft_pair_count": 3, - "serialized_chars": 10910, + "serialized_chars": 10912, "estimated_input_tokens": 2728, "estimated_eval_tokens": 5712 }, @@ -19214,30 +19306,30 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These three PRs only look similar at the boilerplate level: they add different models in different modalities (vision-language, OCR, and TTS) with distinct code paths and files. They are not duplicates of one another.", - "confidence": 0.98, + "summary": "These are three separate model-implementation PRs for different architectures (PenguinVL, DeepSeek-OCR-2, Voxtral TTS). They share only generic Transformers boilerplate and registry/docs updates, not the same concrete bug or change.", + "confidence": 0.96, "canonical_issue_reason": null, - "canonical_pr_reason": null, + "canonical_pr_reason": "No single PR is a duplicate of the others; they implement different models and touch different code paths. If one representative is needed, PR 45075 is the most substantial, but it is not canonical in a duplicate sense.", "best_issue_reason": null, - "best_pr_reason": "No single PR is a suitable representative because each change introduces a different model family and implementation path; they should remain separate.", + "best_pr_reason": "PR 45075 is the strongest representative of the cluster because it is the most complete, non-draft implementation with the broadest review activity. That said, it is not a better duplicate candidate than the others because the PRs are unrelated.", "soft_edge_verdicts": [ { "left": "pull_request:44662", "right": "pull_request:45401", "accept": false, - "reason": "PenguinVL adds a vision-language model, while Voxtral TTS adds a text-to-speech model; different modalities and concrete implementations, so not the same change." + "reason": "Different model additions (PenguinVL vs Voxtral TTS); overlap is limited to shared Transformers scaffolding and docs/auto registry updates, not the same underlying change." }, { "left": "pull_request:44662", "right": "pull_request:45075", "accept": false, - "reason": "PenguinVL and DeepSeek-OCR-2 are separate model additions with different architectures and targets; shared docs/auto-registration files are boilerplate, not duplicate evidence." + "reason": "These add different models (PenguinVL vs DeepSeek-OCR-2). Shared filenames are generic integration points, but the code paths, weights, and model implementations are unrelated." }, { "left": "pull_request:45075", "right": "pull_request:45401", "accept": false, - "reason": "DeepSeek-OCR-2 is an OCR model, while Voxtral TTS is a speech synthesis model; they do not fix or add the same underlying code path." + "reason": "DeepSeek-OCR-2 and Voxtral TTS are distinct model implementations with different functionality; they do not look mergeable as one PR or the same bug fix." } ] }, @@ -19267,7 +19359,7 @@ "soft_pairs": [ "pull_request:44979|pull_request:45363" ], - "prepared_review_unit_hash": "46b5def8d7ad9b9a6fa05b7307450383d1c1f2f4afc8847777ab8cd108eb81e9", + "prepared_review_unit_hash": "871f43949ded10a1ac586baee66f1ddaf1e313ac465f2da0d6e1a6030d6c44a5", "component_budget": { "node_count": 2, "item_count": 2, @@ -19289,18 +19381,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These PRs are thematically related to fusion, but they implement different things: #44979 introduces a new generic Module Fusion API, while #45363 adds KernelConfig-based n-to-1 kernel fusion wiring and an example. They are not the same underlying change.", + "summary": "These PRs are related to module/kernel fusion, but they are not the same change: #44979 introduces a generic Module Fusion API, while #45363 wires n-to-1 kernel fusion through KernelConfig and model loading. They overlap conceptually yet target different code paths and could not be safely merged into one PR as duplicates.", "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "#45363 is the more concrete, end-user-facing fusion feature PR: it threads KernelConfig through model loading and adds integration code and an example. #44979 is foundational API work for module fusion, not the same change.", + "canonical_pr_reason": "#44979 is the more foundational, general-purpose API change; #45363 is a separate integration feature built around kernel config and model loading.", "best_issue_reason": null, - "best_pr_reason": "#45363 best represents the cluster because it has the clearest specific behavior change and broader integration footprint, but it should not be merged as a duplicate of #44979.", + "best_pr_reason": "#44979 is the cleaner representative for the cluster because it defines the core abstraction rather than a specific downstream use case.", "soft_edge_verdicts": [ { "left": "pull_request:44979", "right": "pull_request:45363", "accept": false, - "reason": "Related fusion infrastructure, but not the same code-path problem: #44979 adds a new module-fusion API, while #45363 implements KernelConfig-driven n-to-1 fusion across loading/integration code. They could not plausibly be one PR without changing the scope substantially." + "reason": "Different concrete changes: generic module-fusion API vs. KernelConfig-driven n-to-1 kernel fusion integration. Shared theme is too broad to treat as the same underlying PR." } ] }, @@ -19330,7 +19422,7 @@ "soft_pairs": [ "pull_request:45086|pull_request:45317" ], - "prepared_review_unit_hash": "3d1bf6d211963c912c8755860cca402365a7f39513b6425491cf3922575c082c", + "prepared_review_unit_hash": "aa9e661d9b1de3a4e2aafbded963009711bc0dd1713cc0e34cd5292ea972a9cd", "component_budget": { "node_count": 2, "item_count": 2, @@ -19352,18 +19444,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both pull requests target the same Mistral regex patch bug in `tokenization_utils_tokenizers.py` and make the same fix; the later PR adds tests and looks like the stronger canonical choice.", + "summary": "Both pull requests address the same concrete AttributeError in `_patch_mistral_regex` by switching the pre-tokenizer access from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer` in the same code path. The second PR appears to be a fuller version of the same fix, including tests.", "confidence": 0.98, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45317 is the better canonical PR because it applies the same code fix as #45086 and also includes test coverage, making it the more complete change set.", + "canonical_pr_reason": "PR 45317 is the better canonical PR because it contains the same bug fix plus tests, making it the more complete and reviewable change set.", "best_issue_reason": null, - "best_pr_reason": "PR #45317 is the best overall PR candidate because it addresses the same concrete AttributeError path as #45086 while adding validation in tests, so it is the most merge-ready representative of the fix.", + "best_pr_reason": "PR 45317 is the best representative of the cluster: same fix as 45086, but with added test coverage and a clearer final form of the change.", "soft_edge_verdicts": [ { "left": "pull_request:45086", "right": "pull_request:45317", "accept": true, - "reason": "Accept: both PRs fix the same `_patch_mistral_regex` AttributeError in the same file, with the same underlying code-path change; #45317 is essentially a superset with added tests." + "reason": "Same underlying AttributeError in `_patch_mistral_regex`, same file, same issue target, and same code-path fix; the second PR is effectively a superset with tests." } ] }, @@ -19393,7 +19485,7 @@ "soft_pairs": [ "pull_request:45115|pull_request:45569" ], - "prepared_review_unit_hash": "7edc49898e5d011e5ac2c895c87fc28cc76f7ac79d79cd7e4d51aa5a21e7d65f", + "prepared_review_unit_hash": "e933e92a0380631c46715b07a3fa98ded2e912f449bf37772f96cdf7d71f8fae", "component_budget": { "node_count": 2, "item_count": 2, @@ -19415,18 +19507,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "The two PRs overlap on NemotronH internals, but they target different changes: one refactors NemotronH conversion/model inheritance toward GraniteMoeHybrid compatibility, while the other splits NemotronH into separate dense/sparse model families and updates docs/tests. They are related, but not the same underlying fix/change set.", - "confidence": 0.87, + "summary": "Two related NemotronH pull requests, but they address different scopes: one refactors inheritance/conversion mapping for NemotronH, while the other introduces/adjusts the NemotronH Dense and Sparse model split plus docs/tests. They overlap in the NemotronH code area, but are not the same underlying change.", + "confidence": 0.91, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45569 is the broader, more complete NemotronH family change: it adds the new dense/sparse model variants, wiring, docs, and tests, rather than only a conversion/inheritance refactor.", + "canonical_pr_reason": "pull_request:45569 is the broader, more complete implementation focused on the NemotronH family split and related docs/tests, so it is the better canonical PR for this cluster.", "best_issue_reason": null, - "best_pr_reason": "PR #45569 is the best representative of the cluster because it covers the main architectural reshaping of NemotronH into dedicated variants and includes the associated integration work.", + "best_pr_reason": "pull_request:45569 is the most comprehensive and user-facing change set, covering the actual model family structure and integration points rather than just the conversion/refactor groundwork.", "soft_edge_verdicts": [ { "left": "pull_request:45115", "right": "pull_request:45569", "accept": false, - "reason": "Both touch NemotronH code, but #45115 is a focused GraniteMoeHybrid-style refactor/conversion mapping update, while #45569 creates separate dense/sparse NemotronH models and updates docs/tests. They are not the same concrete bug or change and would not plausibly merge into one PR." + "reason": "They share NemotronH files, but 45115 is a narrow refactor/conversion-mapping change while 45569 adds the Dense/Sparse model split, docs, auto-mappings, and tests. These are related, not the same concrete change, and would not naturally merge into one PR." } ] }, @@ -19456,12 +19548,12 @@ "soft_pairs": [ "pull_request:45332|pull_request:45333" ], - "prepared_review_unit_hash": "bf090aa1584fc20fb417574f8828d68dcc9ded679ebd517a15dea60691572a5b", + "prepared_review_unit_hash": "35f43747ff0481f17c9674a01c5ee1e3d3d3cf90bf5e67de5b481f248cdca4fd", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5398, + "serialized_chars": 5397, "estimated_input_tokens": 1350, "estimated_eval_tokens": 2956 }, @@ -19469,7 +19561,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5398, + "serialized_chars": 5397, "estimated_input_tokens": 1350, "estimated_eval_tokens": 2956 }, @@ -19478,18 +19570,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are related feature PRs for heterogeneous-model support, but they are not duplicates: #45333 introduces heterogeneous config primitives, while #45332 adds broader cache/modeling integration and GPT-OSS support.", - "confidence": 0.89, + "summary": "These are closely related umbrella-feature PRs for heterogeneous model support, but they are not duplicates: one adds per-layer config plumbing, the other adds model/runtime support on top of it.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "If a single representative is needed, #45332 is the broader end-to-end heterogeneous model support PR; #45333 is the narrower config-foundation change it builds on.", + "canonical_pr_reason": "No issue is present; as the representative PR, #45332 is the broader umbrella change and includes the runtime/modeling side in addition to heterogeneous config handling.", "best_issue_reason": null, - "best_pr_reason": "#45332 is the better global representative for the cluster because it covers the full user-facing heterogeneous-model path, whereas #45333 is only the configuration layer.", + "best_pr_reason": "#45332 is the best cluster representative because it covers the larger end-to-end feature. #45333 is narrower, focused on per-layer configuration plumbing.", "soft_edge_verdicts": [ { "left": "pull_request:45332", "right": "pull_request:45333", "accept": false, - "reason": "They share heterogeneity infrastructure, but they are different change sets: #45333 adds per-layer config support, while #45332 adds model/cache behavior and model-specific integration. They are complementary, not the same concrete PR." + "reason": "Related but not the same concrete change: #45333 adds heterogeneous config support, while #45332 adds heterogeneous modeling/runtime support and depends on the config work. They could be separate PRs and are not mergeable as one duplicate fix." } ] }, @@ -19519,12 +19611,12 @@ "soft_pairs": [ "pull_request:45415|pull_request:45425" ], - "prepared_review_unit_hash": "b1f01a5a92269bfb47df284710a1454758891e7f5bc3d6c7677ec07f5f85e43d", + "prepared_review_unit_hash": "644ae1fba2695055b662d19432d378fe9dcace5433a25e42bd291fa336d8e0ea", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -19532,7 +19624,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 5513, + "serialized_chars": 5514, "estimated_input_tokens": 1379, "estimated_eval_tokens": 3014 }, @@ -19541,18 +19633,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs are typing-related, but they target different changes: 45415 is a broad repo-wide type-checking sweep with config suppressions, while 45425 adds specific typing protocols/helpers for internals. They are not duplicates.", - "confidence": 0.88, + "summary": "Both items are open typing-related PRs, but they address different scopes: one is a broad repo-wide type-checking cleanup, the other is a more targeted typing-support update around modeling/utils integration. Shared filenames and theme alone aren\u2019t enough to call them duplicates.", + "confidence": 0.92, "canonical_issue_reason": null, - "canonical_pr_reason": "No true duplicate canonical PR: 45415 is a broad type-checking enablement sweep; 45425 is a narrower typing-infra update. They do not address the same concrete change.", + "canonical_pr_reason": "PR 45425 is the better representative because it is narrower and centered on specific typing support changes, whereas 45415 is a large sweep adding type checking across many transformer modules.", "best_issue_reason": null, - "best_pr_reason": "45425 is the better representative because it makes a focused code-level typing change in shared helper types, whereas 45415 is mostly an expansive sweep/configuration change.", + "best_pr_reason": "PR 45425 is the best single PR for this cluster since it reflects the more concrete, localized change; 45415 is too broad to serve as a canonical duplicate target.", "soft_edge_verdicts": [ { "left": "pull_request:45415", "right": "pull_request:45425", "accept": false, - "reason": "Shared typing files and similar theme aren't enough: 45415 is a large type-checking pass across many modules, while 45425 adds specific typing protocols and helper aliases for modeling/utilities. They are different underlying changes and wouldn't plausibly be merged as one PR." + "reason": "Reject: both are typing-focused, but 45415 is a broad type-checking pass across many files and config, while 45425 adds specific typing protocols/helpers for modeling_utils/PEFT-related code paths. They do not look like the same underlying change and would not plausibly merge into one PR as duplicates." } ] }, @@ -19574,55 +19666,66 @@ "source": "llm", "cache_hit": false, "model": "gpt-5.4-mini?service_tier=flex", - "cluster_id": "cluster-45513-2", + "cluster_id": "cluster-45513-3", "nodes": [ "pull_request:45513", - "pull_request:46084" + "pull_request:46084", + "pull_request:46098" ], "soft_pairs": [ - "pull_request:45513|pull_request:46084" + "pull_request:45513|pull_request:46084", + "pull_request:46084|pull_request:46098" ], - "prepared_review_unit_hash": "e77e9e03106f298308b3a5c138047666f30e3bfb039fbc2179db0407007ca1ef", + "prepared_review_unit_hash": "2a0a150dc4048e54f292b0afc5435fe318cfe37fac96c5a8a60e80bd848c6aa1", "component_budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 4857, - "estimated_input_tokens": 1215, - "estimated_eval_tokens": 2686 + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7426, + "estimated_input_tokens": 1857, + "estimated_eval_tokens": 3970 }, "budget": { - "node_count": 2, - "item_count": 2, - "soft_pair_count": 1, - "serialized_chars": 4857, - "estimated_input_tokens": 1215, - "estimated_eval_tokens": 2686 + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7426, + "estimated_input_tokens": 1857, + "estimated_eval_tokens": 3970 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are both cache-related PRs, but they fix different model families and different code paths. The Mamba2 PR is a focused seq_len>1 use_cache bug fix; the Qwen3.5/Olmo hybrid PR is a broader multi-model linear-attention cached-forward fix. They should not be clustered as duplicates.", - "confidence": 0.96, + "summary": "Two PRs are closely related Mamba2 cache fixes for the same seq_len>1 use_cache bug; the Qwen3.5 PR is a separate model-specific change. PR #46098 is the best representative because it is the broader Mamba2 fix and explicitly targets the shared issue.", + "confidence": 0.86, "canonical_issue_reason": null, - "canonical_pr_reason": "pull_request:46084 is the better canonical PR: it is a narrow, explicit fix for Mamba2 use_cache when seq_len > 1, with a direct issue reference (#46032) and a focused diff. The other PR spans multiple models and a different attention path, making it less representative of a single underlying change.", + "canonical_pr_reason": "PR #46098 is the most complete representation of the Mamba2 bugfix: it targets the shared issue #46032, covers both CPU and GPU paths, and includes the accompanying docs/test updates.", "best_issue_reason": null, - "best_pr_reason": "pull_request:46084 is the strongest representative of a concrete bug fix because it targets one code path, one model family, and one specific failure mode. pull_request:45513 is broader and less suitable as the global exemplar for this cluster.", + "best_pr_reason": "PR #46098 is the best standalone PR for the cluster because it is the broadest, most explicit fix for the underlying Mamba2 cached-forward bug and subsumes the narrower #46084 change.", "soft_edge_verdicts": [ { "left": "pull_request:45513", "right": "pull_request:46084", "accept": false, - "reason": "Different underlying fixes: 45513 changes cached multi-token forward in Qwen3.5/Olmo hybrid linear attention, while 46084 fixes Mamba2 cuda_kernels_forward for use_cache with seq_len > 1. Similar cache theme, but not the same bug or mergeable into one PR." + "reason": "Both mention cached multi-token forward fixes, but they affect different models and code paths (Qwen3.5/OLMo hybrid linear attention vs Mamba2). Same pattern, not the same underlying bug." + }, + { + "left": "pull_request:46084", + "right": "pull_request:46098", + "accept": true, + "reason": "These are the same underlying Mamba2 use_cache seq_len>1 bug on the same files and issue target #46032; #46098 looks like a broader superset (CPU+GPU, docs/tests) that could plausibly be merged with #46084." } ] }, - "evaluator_result": null, - "evaluator_used": false, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: 45513 is a separate Qwen3.5/OLMo hybrid change, while 46084 and 46098 both target the same Mamba2 use_cache seq_len>1 bug on shared files and the same issue (#46032). The mergeability judgment for 46084 <-> 46098 is conservative enough, since 46098 looks like a broader version of the same bugfix rather than a different change." + }, + "evaluator_used": true, "retried": false, - "accepted_nontrivial_soft_edge": false, + "accepted_nontrivial_soft_edge": true, "error_kind": null, "error_message": null }, @@ -19645,7 +19748,7 @@ "soft_pairs": [ "pull_request:45548|pull_request:45662" ], - "prepared_review_unit_hash": "ff485957f394b1fe05227547bf845b9d5089a5100fe98f6c3751c65e49ec9922", + "prepared_review_unit_hash": "e2c1424f415d79fcf39a0f20e36d39d72a225a0a57fcf0b193708699365f75da", "component_budget": { "node_count": 2, "item_count": 2, @@ -19667,18 +19770,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Two EP-related PRs, but they fix different loading bugs: one targets accelerate/ZeRO-3 serialization and distributed_config handling, the other targets FSDP2/rank-0 broadcast overwriting expert parameters.", + "summary": "Two open PRs both touch expert-parallel loading, but they fix different concrete failure modes: one is about EP + DeepSpeed ZeRO-3 / accelerate-launch serialization and model loading, while the other is about EP + FSDP2 experts being overwritten during distributed parameter assignment.", "confidence": 0.93, "canonical_issue_reason": null, - "canonical_pr_reason": "PR 45662 is the stronger representative of the cluster: it fixes a concrete expert-parameter overwrite path in the model-loading code and spans the relevant loading/integration layers.", + "canonical_pr_reason": null, "best_issue_reason": null, - "best_pr_reason": "PR 45662 is the best standalone candidate because its bug description is clearer and the fix is more directly tied to a specific incorrect code path; PR 45548 is narrower and addresses a separate accelerate-launch/ZeRO-3 issue.", + "best_pr_reason": "PR 45662 is the broader and more representative EP bugfix in this cluster, with changes spanning loading, MoE, tensor-parallel, and trainer code paths.", "soft_edge_verdicts": [ { "left": "pull_request:45548", "right": "pull_request:45662", "accept": false, - "reason": "Both concern expert parallelism, but they fix different problems: 45548 is about accelerate-launch/DeepSpeed ZeRO-3 loading and config serialization, while 45662 is about FSDP2/rank-0 broadcast silently overwriting experts. The code paths and failure modes are distinct." + "reason": "They share the expert-parallel theme and one filename, but the underlying bugs are different: 45548 fixes distributed_config serialization plus a has_ep helper for EP + ZeRO-3 loading, while 45662 fixes rank-0 broadcast / DTensor wrapping during FSDP2 loading. These are not the same code-path problem and would not plausibly be merged as one PR." } ] }, @@ -19708,12 +19811,12 @@ "soft_pairs": [ "pull_request:45639|pull_request:45645" ], - "prepared_review_unit_hash": "abe5f3b567add0957812a6c2d016dcee23afa71a1f526b76f1f58cb7ae1b1b7c", + "prepared_review_unit_hash": "c91a51f9f1f2d75f9db553dc17ae6027982ba71bd4346bf5d36a548852d90bd4", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4590, + "serialized_chars": 4589, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -19721,7 +19824,7 @@ "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4590, + "serialized_chars": 4589, "estimated_input_tokens": 1148, "estimated_eval_tokens": 2552 }, @@ -19730,18 +19833,18 @@ "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "Both PRs target the same xdist collision problem around `captured_info` output from `testing_utils.py`; #45645 is the broader follow-up that includes the core fix plus CI log aggregation, while #45639 is the narrower subset.", - "confidence": 0.94, + "summary": "These two PRs are closely related implementations of the same xdist-safe captured_info logging fix, with one PR acting as a broader superset of the other.", + "confidence": 0.87, "canonical_issue_reason": null, - "canonical_pr_reason": "PR #45645 is the more complete fix: it includes the xdist-safe per-worker output change in `src/transformers/testing_utils.py` and also updates CI to collect multiple `captured_info*.txt` files, so it subsumes the narrower PR.", + "canonical_pr_reason": "PR #45645 is the stronger canonical representative because it includes the core xdist-safe output-file change plus the CI workflow update needed to consume multiple captured_info files, making it the more complete fix.", "best_issue_reason": null, - "best_pr_reason": "PR #45645 is the best representative because it addresses the full end-to-end behavior change for xdist-safe debug logs and preserves CI visibility, not just the library-side write-path fix.", + "best_pr_reason": "PR #45645 is the best overall candidate: it addresses the same captured_info xdist collision bug as #45639 and also preserves downstream CI/debug-log behavior, so it is the most complete implementation in the cluster.", "soft_edge_verdicts": [ { "left": "pull_request:45639", "right": "pull_request:45645", "accept": true, - "reason": "Both PRs fix the same underlying `captured_info` xdist collision in `testing_utils.py`; #45645 extends the same fix with the necessary CI workflow adaptation, so they could plausibly be merged into one PR." + "reason": "Both PRs target the same captured_info xdist collision problem in testing_utils; #45645 is a superset that adds the workflow-side handling for the same fix, so they are close enough to treat as the same underlying change." } ] }, @@ -19900,40 +20003,40 @@ "soft_pairs": [ "pull_request:46069|pull_request:46073" ], - "prepared_review_unit_hash": "e3b94c88cfe283bb4ec42d74ec841b5662d6d4e5b614767f6302310ab811870f", + "prepared_review_unit_hash": "26fd8f39cdc1e8933ff15c2ef4aafe064eb780f2c19bff51f396ea023e7e0484", "component_budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4282, - "estimated_input_tokens": 1071, - "estimated_eval_tokens": 2398 + "serialized_chars": 4330, + "estimated_input_tokens": 1083, + "estimated_eval_tokens": 2422 }, "budget": { "node_count": 2, "item_count": 2, "soft_pair_count": 1, - "serialized_chars": 4282, - "estimated_input_tokens": 1071, - "estimated_eval_tokens": 2398 + "serialized_chars": 4330, + "estimated_input_tokens": 1083, + "estimated_eval_tokens": 2422 }, "overflow_policy": "truncate_then_skip", "trimmed": false, "aggressively_trimmed": false, "split": false, "analyst_result": { - "summary": "These are not duplicates: both PRs add `attn_implementation` dispatch support, but they target different model implementations (`ShieldGemma2` vs `CTRL`) and modify different code paths/files.", - "confidence": 0.95, + "summary": "These are not duplicates: both PRs add attn_implementation dispatch, but they target different model implementations (ShieldGemma2 vs CTRL) and patch different code paths/files.", + "confidence": 0.97, "canonical_issue_reason": null, - "canonical_pr_reason": "No canonical PR: the changes are model-specific and do not appear mergeable into one patch or fix the same concrete code-path problem.", + "canonical_pr_reason": "No single canonical PR: the ShieldGemma2 PR and the CTRL PR are model-specific changes with distinct implementations and tests, not the same underlying fix.", "best_issue_reason": null, - "best_pr_reason": "Neither PR is a better duplicate representative because they address separate models; if forced, `#46069` is slightly more self-contained, but it should not subsume `#46073`.", + "best_pr_reason": "Neither PR is a clear global representative for the cluster because they address separate model backends rather than one shared bug or change.", "soft_edge_verdicts": [ { "left": "pull_request:46069", "right": "pull_request:46073", "accept": false, - "reason": "Both are about attention dispatch support, but they touch different model backends and distinct attention implementations. They are related feature work, not the same underlying bug/change." + "reason": "Both PRs are about attn_implementation dispatch, but they apply to different models and different code paths; they are not the same change and would not plausibly merge into one PR." } ] }, diff --git a/analysis/current/manifest.json b/analysis/current/manifest.json index c9e39fb0377c3121524670f9eedd87d76d980fd7..719b1bfa7dd88ae10085c9d12acab095003208d2 100644 --- a/analysis/current/manifest.json +++ b/analysis/current/manifest.json @@ -1,8 +1,8 @@ { - "analysis_id": "hybrid-model-20260520t000134z", + "analysis_id": "hybrid-model-20260520t060132z", "archived_artifacts": { - "hybrid": "snapshots/20260520T000134Z/analysis-runs/hybrid-model-20260520t000134z/analysis-report-hybrid.json", - "hybrid_reviews": "snapshots/20260520T000134Z/analysis-runs/hybrid-model-20260520t000134z/analysis-report-hybrid.llm-reviews.json" + "hybrid": 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discussion comments plus 8 inbound references.", + "score": 162.0 + }, + "best_pr": { + "cluster_id": "cluster-43979-11", + "pr_number": 44007, + "reason": "PR #44007 is the strongest global PR candidate because it is open, belongs to a cluster with 11 artifacts, links to 1 issues, and carries 2 review/discussion events.", + "score": 238.886 + } +} diff --git a/snapshots/20260520T060132Z/analysis-runs/hybrid-model-20260520t060132z/analysis-report-hybrid.llm-reviews.json b/snapshots/20260520T060132Z/analysis-runs/hybrid-model-20260520t060132z/analysis-report-hybrid.llm-reviews.json new file mode 100644 index 0000000000000000000000000000000000000000..288374183884e12f51189a728ff997c6c0695368 --- /dev/null +++ b/snapshots/20260520T060132Z/analysis-runs/hybrid-model-20260520t060132z/analysis-report-hybrid.llm-reviews.json @@ -0,0 +1,20051 @@ +{ + "schema_version": "1.0", + "repo": "huggingface/transformers", + "snapshot_id": "20260520T060132Z", + "generated_at": "2026-05-20T06:12:48Z", + "model": "gpt-5.4-mini?service_tier=flex", + "reviews": [ + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-410", + "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:43425", + "issue:43541", + "issue:43596", + "issue:43638", + "issue:43716", + "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:44805", + "issue:44841", + "issue:44863", + "issue:44918", + "issue:45081", + "issue:45161", + "issue:45237", + 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"issue:34928|issue:36331", + "issue:43596|issue:45161", + "issue:43716|issue:45507", + "issue:39290|issue:45081", + "issue:45823|issue:45874", + "issue:43425|issue:44292", + "issue:43828|issue:45161", + "issue:34928|issue:41720", + "issue:44918|issue:45161", + "issue:43716|issue:45685", + "issue:43541|issue:43716", + "issue:43828|issue:44292", + "issue:43716|issue:44292", + "issue:45507|issue:45685", + "issue:44292|issue:44918", + "issue:43039|issue:44918", + "issue:41762|issue:43638", + "issue:43827|issue:44512", + "issue:43716|issue:44560", + "issue:43828|issue:45685", + "issue:44560|issue:45685", + "issue:43039|issue:43828", + "issue:30277|issue:36331", + "issue:45237|issue:46015", + "issue:34928|issue:36010", + "issue:43039|issue:44805", + "issue:41762|issue:43596", + "issue:43901|issue:44512", + "issue:39290|issue:41720", + "issue:45237|issue:45901", + "issue:44841|issue:45823", + "issue:43039|issue:44560", + "issue:43975|issue:46015", + "issue:45812|issue:45920", + 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The clear duplicate subgroups are the AutoTokenizer token-ID regression reports and the ZeRO-3 Bert out-of-bounds reports; most other pairs should stay separate.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 45920 is the broadest, most representative report in the only clearly duplicated subgroup here: it covers the AutoTokenizer wrong-token-ID regression across multiple models, not just one model family.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the best issue to keep as the umbrella report: open, clearly phrased, and broad enough to subsume the narrower Granite-only regression report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44322", + "right": "issue:45464", + "accept": false, + "reason": "Different failures: a missing config attribute in Qwen3.5 vs a chat/streaming inference failure. No same code path." + }, + { + "left": "issue:45237", + "right": "issue:45685", + "accept": false, + "reason": "Different models and hardware paths: GPT-OSS on AMD GPUs vs an MPS histogram op error in MoE code." + }, + { + "left": "issue:43716", + "right": "issue:45237", + "accept": false, + "reason": "Different bugs: Mistral-3 dtype mismatch vs GPT-OSS/AMD GPU support." + }, + { + "left": "issue:43828", + "right": "issue:45237", + "accept": false, + "reason": "Both are dtype/device-related at a high level, but they are distinct models and distinct failure modes." + }, + { + "left": "issue:45237", + "right": "issue:45507", + "accept": false, + "reason": "Different model families and different invalid method/device issues; not the same bug." + }, + { + "left": "issue:44292", + "right": "issue:45237", + "accept": false, + "reason": "Separate model/runtime failures with no clear shared code-path." + }, + { + "left": "issue:30277", + "right": "issue:35545", + "accept": false, + "reason": "DeepSpeed ZeRO-3 collective mismatch is unrelated to ModernBERT ONNX export." + }, + { + "left": "issue:35545", + "right": "issue:42915", + "accept": false, + "reason": "ONNX export failure vs Qwen3Moe FP8 loading failure; unrelated." + }, + { + "left": "issue:35545", + "right": "issue:41720", + "accept": false, + "reason": "ModernBERT export and Qwen3 auto device mapping are different problems." + }, + { + "left": "issue:45901", + "right": "issue:46015", + "accept": false, + "reason": "Table QA crash vs outdated RAG docs/examples; not the same underlying issue." + }, + { + "left": "issue:44509", + "right": "issue:44512", + "accept": false, + "reason": "Both are v5 docs cleanups, but they concern different removed items and different documentation locations." + }, + { + "left": "issue:35545", + "right": "issue:36010", + "accept": false, + "reason": "ONNX export error and GenerationMixin import error are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:45823", + "accept": false, + "reason": "Mask/index shape mismatch vs Gemma4 device_map forward device mismatch; different failures." + }, + { + "left": "issue:43638", + "right": "issue:44805", + "accept": false, + "reason": "Both mention indexing errors, but one is ZeRO-3 Bert out-of-bounds and the other is a mask-shape mismatch; not clearly one bug." + }, + { + "left": "issue:43596", + "right": "issue:44805", + "accept": false, + "reason": "Same broad symptom class, but different models and failure details; too weak to treat as duplicates." + }, + { + "left": "issue:44805", + "right": "issue:45161", + "accept": false, + "reason": "Mask-shape index error vs GPT-OSS MoE tensor-parallel issue are unrelated." + }, + { + "left": "issue:44805", + "right": "issue:44918", + "accept": false, + "reason": "Different model/trainer failures with no shared concrete bug." + }, + { + "left": "issue:34634", + "right": "issue:35545", + "accept": false, + "reason": "BarkProcessor voice preset bug is unrelated to ModernBERT export." + }, + { + "left": "issue:30277", + "right": "issue:43638", + "accept": false, + "reason": "Both involve DeepSpeed, but one is collective mismatch and the other is an index-out-of-bounds during ZeRO-3 init." + }, + { + "left": "issue:43596", + "right": "issue:43638", + "accept": true, + "reason": "Same ZeRO-3 Bert out-of-bounds failure with nearly identical title and context; clearly the same underlying bug." + }, + { + "left": "issue:43039", + "right": "issue:45161", + "accept": false, + "reason": "Liger Kernel cross_entropy routing and GPT-OSS tensor-parallel failure are different issues." + }, + { + "left": "issue:43975", + "right": "issue:44457", + "accept": false, + "reason": "DeepSeek detokenization regression and LoRA merge/save mismatch are unrelated." + }, + { + "left": "issue:44292", + "right": "issue:44457", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error and LoRA reload mismatch are distinct bugs." + }, + { + "left": "issue:34928", + "right": "issue:44805", + "accept": false, + "reason": "Both are shape/mismatch errors, but one is FSDP checkpointing and the other is a mask/indexing bug." + }, + { + "left": "issue:24643", + "right": "issue:30277", + "accept": false, + "reason": "DeepSpeed training errors, but one is a 2-D weight error and the other is a collective mismatch; not the same defect." + }, + { + "left": "issue:45859", + "right": "issue:45902", + "accept": false, + "reason": "Both involve Qwen3_5MoeTextRotaryEmbedding, but one is CPU-offload incompatibility and the other is uninitialized-memory after to_empty materialization." + }, + { + "left": "issue:43638", + "right": "issue:45161", + "accept": false, + "reason": "ZeRO-3 Bert index error vs GPT-OSS MoE tensor-parallel issue are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36331", + "accept": false, + "reason": "Activation-checkpointing/FSDP tensor mismatch is unrelated to a CustomTrainer signature change." + }, + { + "left": "issue:43596", + "right": "issue:45161", + "accept": false, + "reason": "Different domains: ZeRO-3 Bert init error vs GPT-OSS TP failure." + }, + { + "left": "issue:43716", + "right": "issue:45507", + "accept": false, + "reason": "Mistral-3 dtype mismatch and GraniteMoEHybrid invalid method are separate failures." + }, + { + "left": "issue:39290", + "right": "issue:45081", + "accept": false, + "reason": "Gemma3 vLLM config attribute error and Mistral tokenizer regex patch crash are unrelated." + }, + { + "left": "issue:45823", + "right": "issue:45874", + "accept": false, + "reason": "Gemma4 device mismatch during forward vs expensive reverse embedding lookup are different issues." + }, + { + "left": "issue:43425", + "right": "issue:44292", + "accept": false, + "reason": "Torch 2.10 compatibility issue and Qwen-3-8B-NVFP4 runtime error are not the same bug." + }, + { + "left": "issue:43828", + "right": "issue:45161", + "accept": false, + "reason": "Autocast dtype mismatch in Phi-tiny-MoE is unrelated to GPT-OSS tensor-parallel failure." + }, + { + "left": "issue:44918", + "right": "issue:45161", + "accept": false, + "reason": "Qwen3.5 embedding unpacking in TRL SFT trainer is unrelated to GPT-OSS TP support." + }, + { + "left": "issue:41762", + "right": "issue:43638", + "accept": false, + "reason": "Both are ZeRO-3 out-of-bounds style errors, but they hit different models and usage paths; not clearly one underlying bug." + }, + { + "left": "issue:43827", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs regressions in v5, but they reference different removed features and likely different pages." + }, + { + "left": "issue:43716", + "right": "issue:44560", + "accept": false, + "reason": "Mistral-3 dtype mismatch vs Qwen3-vl video StopIteration are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross_entropy routing and video embedding StopIteration are unrelated." + }, + { + "left": "issue:43975", + "right": "issue:46015", + "accept": false, + "reason": "Tokenizer detokenization regression vs outdated RAG examples are unrelated." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same underlying AutoTokenizer wrong-token-ID regression; 45920 is the broader umbrella report across multiple model families." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading failure is unrelated to outdated RAG docs." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted Ovis2 checkpoint and NemotronH checkpoint-loading implementation bug are different issues." + }, + { + "left": "issue:44292", + "right": "issue:46015", + "accept": false, + "reason": "Qwen-3-8B-NVFP4 runtime error is unrelated to docs/examples cleanup." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Unable to load GLM-4.7-Flash in tests vs corrupted Ovis2 checkpoint are different model-specific problems." + }, + { + "left": "issue:43425", + "right": "issue:43866", + "accept": false, + "reason": "Torch version incompatibility and checkpoint corruption are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45685", + "accept": false, + "reason": "Autocast dtype mismatch and MPS histogram op failure are unrelated." + }, + { + "left": "issue:44560", + "right": "issue:45685", + "accept": false, + "reason": "Video StopIteration in Qwen3-vl-embedding and MPS histogram op failure are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:43828", + "accept": false, + "reason": "Different MoE/dtype failures with no shared code path." + }, + { + "left": "issue:30277", + "right": "issue:36331", + "accept": false, + "reason": "DeepSpeed collective mismatch is unrelated to the CustomTrainer compute_loss signature change." + }, + { + "left": "issue:45237", + "right": "issue:46015", + "accept": false, + "reason": "GPT-OSS AMD inference issue and outdated RAG docs/examples are unrelated." + }, + { + "left": "issue:34928", + "right": "issue:36010", + "accept": false, + "reason": "FSDP activation-checkpointing mismatch and GenerationMixin import error are unrelated." + }, + { + "left": "issue:43039", + "right": "issue:44805", + "accept": false, + "reason": "Liger Kernel cross_entropy issue and mask-shape indexing error are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:43596", + "accept": false, + "reason": "Both are ZeRO-3 index-out-of-bounds reports, but the model contexts differ enough that this is not clearly one duplicate bug." + }, + { + "left": "issue:43901", + "right": "issue:44512", + "accept": false, + "reason": "TextClassificationPipeline docs mention is unrelated to the removed run command docs issue." + }, + { + "left": "issue:39290", + "right": "issue:41720", + "accept": false, + "reason": "Gemma3 vLLM config attribute error and Qwen3 auto device mapping cuda assert are different issues." + }, + { + "left": "issue:45237", + "right": "issue:45901", + "accept": false, + "reason": "GPT-OSS AMD failure and table QA crash are unrelated." + }, + { + "left": "issue:44841", + "right": "issue:45823", + "accept": false, + "reason": "Processor failure for Voxtral is unrelated to Gemma4 device mismatch." + }, + { + "left": "issue:43039", + "right": "issue:44560", + "accept": false, + "reason": "Liger Kernel cross_entropy call and Qwen3-vl video StopIteration are unrelated." + }, + { + "left": "issue:45812", + "right": "issue:45920", + "accept": true, + "reason": "Same AutoTokenizer token-ID regression across models; the broader issue should absorb the Granite-specific report." + }, + { + "left": "issue:44863", + "right": "issue:46015", + "accept": false, + "reason": "NemotronH checkpoint loading and outdated RAG docs/examples are unrelated." + }, + { + "left": "issue:43866", + "right": "issue:44863", + "accept": false, + "reason": "Corrupted checkpoint vs model-loading implementation bug are different failure modes." + }, + { + "left": "issue:43854", + "right": "issue:43866", + "accept": false, + "reason": "Different models and different root causes; not the same issue." + }, + { + "left": "issue:41093", + "right": "issue:43638", + "accept": false, + "reason": "Both are index/mask-style runtime errors, but one is a mask-length mismatch and the other is a ZeRO-3 index-out-of-bounds bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative overall. The two accepted duplicate links are well supported by the titles/context: the ZeRO-3 Bert out-of-bounds pair and the AutoTokenizer wrong-token-ID regression pair. The rest of the soft-edge rejections are appropriately cautious and do not overclaim shared root cause." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 2, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-410", + "nodes": [ + "issue:36010", + "issue:39290", + "issue:40990", + "issue:41093", + "issue:41762", + "issue:42915", + "issue:43054", + "issue:43296", + "issue:43366", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43541", + "issue:43572", + "issue:43596", + "issue:43645", + "issue:43716", + "issue:43792", + "issue:43828", + "issue:43866", + "issue:43975", + "issue:43994", + "issue:44291", + "issue:44292", + "issue:44387", + "issue:44530", + "issue:44589", + "issue:44841", + "issue:44918", + "issue:44960", + "issue:45005", + "issue:45020", + "issue:45070", + "issue:45084", + "issue:45161", + "issue:45362", + "issue:45399", + "issue:45464", + "issue:45542", + "issue:45632", + "issue:45685", + "issue:45698", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45901", + "issue:45902" + ], + "soft_pairs": [ + "issue:39290|issue:43531", + "issue:43792|issue:45901", + "issue:43425|issue:45070", + "issue:43596|issue:45800", + "issue:43975|issue:45901", + "issue:43792|issue:45070", + "issue:45362|issue:45464", + "issue:44292|issue:45901", + "issue:39290|issue:45823", + "issue:43404|issue:43866", + "issue:45464|issue:45685", + "issue:43541|issue:45685", + "issue:43541|issue:43828", + "issue:44841|issue:45084", + "issue:36010|issue:39290", + "issue:45800|issue:45823", + "issue:41093|issue:41762", + "issue:43296|issue:43366", + "issue:43572|issue:45070", + "issue:43541|issue:45161", + "issue:44387|issue:45005", + "issue:43828|issue:45464", + "issue:44291|issue:45070", + "issue:43366|issue:45464", + "issue:45020|issue:45800", + "issue:43531|issue:45070", + "issue:43541|issue:44589", + "issue:41093|issue:43596", + "issue:43054|issue:43994", + "issue:45542|issue:45800", + "issue:45759|issue:45902", + "issue:43716|issue:44918", + "issue:44918|issue:45685", + "issue:45632|issue:45698", + "issue:43404|issue:45005", + "issue:43645|issue:45399", + "issue:40990|issue:44960", + "issue:44530|issue:45005", + "issue:42915|issue:45399" + ], + "prepared_review_unit_hash": "01f4ef70e52ca3593d15cba457d49bbe9d22c6b24bdb4f84a98cbc4f10a4d90c", + "component_budget": { + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 39, + "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": "Mostly a mixed cluster of Transformers/vLLM regression reports with a couple of near-duplicate subthreads; no PRs are present. The broadest issue here is the recent PretrainedConfig/pydantic regression, though most pairs are not true duplicates.", + "confidence": 0.56, + "canonical_issue_reason": "Issue 45070 is the broadest, most reusable regression report in the set: a core v5.4.0 PretrainedConfig breakage. It best serves as a canonical anchor for this mixed version-regression cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45070 has the clearest scope, strongest generality, and highest chance of covering adjacent version-breakage reports better than the narrower model-specific bugs.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39290", + "right": "issue:43531", + "accept": false, + "reason": "Both mention sliding-window-related failures, but they hit different models and different failure modes; not the same concrete bug." + }, + { + "left": "issue:43792", + "right": "issue:45901", + "accept": false, + "reason": "Completely different models and error paths; no shared underlying change." + }, + { + "left": "issue:43425", + "right": "issue:45070", + "accept": false, + "reason": "Torch-version incompatibility and a pydantic/config regression are distinct problems." + }, + { + "left": "issue:43596", + "right": "issue:45800", + "accept": false, + "reason": "Different failures: DeepSpeed ZeRO-3 index error versus torch/transformers version incompatibility." + }, + { + "left": "issue:43975", + "right": "issue:45901", + "accept": false, + "reason": "Different task/model bugs with no shared code path." + }, + { + "left": "issue:43792", + "right": "issue:45070", + "accept": false, + "reason": "No overlap beyond being Transformers bugs; the concrete failures are unrelated." + }, + { + "left": "issue:45362", + "right": "issue:45464", + "accept": false, + "reason": "Both involve Qwen3.5, but one is a chat crash and the other is a streaming API failure; too different to merge." + }, + { + "left": "issue:44292", + "right": "issue:45901", + "accept": false, + "reason": "Different model-loading error versus task crash; not the same bug." + }, + { + "left": "issue:39290", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3 sliding-window attribute error and Gemma4 device mismatch are unrelated." + }, + { + "left": "issue:43404", + "right": "issue:43866", + "accept": false, + "reason": "Different models and distinct failures; tied-weights bug versus corrupted checkpoint." + }, + { + "left": "issue:45464", + "right": "issue:45685", + "accept": false, + "reason": "Qwen3.5 streaming/API failure is unrelated to the MPS histogram integer error." + }, + { + "left": "issue:43541", + "right": "issue:45685", + "accept": false, + "reason": "Grouped_mm tracing failure and MPS integer histogram failure are different code paths." + }, + { + "left": "issue:43541", + "right": "issue:43828", + "accept": false, + "reason": "Both are runtime dtype/tracing-style issues, but they affect different models and ops; not clearly one bug." + }, + { + "left": "issue:44841", + "right": "issue:45084", + "accept": false, + "reason": "Processor loading and template compilation failures are different mechanisms." + }, + { + "left": "issue:36010", + "right": "issue:39290", + "accept": false, + "reason": "Importing GenerationMixin and a Gemma3 sliding-window attribute error are unrelated." + }, + { + "left": "issue:45800", + "right": "issue:45823", + "accept": false, + "reason": "Version incompatibility and device mismatch are different regressions." + }, + { + "left": "issue:41093", + "right": "issue:41762", + "accept": false, + "reason": "Both are index errors, but they occur in different contexts and likely different buggy code paths." + }, + { + "left": "issue:43296", + "right": "issue:43366", + "accept": false, + "reason": "PaddleOCR-VL loading failure and GGUF gpt-oss support are unrelated feature/compatibility issues." + }, + { + "left": "issue:43572", + "right": "issue:45070", + "accept": false, + "reason": "Missing pad_token_idx and PretrainedConfig pydantic breakage are separate config regressions." + }, + { + "left": "issue:43541", + "right": "issue:45161", + "accept": false, + "reason": "Torch-dynamo grouped_mm tracing and GPT-OSS TP-only behavior are different issues." + }, + { + "left": "issue:44387", + "right": "issue:45005", + "accept": false, + "reason": "Int4 OOM regression and tied-weights translation-model behavior are unrelated." + }, + { + "left": "issue:43828", + "right": "issue:45464", + "accept": false, + "reason": "Different models and different symptoms; dtype mismatch under autocast is not the same as streaming inference failure." + }, + { + "left": "issue:44291", + "right": "issue:45070", + "accept": false, + "reason": "Unexpected init_empty_weights argument and pydantic field breakage are separate API regressions." + }, + { + "left": "issue:43366", + "right": "issue:45464", + "accept": false, + "reason": "GGUF gpt-oss support and Qwen3.5 streaming inference are unrelated." + }, + { + "left": "issue:45020", + "right": "issue:45800", + "accept": false, + "reason": "Remote_code breakage and torch/transformers incompatibility are not the same concrete defect." + }, + { + "left": "issue:43531", + "right": "issue:45070", + "accept": false, + "reason": "Sliding-window Qwen3-MoE failure and PretrainedConfig pydantic regression are different bugs." + }, + { + "left": "issue:43541", + "right": "issue:44589", + "accept": false, + "reason": "Torch-dynamo grouped_mm tracing and Float8 storage lookup failure are unrelated." + }, + { + "left": "issue:41093", + "right": "issue:43596", + "accept": false, + "reason": "Both are index errors, but one is a mask shape mismatch and the other is a zero-size loading error; different fixes." + }, + { + "left": "issue:43054", + "right": "issue:43994", + "accept": true, + "reason": "Both describe SigLIP2 producing incorrect or nonsensical text embeddings/outputs for the same model family, so they likely share the same underlying implementation bug." + }, + { + "left": "issue:45542", + "right": "issue:45800", + "accept": false, + "reason": "TensorBoard-without-TF backend issue is unrelated to torch/transformers compatibility." + }, + { + "left": "issue:45759", + "right": "issue:45902", + "accept": false, + "reason": "Both touch Qwen3.5-related configs, but one is from_config unwrapping and the other is embedding materialization; not the same bug." + }, + { + "left": "issue:43716", + "right": "issue:44918", + "accept": false, + "reason": "Image-preprocessor dtype mismatch and SFT embedding unpacking failure are different model/training paths." + }, + { + "left": "issue:44918", + "right": "issue:45685", + "accept": false, + "reason": "No meaningful overlap beyond being runtime failures." + }, + { + "left": "issue:45632", + "right": "issue:45698", + "accept": true, + "reason": "Both report wrong custom/local module resolution when loading models, consistent with the same cache/path selection bug." + }, + { + "left": "issue:43404", + "right": "issue:45005", + "accept": false, + "reason": "Tied weights in Mistral3 and tied-weights translation-model regressions are different model-specific bugs." + }, + { + "left": "issue:43645", + "right": "issue:45399", + "accept": false, + "reason": "Custom-model notebook initialization and flash-attn fallback gating are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:44960", + "accept": false, + "reason": "Perplexity regression and GLM5 issue are unrelated model-specific reports." + }, + { + "left": "issue:44530", + "right": "issue:45005", + "accept": false, + "reason": "PagedAttentionCache linear_attention crash and tied-weights regression are different subsystems." + }, + { + "left": "issue:42915", + "right": "issue:45399", + "accept": false, + "reason": "FineGrainedFP8 Qwen3Moe failure and flash-attn fallback blocking are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded in the packet overall: the summary is appropriately cautious, the broad canonical choice of issue:45070 is supported by the titles, and the two accepted soft-edge pairs look plausibly duplicate-level from the available evidence. No PR-pair mergeability concerns apply here because there are no PRs." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 3, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-410", + "nodes": [ + "issue:36331", + "issue:38175", + "issue:39186", + "issue:39692", + "issue:41553", + "issue:41628", + "issue:41762", + "issue:42915", + "issue:42947", + "issue:43054", + "issue:43493", + "issue:43643", + "issue:43644", + "issue:43824", + "issue:43828", + "issue:43856", + "issue:43866", + "issue:43872", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:43950", + "issue:43975", + "issue:44292", + "issue:44360", + "issue:44387", + "issue:44403", + "issue:44451", + "issue:44488", + "issue:44492", + "issue:44512", + "issue:44534", + "issue:44589", + "issue:44863", + "issue:44910", + "issue:44918", + "issue:44928", + "issue:45005", + "issue:45020", + "issue:45507", + "issue:45520", + "issue:45663", + "issue:45685", + "issue:45701", + "issue:45800", + "issue:45823", + "issue:45859", + "issue:45902" + ], + "soft_pairs": [ + "issue:44360|issue:44512", + "issue:39186|issue:44918", + "issue:43873|issue:45005", + "issue:44863|issue:45005", + "issue:44492|issue:44512", + "issue:44918|issue:45507", + "issue:43975|issue:44292", + "issue:44292|issue:45507", + "issue:43950|issue:44534", + "issue:39692|issue:43054", + "issue:43644|issue:43950", + "issue:43828|issue:44928", + "issue:36331|issue:41762", + "issue:41628|issue:45800", + "issue:43866|issue:44403", + "issue:43950|issue:45902", + "issue:43872|issue:44589", + "issue:38175|issue:43054", + "issue:41553|issue:43883", + "issue:43054|issue:45701", + "issue:44910|issue:45859", + "issue:45663|issue:45902", + "issue:41553|issue:43881", + "issue:42947|issue:44387", + "issue:44403|issue:44451", + "issue:43054|issue:43493", + "issue:43643|issue:45020", + "issue:43975|issue:45520", + "issue:44403|issue:44488", + "issue:42947|issue:43856", + "issue:41762|issue:42915", + "issue:45685|issue:45823", + "issue:43881|issue:43883", + "issue:43824|issue:43872" + ], + "prepared_review_unit_hash": "bf949578801540b7549b606fe8b69096db7105588d04a3b88e78445b00c42cad", + "component_budget": { + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37546, + "estimated_input_tokens": 9387, + "estimated_eval_tokens": 19030 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated Transformer issues were grouped together. The only clear duplicate subgroup is the non-persistent-buffer corruption regression around `from_pretrained`/Transformers 5.x, with one plausible SigLIP2 implementation-vs-quality pair. The rest are different models, code paths, or symptom classes and should stay separate.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43950 is the clearest and most general statement of the non-persistent-buffer corruption regression, and it subsumes the broader 5.x buffer-junk behavior described by nearby duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43950 is the strongest representative issue in this set because it describes a concrete, reproducible regression with a clear failure mode and broad impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44360", + "right": "issue:44512", + "accept": false, + "reason": "Different bugs: one is a DSA/indexing discussion, the other is stale docs about a removed command." + }, + { + "left": "issue:39186", + "right": "issue:44918", + "accept": false, + "reason": "Both involve model/training failures, but the code paths and symptoms are different: FSDP weight shape error vs TRL embedding unpacking failure." + }, + { + "left": "issue:43873", + "right": "issue:45005", + "accept": false, + "reason": "Quantization/offloading behavior is unrelated to the tied-weights regression in translation models." + }, + { + "left": "issue:44863", + "right": "issue:45005", + "accept": false, + "reason": "NemotronH checkpoint loading and tied-weights translation-model issues are separate failures." + }, + { + "left": "issue:44492", + "right": "issue:44512", + "accept": false, + "reason": "Both are docs-ish, but they concern different content and different defects." + }, + { + "left": "issue:44918", + "right": "issue:45507", + "accept": false, + "reason": "Different models and different failure mechanisms; not the same underlying bug." + }, + { + "left": "issue:43975", + "right": "issue:44292", + "accept": false, + "reason": "Different model-specific inference issues with no shared concrete code path." + }, + { + "left": "issue:44292", + "right": "issue:45507", + "accept": false, + "reason": "Distinct model loading/runtime problems; not mergeable as one fix." + }, + { + "left": "issue:43950", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying regression: non-persistent buffers get corrupted/junked in Transformers 5.x and during `from_pretrained`." + }, + { + "left": "issue:39692", + "right": "issue:43054", + "accept": false, + "reason": "A documentation/example mismatch is not the same as a SigLIP2 embedding-quality regression." + }, + { + "left": "issue:43644", + "right": "issue:43950", + "accept": true, + "reason": "Both report the same non-persistent-buffer corruption regression in Transformers 5.x." + }, + { + "left": "issue:43828", + "right": "issue:44928", + "accept": false, + "reason": "Different numerical/attention failures: autocast dtype mismatch vs 3D position-id/SDPA collapse." + }, + { + "left": "issue:36331", + "right": "issue:41762", + "accept": false, + "reason": "Trainer API keyword mismatch and ZeRO-3 loading index error are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:45800", + "accept": false, + "reason": "Import surface breakage and torch/transformers incompatibility are different issues." + }, + { + "left": "issue:43866", + "right": "issue:44403", + "accept": false, + "reason": "Checkpoint corruption and noisy logging/loading behavior are not the same bug." + }, + { + "left": "issue:43950", + "right": "issue:45902", + "accept": false, + "reason": "Related buffer materialization symptoms, but one is a general `from_pretrained` regression and the other is a specific Qwen3.5 MoE rotary-embedding memory issue." + }, + { + "left": "issue:43872", + "right": "issue:44589", + "accept": false, + "reason": "Different quantization/storage incompatibilities with different failure modes." + }, + { + "left": "issue:38175", + "right": "issue:43054", + "accept": false, + "reason": "Both concern SigLIP2 output quality, but the reports do not pin to the same concrete defect or code path." + }, + { + "left": "issue:41553", + "right": "issue:43883", + "accept": false, + "reason": "Bad tokenizer error handling and a missing model attribute are unrelated." + }, + { + "left": "issue:43054", + "right": "issue:45701", + "accept": false, + "reason": "SigLIP2 embedding quality is not the same as a tokenization-version change." + }, + { + "left": "issue:44910", + "right": "issue:45859", + "accept": false, + "reason": "Both mention Qwen3.5/offload-ish behavior, but one is Flash Attention/position_ids and the other is CPU-offload compatibility in rotary embedding." + }, + { + "left": "issue:45663", + "right": "issue:45902", + "accept": false, + "reason": "Different model internals and different failure mechanisms." + }, + { + "left": "issue:41553", + "right": "issue:43881", + "accept": false, + "reason": "Tokenizer-loading diagnostics and glm-4v loading failure are separate issues." + }, + { + "left": "issue:42947", + "right": "issue:44387", + "accept": false, + "reason": "Training-memory inefficiency and int4 quantization OOM are different regressions." + }, + { + "left": "issue:44403", + "right": "issue:44451", + "accept": false, + "reason": "General loading noise vs inability to load a specific model are not the same bug." + }, + { + "left": "issue:43054", + "right": "issue:43493", + "accept": true, + "reason": "Likely the same SigLIP2 discrepancy: one reports worse text embeddings, the other explicitly compares HF vs original JAX implementation." + }, + { + "left": "issue:43643", + "right": "issue:45020", + "accept": false, + "reason": "Both involve `remote_code`, but one is missing fields from `AutoConfig` and the other is a broader breakage report." + }, + { + "left": "issue:43975", + "right": "issue:45520", + "accept": false, + "reason": "Different model/output issues: detokenization bug vs Python 3.13 import error." + }, + { + "left": "issue:44403", + "right": "issue:44488", + "accept": false, + "reason": "Unnecessary loading noise and model load failure are distinct symptoms with no shared root cause shown." + }, + { + "left": "issue:42947", + "right": "issue:43856", + "accept": false, + "reason": "Both mention memory, but the mechanisms differ: ineffective gradient checkpointing vs MoE training memory usage." + }, + { + "left": "issue:41762", + "right": "issue:42915", + "accept": false, + "reason": "DeepSpeed ZeRO-3 loading failure and Qwen3 MoE FP8 failure are unrelated." + }, + { + "left": "issue:45685", + "right": "issue:45823", + "accept": false, + "reason": "MPS histogram support and Gemma4 device-mismatch are different backend/model bugs." + }, + { + "left": "issue:43881", + "right": "issue:43883", + "accept": false, + "reason": "Different model loading failures with no shared code path." + }, + { + "left": "issue:43824", + "right": "issue:43872", + "accept": false, + "reason": "Import surface issue and bitsandbytes constructor incompatibility are unrelated." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The grouping is grounded in the packet, and the verdicts stay mostly conservative. The non-persistent-buffer regression cluster is well supported by the issue titles, and the SigLIP2 pairing is phrased cautiously enough to be acceptable. No mergeability problems are evident here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 4, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-410", + "nodes": [ + "issue:24643", + "issue:30064", + "issue:36331", + "issue:41093", + "issue:41553", + "issue:42491", + "issue:42915", + "issue:42947", + "issue:43257", + "issue:43366", + "issue:43404", + "issue:43638", + "issue:43742", + "issue:43782", + "issue:43792", + "issue:43827", + "issue:43828", + "issue:43854", + "issue:43866", + "issue:43872", + "issue:43940", + "issue:43950", + "issue:44220", + "issue:44291", + "issue:44368", + "issue:44479", + "issue:44488", + "issue:44509", + "issue:44530", + "issue:44560", + "issue:44661", + "issue:44805", + "issue:44863", + "issue:44928", + "issue:44960", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45305", + "issue:45313", + "issue:45325", + "issue:45356", + "issue:45399", + "issue:45538", + "issue:45588", + "issue:45823", + "issue:45902", + "issue:45923" + ], + "soft_pairs": [ + "issue:42491|issue:44368", + "issue:45020|issue:45823", + "issue:44661|issue:45020", + "issue:44991|issue:45399", + "issue:43828|issue:45823", + "issue:43782|issue:44960", + "issue:45081|issue:45399", + "issue:43827|issue:44509", + "issue:45020|issue:45356", + "issue:43404|issue:43950", + "issue:43742|issue:45399", + "issue:42915|issue:45020", + "issue:43638|issue:45823", + "issue:43792|issue:44220", + "issue:43257|issue:43866", + "issue:43872|issue:44291", + "issue:42915|issue:43872", + "issue:43940|issue:45313", + "issue:41553|issue:44991", + "issue:43854|issue:44863", + "issue:36331|issue:41093", + "issue:42947|issue:45923", + "issue:44928|issue:45588", + "issue:43257|issue:45305", + "issue:43872|issue:45538", + "issue:41093|issue:44805", + "issue:44479|issue:44560", + "issue:41553|issue:44488", + "issue:44530|issue:44863", + "issue:24643|issue:30064", + "issue:43366|issue:43828", + "issue:45325|issue:45902" + ], + "prepared_review_unit_hash": "638f77f16c5f7f72ccd49b051a4be4af64de18db50dd4b876c493dbbd700171b", + "component_budget": { + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37683, + "estimated_input_tokens": 9421, + "estimated_eval_tokens": 19098 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose collection of unrelated model-loading, tokenizer, and training regressions. I do not see any duplicate pairs that look like the same underlying bug/change, so all soft edges are rejected.", + "confidence": 0.44, + "canonical_issue_reason": "issue:45020 is the broadest, most central regression report in the set: it describes recent transformers versions breaking remote_code models, which is the closest thing here to a reusable umbrella issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the best single issue to anchor the cluster because it is broad, recent, and likely to attract related loading/regression reports; however, the surrounding issues are too heterogeneous to treat as true duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42491", + "right": "issue:44368", + "accept": false, + "reason": "Both mention Qwen3.x LoRA/tie-word-embeddings behavior, but one is an hf4.x vs hf5.x compatibility break and the other is a warning about missing tie_word_embeddings=False; not the same bug." + }, + { + "left": "issue:45020", + "right": "issue:45823", + "accept": false, + "reason": "One is a broad remote_code loading regression; the other is a Gemma4 PLE device_map/forward device mismatch. Different code paths and failure modes." + }, + { + "left": "issue:44661", + "right": "issue:45020", + "accept": false, + "reason": "add-new-model-like tokenizer mapping failure is a registry/helper bug, while 45020 is a generic remote_code loading regression." + }, + { + "left": "issue:44991", + "right": "issue:45399", + "accept": false, + "reason": "Tokenizer loading for EMBEDDIA/est-roberta is unrelated to the flash-attn fallback gating issue." + }, + { + "left": "issue:43828", + "right": "issue:45823", + "accept": false, + "reason": "torch.autocast dtype mismatch in Phi-tiny-MoE is a runtime precision issue, not a device-map placement bug." + }, + { + "left": "issue:43782", + "right": "issue:44960", + "accept": false, + "reason": "Qwen3VL weight_only=True load error and GLM5 are different model-specific loading bugs." + }, + { + "left": "issue:45081", + "right": "issue:45399", + "accept": false, + "reason": "Mistral tokenizer regex patch crash is a tokenizer backend attribute bug, not flash-attn fallback behavior." + }, + { + "left": "issue:43827", + "right": "issue:44509", + "accept": false, + "reason": "These are both docs about removed pipeline tasks, but they are distinct documentation issues, not one underlying bug." + }, + { + "left": "issue:45020", + "right": "issue:45356", + "accept": false, + "reason": "remote_code loading regressions and Kimi-K2.5 tokenizer codec/fix_mistral_regex problems are separate tokenizer/model-loading failures." + }, + { + "left": "issue:43404", + "right": "issue:43950", + "accept": false, + "reason": "lm_head tying in Mistral3 is a model weight-tying bug; non-persistent buffer corruption in from_pretrained is a different serialization regression." + }, + { + "left": "issue:43742", + "right": "issue:45399", + "accept": false, + "reason": "MobileLLM key error and flash-attn fallback gating are unrelated loading paths." + }, + { + "left": "issue:42915", + "right": "issue:45020", + "accept": false, + "reason": "Qwen3 MOE FineGrainedFP8Config failure is a model/config-specific precision bug, not the broad remote_code loading regression." + }, + { + "left": "issue:43638", + "right": "issue:45823", + "accept": false, + "reason": "DeepSpeed ZeRO-3 index error on non-pretrained Bert and Gemma4 PLE device mismatch are different runtime issues." + }, + { + "left": "issue:43792", + "right": "issue:44220", + "accept": false, + "reason": "Whisper-large-v2 runtime failure and _torch_extract_fbank_features() are too vague to tie as the same underlying defect." + }, + { + "left": "issue:43257", + "right": "issue:43866", + "accept": false, + "reason": "Qwen3 MOE weights not converting under accelerate+deepspeed is unrelated to Ovis2 checkpoint corruption." + }, + { + "left": "issue:43872", + "right": "issue:44291", + "accept": false, + "reason": "bitsandbytes _is_hf_initialized incompatibility and init_empty_weights TypeError are the same broad symptom class but different triggering APIs and contexts; not safe to merge as one bug." + }, + { + "left": "issue:42915", + "right": "issue:43872", + "accept": false, + "reason": "Qwen3 MOE FP8 loading and bitsandbytes Int8Params incompatibility differ in model, library, and failure mechanism." + }, + { + "left": "issue:43940", + "right": "issue:45313", + "accept": false, + "reason": "Qwen3-Next ZeRO-3 all params missing and Qwen3.5 ZeRO-3 language_model loading are related to deepspeed, but they target different model families and failure sites." + }, + { + "left": "issue:41553", + "right": "issue:44991", + "accept": false, + "reason": "Bad AutoTokenizer error for Voxtral and est-roberta tokenizer loading failures are separate model-specific tokenizer issues." + }, + { + "left": "issue:43854", + "right": "issue:44863", + "accept": false, + "reason": "GLM-4.7-Flash unit-test load failure and NemotronH checkpoint loading are different model implementations with different load paths." + }, + { + "left": "issue:36331", + "right": "issue:41093", + "accept": false, + "reason": "Unexpected num_items_in_batch in CustomTrainer.compute_loss is a trainer API mismatch; mask shape IndexError is a data/tensor indexing bug." + }, + { + "left": "issue:42947", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing ineffective with PEFT LoRA and missing supports_gradient_checkpointing are related to checkpointing, but one is a behavioral bug and the other is a missing model capability flag." + }, + { + "left": "issue:44928", + "right": "issue:45588", + "accept": false, + "reason": "RLHF gradient explosion in Qwen3.5 due to 3D position_ids is unrelated to flash_attention.py crashing on s_aux=None." + }, + { + "left": "issue:43257", + "right": "issue:45305", + "accept": false, + "reason": "Qwen3 MOE weight conversion under accelerate+deepspeed and GAS loss averaging with DeepSpeed are different training-time bugs." + }, + { + "left": "issue:43872", + "right": "issue:45538", + "accept": false, + "reason": "bitsandbytes Int8Params constructor incompatibility is unrelated to CLIPTokenizer model_max_length." + }, + { + "left": "issue:41093", + "right": "issue:44805", + "accept": false, + "reason": "These are both mask/tensor shape IndexErrors, but the reports do not indicate the same code path or model; too generic to merge." + }, + { + "left": "issue:44479", + "right": "issue:44560", + "accept": false, + "reason": "v5.3.0 video input regression across multiple Qwen variants and Qwen3-vl embedding StopIteration are likely separate video-processing failures." + }, + { + "left": "issue:41553", + "right": "issue:44488", + "accept": false, + "reason": "Voxtral AutoTokenizer error and cjvt/sleng-bert loading failure are different tokenizer/model compatibility problems." + }, + { + "left": "issue:44530", + "right": "issue:44863", + "accept": false, + "reason": "PagedAttentionCache invalid group type on Qwen3.5 and NemotronH checkpoint loading do not share the same underlying bug." + }, + { + "left": "issue:24643", + "right": "issue:30064", + "accept": false, + "reason": "DeepSpeed weight 2-D training error and void segmentation map processing are entirely unrelated domains." + }, + { + "left": "issue:43366", + "right": "issue:43828", + "accept": false, + "reason": "GGUF gpt-oss support and Phi-tiny-MoE autocast dtype mismatch are unrelated feature/support and runtime precision issues." + }, + { + "left": "issue:45325", + "right": "issue:45902", + "accept": false, + "reason": "Qwen2.5-VL rope_index temporal scaling and Qwen3_5MoeTextRotaryEmbedding uninitialized inv_freq after to_empty are different rotary/vision materialization bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 5, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-410", + "nodes": [ + "issue:36010", + "issue:38175", + "issue:39692", + "issue:41720", + "issue:42491", + "issue:42617", + "issue:42915", + "issue:43317", + "issue:43366", + "issue:43531", + "issue:43550", + "issue:43596", + "issue:43632", + "issue:43638", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43720", + "issue:43824", + "issue:43854", + "issue:43931", + "issue:43950", + "issue:43957", + "issue:43994", + "issue:44075", + "issue:44155", + "issue:44451", + "issue:44488", + "issue:44534", + "issue:44560", + "issue:44589", + "issue:44661", + "issue:44756", + "issue:44805", + "issue:44877", + "issue:44910", + "issue:44918", + "issue:44960", + "issue:44977", + "issue:45030", + "issue:45276", + "issue:45313", + "issue:45357", + "issue:45584", + "issue:45663", + "issue:45823", + "issue:45834" + ], + "soft_pairs": [ + "issue:45663|issue:45823", + "issue:43366|issue:43531", + "issue:43950|issue:45834", + "issue:43550|issue:44910", + "issue:43366|issue:44589", + "issue:43645|issue:43646", + "issue:44560|issue:44918", + "issue:42915|issue:43957", + "issue:43824|issue:43957", + "issue:42617|issue:43366", + "issue:36010|issue:42915", + "issue:44661|issue:45823", + "issue:38175|issue:43994", + "issue:43632|issue:45834", + "issue:44560|issue:44805", + "issue:44155|issue:45584", + "issue:43638|issue:44661", + "issue:43596|issue:44661", + "issue:44661|issue:44805", + "issue:44877|issue:45030", + "issue:43317|issue:44756", + "issue:38175|issue:39692", + "issue:42491|issue:43720", + "issue:44960|issue:44977", + "issue:45313|issue:45357", + "issue:44451|issue:44488", + "issue:41720|issue:42915", + "issue:43644|issue:44534", + "issue:42491|issue:45276", + "issue:43708|issue:44075", + "issue:42915|issue:44756", + "issue:43854|issue:43931" + ], + "prepared_review_unit_hash": "5cfc545504ecc305b1438ffa965bf448f3a8e4e0f0013ed9e44680b4256efffd", + "component_budget": { + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37195, + "estimated_input_tokens": 9299, + "estimated_eval_tokens": 18854 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a mixed set of Transformers v5.x regression reports. It contains a few clear duplicate pairs around non-persistent buffers, custom model initialization, SigLIP2 output corruption, and BERT model-loading, while the Zero-3 + BertModel initialization reports are related but not strong enough to call duplicates based on the available pairwise evidence.", + "confidence": 0.74, + "canonical_issue_reason": "Issue 43950 is the strongest canonical issue: it is a precise Transformers 5.x regression about silent corruption of non-persistent buffers, and it cleanly anchors the strongest duplicate pair (44534).", + "canonical_pr_reason": null, + "best_issue_reason": "43950 is the best representative issue for the cluster because it describes a concrete core regression rather than a broad symptom list, making it the most actionable and central report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Same model family, but different failures: FSDP2 KeyError in text attention vs device-mismatch during PLE forward." + }, + { + "left": "issue:43366", + "right": "issue:43531", + "accept": false, + "reason": "Both mention Qwen3-related models, but one is GGUF/gpt-oss support and the other is a sliding_window bug in Qwen3-MoE." + }, + { + "left": "issue:43950", + "right": "issue:45834", + "accept": false, + "reason": "Unrelated bugs: non-persistent buffer corruption vs Kosmos2.5 OCR long-input index error." + }, + { + "left": "issue:43550", + "right": "issue:44910", + "accept": false, + "reason": "Different code paths: Bamba torch.compile with SDPA vs Qwen3.5 flash-attention misreading 3D position_ids." + }, + { + "left": "issue:43366", + "right": "issue:44589", + "accept": false, + "reason": "GGUF architecture support and Float8 storage lookup are separate loading/runtime issues." + }, + { + "left": "issue:43645", + "right": "issue:43646", + "accept": true, + "reason": "Very likely the same custom-model initialization regression; 43645 is the notebook-specific manifestation of the broader 43646 report." + }, + { + "left": "issue:44560", + "right": "issue:44918", + "accept": false, + "reason": "Both involve Qwen models, but one is a video StopIteration bug and the other is TRL SFT embedding unpacking failure." + }, + { + "left": "issue:42915", + "right": "issue:43957", + "accept": false, + "reason": "Different failures: FineGrainedFP8Config on Qwen3-MoE vs torch.device('meta') loading breakage." + }, + { + "left": "issue:43824", + "right": "issue:43957", + "accept": false, + "reason": "ImportError for Qwen2.5-VL export is not the same as meta-device model loading failures." + }, + { + "left": "issue:42617", + "right": "issue:43366", + "accept": false, + "reason": "3d_parallel.py runtime failure and GGUF gpt-oss support are unrelated." + }, + { + "left": "issue:36010", + "right": "issue:42915", + "accept": false, + "reason": "ImportError for GenerationMixin and Qwen3-MoE FP8 issues are distinct bugs." + }, + { + "left": "issue:44661", + "right": "issue:45823", + "accept": false, + "reason": "Tokenizer-mapping failure when adding a model is unrelated to Gemma4 device mismatch during forward." + }, + { + "left": "issue:38175", + "right": "issue:43994", + "accept": true, + "reason": "Same underlying SigLIP2 regression: corrupted/zero outputs for google/siglip2-base-patch16-224 in model inference." + }, + { + "left": "issue:43632", + "right": "issue:45834", + "accept": false, + "reason": "_is_hf_initialized flag regression and Kosmos2.5 long-OCR index error are different problems." + }, + { + "left": "issue:44560", + "right": "issue:44805", + "accept": false, + "reason": "Both are index/error reports, but they concern different models and different failure mechanisms." + }, + { + "left": "issue:44155", + "right": "issue:45584", + "accept": false, + "reason": "AudioFlamingo3 batched leakage and Whisper empty-transcription failure are unrelated." + }, + { + "left": "issue:43638", + "right": "issue:44661", + "accept": false, + "reason": "Zero-3 Bert initialization failure is not the same as tokenizer-mapping-name handling." + }, + { + "left": "issue:43596", + "right": "issue:44661", + "accept": false, + "reason": "Deepspeed Zero-3 BertModel index error is unrelated to add-new-model-like tokenizer mapping logic." + }, + { + "left": "issue:44661", + "right": "issue:44805", + "accept": false, + "reason": "Tokenizer-mapping regression and tensor mask shape mismatch are different bugs." + }, + { + "left": "issue:44877", + "right": "issue:45030", + "accept": false, + "reason": "Both are config-loading regressions, but the affected validation paths and models are not clearly the same bug." + }, + { + "left": "issue:43317", + "right": "issue:44756", + "accept": false, + "reason": "device_map/offload loading failure and mmap OOM on Strix Halo are not the same underlying issue." + }, + { + "left": "issue:38175", + "right": "issue:39692", + "accept": false, + "reason": "SigLIP2 zero probabilities and the doc-example model/processor mismatch plus quantization failure are related only by model family." + }, + { + "left": "issue:42491", + "right": "issue:43720", + "accept": false, + "reason": "Qwen3-MoE LoRA compatibility and BitNet packed-weight unpacking are separate loading issues." + }, + { + "left": "issue:44960", + "right": "issue:44977", + "accept": false, + "reason": "GLM5 and Qwen3.5 flash-attention generation failures are unrelated model-specific bugs." + }, + { + "left": "issue:45313", + "right": "issue:45357", + "accept": false, + "reason": "ZeRO-3 language_model weight loading and incorrect visual encoder save_pretrained keys are different regressions." + }, + { + "left": "issue:44451", + "right": "issue:44488", + "accept": true, + "reason": "These look like duplicate reports of the same BERT model-loading regression; 44488 explicitly says the current version also fails on another model." + }, + { + "left": "issue:45663", + "right": "issue:45823", + "accept": false, + "reason": "Different Gemma4 failures: shared_kv_states KeyError vs device mismatch during forward." + }, + { + "left": "issue:41720", + "right": "issue:42915", + "accept": false, + "reason": "Auto device-mapping cudaErrorAssert on A800 is not the same as FineGrainedFP8Config failure." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Clear duplicate regression: both report Transformers 5.x corrupting non-persistent buffers with junk data." + }, + { + "left": "issue:42491", + "right": "issue:45276", + "accept": false, + "reason": "Qwen3_MoE LoRA compatibility and Gemma4 resize_token_embeddings behavior are unrelated." + }, + { + "left": "issue:43708", + "right": "issue:44075", + "accept": false, + "reason": "Checkpoint resume max_steps miscalculation is unrelated to SGD optimizer args being ignored." + }, + { + "left": "issue:43931", + "right": "issue:45357", + "accept": false, + "reason": "Weight-shape mismatch when loading Qwen3-VL and bad visual-encoder key saving are different issues." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster summary overstates evidence by calling the Zero-3 + BertModel init failures a set of true duplicates, but the listed soft-edge verdicts for those issues are all negative. Please keep that part conservative and describe them as related, not duplicates. The rest of the summary is mostly grounded, but this contradiction is enough to reject." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 6, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-410", + "nodes": [ + "issue:36010", + "issue:39404", + "issue:39692", + "issue:42491", + "issue:42947", + "issue:43257", + "issue:43335", + "issue:43404", + "issue:43425", + "issue:43454", + "issue:43644", + "issue:43645", + "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:44488", + "issue:44756", + "issue:44910", + "issue:44912", + "issue:44960", + "issue:44991", + "issue:45216", + "issue:45276", + "issue:45292", + "issue:45335", + "issue:45362", + "issue:45406", + "issue:45488", + "issue:45588", + "issue:45663", + "issue:45684", + "issue:45698", + "issue:45704", + "issue:45759", + "issue:45812", + "issue:45823", + "issue:45859", + "issue:46050" + ], + "soft_pairs": [ + "issue:45488|issue:45812", + "issue:39692|issue:43994", + "issue:43257|issue:43854", + "issue:43856|issue:43873", + "issue:42491|issue:43931", + "issue:43644|issue:43645", + "issue:43856|issue:44387", + "issue:44910|issue:45588", + "issue:42491|issue:45292", + "issue:45362|issue:45406", + "issue:44488|issue:44991", + "issue:36010|issue:39404", + "issue:45276|issue:45335", + "issue:44164|issue:44291", + "issue:43404|issue:43454", + "issue:43425|issue:43957", + "issue:44402|issue:44488", + "issue:39692|issue:44960", + "issue:42947|issue:45704", + "issue:45663|issue:45759", + "issue:43335|issue:45663", + "issue:45663|issue:45859", + "issue:43873|issue:44387", + "issue:44155|issue:45823", + "issue:44291|issue:44756", + "issue:44960|issue:46050", + "issue:44292|issue:44912", + "issue:43854|issue:45216", + "issue:44387|issue:44756", + "issue:45276|issue:45292", + "issue:45684|issue:45698" + ], + "prepared_review_unit_hash": "d8ffb025d82003159022f7e3c8bab3fce68bf0944bb455829ebfa454f260d45a", + "component_budget": { + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36586, + "estimated_input_tokens": 9147, + "estimated_eval_tokens": 18550 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are broadly related to Transformers 5.x regressions, but they span different models and code paths (tokenizers, save/load, quantization, offload, FSDP, chat/serve, etc.). None of the soft pairs is a clear same-bug duplicate, so the cluster should not be collapsed aggressively.", + "confidence": 0.84, + "canonical_issue_reason": "Issue 43644 is the strongest umbrella report: it describes a broad Transformers 5.0.0 regression with system-wide impact, making it the best anchor for this mostly regression-themed cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "43644 is the most general and representative issue in the set, with a broad failure mode and higher likelihood of subsuming adjacent regressions than the more model-specific reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45488", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but they hit different model families and different mechanisms: LlamaTokenizer pre-tokenizer override vs Granite token ID generation." + }, + { + "left": "issue:39692", + "right": "issue:43994", + "accept": false, + "reason": "Same model family, but one is a docs/example error with quantization issues while the other is a runtime loading problem in tests; not the same bug." + }, + { + "left": "issue:43257", + "right": "issue:43854", + "accept": false, + "reason": "Different models and paths: Qwen3 MoE weight conversion under accelerate/deepspeed vs GLM-4.7-Flash loading in unit tests." + }, + { + "left": "issue:43856", + "right": "issue:43873", + "accept": false, + "reason": "One is Qwen3 MoE training memory inefficiency; the other is offloading not working with quantization. Similar theme, different failure mode." + }, + { + "left": "issue:42491", + "right": "issue:43931", + "accept": false, + "reason": "Different problems: hf4.x LoRA compatibility with qwen3_moe vs a weight-shape mismatch when loading a Qwen3-VL model." + }, + { + "left": "issue:43644", + "right": "issue:43645", + "accept": false, + "reason": "Both are Transformers 5 regressions, but one is junk non-persistent buffers and the other is Jupyter custom-model initialization behavior." + }, + { + "left": "issue:43856", + "right": "issue:44387", + "accept": false, + "reason": "Both mention memory, but one is Qwen3 MoE training inefficiency and the other is int4 quantization reserved-memory growth/OOM." + }, + { + "left": "issue:44910", + "right": "issue:45588", + "accept": false, + "reason": "Different flash-attention failures: Qwen3.5 position_ids misinterpretation vs an AttributeError on s_aux=None in sink-less models." + }, + { + "left": "issue:42491", + "right": "issue:45292", + "accept": false, + "reason": "LoRA/qwen3_moe hf4.x compatibility and resize_token_embeddings/output_embeddings are unrelated bugs." + }, + { + "left": "issue:45362", + "right": "issue:45406", + "accept": false, + "reason": "Different model/feature failures: Qwen3.5 chat crash vs Gemma4Processor missing _tokenizer in transformers serve." + }, + { + "left": "issue:44488", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading reports, but they concern different models and different observed failures." + }, + { + "left": "issue:36010", + "right": "issue:39404", + "accept": false, + "reason": "Completely different issues: an import error for GenerationMixin vs Whisper pipeline return_language behavior." + }, + { + "left": "issue:45276", + "right": "issue:45335", + "accept": false, + "reason": "Similar API symptom, but the reports are model-specific (Gemma4 vs t5gemma) and do not clearly share the same root cause." + }, + { + "left": "issue:44164", + "right": "issue:44291", + "accept": false, + "reason": "One is save/from_pretrained extra_state handling; the other is init_empty_weights breaking due to an unexpected constructor argument." + }, + { + "left": "issue:43404", + "right": "issue:43454", + "accept": false, + "reason": "Both involve untied lm_head weights, but they target different model implementations and are not clearly the same underlying code-path bug." + }, + { + "left": "issue:43425", + "right": "issue:43957", + "accept": false, + "reason": "Environment compatibility vs model loading with meta tensors; these are separate regressions." + }, + { + "left": "issue:44402", + "right": "issue:44488", + "accept": false, + "reason": "Different tokenizer/model problems: vocab-size mismatch for bert-base-bg vs inability to load sleng-bert." + }, + { + "left": "issue:39692", + "right": "issue:44960", + "accept": false, + "reason": "Unrelated models and symptoms: SigLIP2 docs/example issues vs GLM5 model loading." + }, + { + "left": "issue:42947", + "right": "issue:45704", + "accept": false, + "reason": "Gradient checkpointing with PEFT LoRA and T5 apex.FusedRMSNorm memory leak are different bugs." + }, + { + "left": "issue:45663", + "right": "issue:45759", + "accept": false, + "reason": "Gemma-4 FSDP2 shared_kv_states KeyError vs Qwen 3.5/3.6 composite config unwrapping are distinct code paths." + }, + { + "left": "issue:43335", + "right": "issue:45663", + "accept": false, + "reason": "SwitchTransformers sparse-layer creation and Gemma-4 FSDP2 attention state rebuilding are unrelated." + }, + { + "left": "issue:45663", + "right": "issue:45859", + "accept": false, + "reason": "Different model families and mechanisms: Gemma-4 FSDP2 attention state bug vs Qwen3_5MoeTextRotaryEmbedding CPU-offload incompatibility." + }, + { + "left": "issue:43873", + "right": "issue:44387", + "accept": false, + "reason": "Both concern quantization/offloading and memory, but one is offloading behavior and the other is a reserved-memory regression." + }, + { + "left": "issue:44155", + "right": "issue:45823", + "accept": false, + "reason": "AudioFlamingo3 batched inference token leakage and Gemma4 PLE device mismatch are unrelated model bugs." + }, + { + "left": "issue:44291", + "right": "issue:44756", + "accept": false, + "reason": "init_empty_weights argument handling vs disabling mmap to avoid OOM are different failure modes." + }, + { + "left": "issue:44960", + "right": "issue:46050", + "accept": false, + "reason": "GLM5 loading and sinq quantized save/load breakage are separate issues." + }, + { + "left": "issue:44292", + "right": "issue:44912", + "accept": false, + "reason": "Different quantization reports on different models: Qwen-3-8B-NVFP4 error vs git-oss-20b MXFP4 fallback to bf16." + }, + { + "left": "issue:43854", + "right": "issue:45216", + "accept": false, + "reason": "Different model versions and operations: GLM-4.7-Flash loading in tests vs Qwen3.5 save_pretrained regression." + }, + { + "left": "issue:44387", + "right": "issue:44756", + "accept": false, + "reason": "Both end in OOM, but one is a quantization-memory regression and the other is a Strix Halo mmap issue." + }, + { + "left": "issue:45276", + "right": "issue:45292", + "accept": false, + "reason": "The API symptom overlaps, but the model scope differs and there is no clear evidence they share the same root cause." + }, + { + "left": "issue:45684", + "right": "issue:45698", + "accept": false, + "reason": "Both involve custom-model save/load, but one is read-only permission propagation and the other is loading the wrong custom module after 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": 1, + "component_count": 17, + "review_unit_index": 7, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-410", + "nodes": [ + "issue:36032", + "issue:39404", + "issue:41720", + "issue:42947", + "issue:43257", + "issue:43299", + "issue:43381", + "issue:43425", + "issue:43452", + "issue:43596", + "issue:43611", + "issue:43645", + "issue:43646", + "issue:43708", + "issue:43716", + "issue:43828", + "issue:43901", + "issue:43906", + "issue:43931", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44155", + "issue:44164", + "issue:44265", + "issue:44402", + "issue:44451", + "issue:44479", + "issue:44509", + "issue:44530", + "issue:44589", + "issue:44683", + "issue:44756", + "issue:44805", + "issue:44863", + "issue:44877", + "issue:44898", + "issue:44912", + "issue:44918", + "issue:44928", + "issue:45084", + "issue:45292", + "issue:45335", + "issue:45588", + "issue:45663", + "issue:45701", + "issue:45759", + "issue:45823" + ], + "soft_pairs": [ + "issue:43381|issue:44928", + "issue:42947|issue:43381", + "issue:44164|issue:44756", + "issue:44479|issue:44877", + "issue:41720|issue:44155", + "issue:45588|issue:45663", + "issue:43957|issue:44756", + "issue:43646|issue:43708", + "issue:45292|issue:45335", + "issue:43828|issue:43957", + "issue:44402|issue:44451", + "issue:43645|issue:44164", + "issue:43425|issue:43828", + "issue:43257|issue:44863", + "issue:44683|issue:45823", + "issue:44589|issue:44756", + "issue:43425|issue:45823", + "issue:43425|issue:43716", + "issue:39404|issue:45701", + "issue:43906|issue:44530", + "issue:43611|issue:43645", + "issue:44530|issue:45084", + "issue:43901|issue:44509", + "issue:44265|issue:44898", + "issue:39404|issue:44912", + "issue:44479|issue:44805", + "issue:43425|issue:44918", + "issue:44589|issue:45084", + "issue:43299|issue:43931", + "issue:43596|issue:44683", + "issue:43994|issue:44079", + "issue:44164|issue:45759", + "issue:36032|issue:43452" + ], + "prepared_review_unit_hash": "c84eeb287b688ca1f668aaced5bd48e696a426b50d6b5f9285d6457cd245cb0f", + "component_budget": { + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37722, + "estimated_input_tokens": 9431, + "estimated_eval_tokens": 19118 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated issue reports. The only clear duplicate pair is the resize_token_embeddings regression affecting output/decoder embeddings; the Qwen3-VL and other loading/runtime pairs are similar in theme but not clearly the same concrete bug.", + "confidence": 0.69, + "canonical_issue_reason": "Issue 45292 is the broader, cleaner statement of the resize_token_embeddings bug; 45335 is a model-specific manifestation of the same missing update to downstream embeddings.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45292 is the best representative duplicate target because it describes the underlying API regression in general terms and is the most reusable canonical report for that bug.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43381", + "right": "issue:44928", + "accept": false, + "reason": "Both mention training/runtime instability, but one is about gradient checkpointing in eval mode and the other is a Qwen3.5 RLHF NaN/fallback issue; different code paths and symptoms." + }, + { + "left": "issue:42947", + "right": "issue:43381", + "accept": false, + "reason": "Both involve gradient checkpointing, but one is about LoRA/PEFT not being effective and the other is about eval-mode restrictions; not the same bug." + }, + { + "left": "issue:44164", + "right": "issue:44756", + "accept": false, + "reason": "save/from_pretrained extra_state handling and disabling mmap for Strix Halo OOM are unrelated failure modes." + }, + { + "left": "issue:44479", + "right": "issue:44877", + "accept": false, + "reason": "Different subsystems: a video-input regression for Qwen VL models versus a strict config-loading issue for granite_speech." + }, + { + "left": "issue:41720", + "right": "issue:44155", + "accept": false, + "reason": "Qwen3 auto device mapping CUDA assert and AudioFlamingo3 track leakage are unrelated model-specific bugs." + }, + { + "left": "issue:45588", + "right": "issue:45663", + "accept": false, + "reason": "Flash-attention sinkless-model crash and Gemma4 FSDP2 shared_kv_states KeyError are different code paths." + }, + { + "left": "issue:43957", + "right": "issue:44756", + "accept": false, + "reason": "Meta-device loading failures and mmap OOM behavior are not the same underlying issue." + }, + { + "left": "issue:43646", + "right": "issue:43708", + "accept": false, + "reason": "Custom model init failures and Trainer resume/max_steps calculation are unrelated." + }, + { + "left": "issue:45292", + "right": "issue:45335", + "accept": true, + "reason": "Both describe the same resize_token_embeddings regression: the resized embeddings are not propagated to downstream/output embeddings, with 45335 being the T5Gemma-specific case." + }, + { + "left": "issue:43828", + "right": "issue:43957", + "accept": false, + "reason": "Autocast dtype mismatch and meta-device loading failures are distinct problems." + }, + { + "left": "issue:44402", + "right": "issue:44451", + "accept": false, + "reason": "Tokenizer vocab-size mismatch and a model-specific load failure are too different to merge as duplicates." + }, + { + "left": "issue:43645", + "right": "issue:44164", + "accept": false, + "reason": "Jupyter custom-model initialization and extra_state save/load handling are different bugs." + }, + { + "left": "issue:43425", + "right": "issue:43828", + "accept": false, + "reason": "A Torch 2.10 compatibility report is broader and different from a specific dtype mismatch under autocast." + }, + { + "left": "issue:43257", + "right": "issue:44863", + "accept": false, + "reason": "Qwen3 MOE weight conversion with accelerate/deepspeed and NemotronH checkpoint loading are different model/load paths." + }, + { + "left": "issue:44683", + "right": "issue:45823", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and Gemma4 device-mismatch during forward are unrelated." + }, + { + "left": "issue:44589", + "right": "issue:44756", + "accept": false, + "reason": "Float8 storage deserialization and Strix Halo mmap OOM are not the same bug." + }, + { + "left": "issue:43425", + "right": "issue:45823", + "accept": false, + "reason": "Torch version incompatibility and Gemma4 device_map mismatch are separate issues." + }, + { + "left": "issue:43425", + "right": "issue:43716", + "accept": false, + "reason": "General Torch compatibility and Mistral-3 image-preprocessor dtype mismatch are different failures." + }, + { + "left": "issue:39404", + "right": "issue:45701", + "accept": false, + "reason": "Whisper pipeline return_language and tokenization changes are unrelated." + }, + { + "left": "issue:43906", + "right": "issue:44530", + "accept": false, + "reason": "The isolated reproduction of another issue and the Qwen3.5 PagedAttentionCache crash are not the same concrete bug." + }, + { + "left": "issue:43611", + "right": "issue:43645", + "accept": false, + "reason": "base_model_prefix loading breakage and notebook custom-model initialization are different failure surfaces." + }, + { + "left": "issue:44530", + "right": "issue:45084", + "accept": false, + "reason": "PagedAttentionCache linear_attention failure and non-template-node compile error are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-related, but they concern different APIs/tasks and are not duplicates." + }, + { + "left": "issue:44265", + "right": "issue:44898", + "accept": false, + "reason": "torch.export with torch_compilable_check and Perceiver non-default-resolution failure are distinct." + }, + { + "left": "issue:39404", + "right": "issue:44912", + "accept": false, + "reason": "Whisper pipeline behavior and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:44805", + "accept": false, + "reason": "Video-input regression for Qwen models and a mask-shape IndexError are different bugs." + }, + { + "left": "issue:43425", + "right": "issue:44918", + "accept": false, + "reason": "Torch compatibility and Qwen3.5 embedding unpacking with TRL SFT trainer are not the same issue." + }, + { + "left": "issue:44589", + "right": "issue:45084", + "accept": false, + "reason": "Float8 storage lookup failure and compile-time non-template-node error are unrelated." + }, + { + "left": "issue:43299", + "right": "issue:43931", + "accept": false, + "reason": "Both involve Qwen3-VL loading, but one is a version-wide MoE loading regression and the other is a specific weight-shape mismatch; not enough to confirm the same bug." + }, + { + "left": "issue:43596", + "right": "issue:44683", + "accept": false, + "reason": "Zero3 init IndexError with BertModel and compiled flex_attention failures are unrelated." + }, + { + "left": "issue:43994", + "right": "issue:44079", + "accept": false, + "reason": "SigLIP2 bad outputs and ModelOutput key assignment bugs are different code paths." + }, + { + "left": "issue:44164", + "right": "issue:45759", + "accept": false, + "reason": "extra_state save/load and AutoModelForCausalLM.from_config text_config unwrapping are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:43452", + "accept": false, + "reason": "T5Tokenizer add_special_tokens conflict and gguf_file load path failures are different issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative about the soft-edge pairs. The only clearly supported duplicate is 45292/45335, and the reasoning matches the issue titles. No PR-mergeability concerns apply here." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 8, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-410", + "nodes": [ + "issue:32090", + "issue:34567", + "issue:36032", + "issue:39404", + "issue:40444", + "issue:40990", + "issue:42915", + "issue:43262", + "issue:43317", + "issue:43377", + "issue:43421", + "issue:43452", + "issue:43482", + "issue:43541", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43646", + "issue:43716", + "issue:43856", + "issue:43883", + "issue:44164", + "issue:44206", + "issue:44220", + "issue:44451", + "issue:44464", + "issue:44479", + "issue:44488", + "issue:44530", + "issue:44661", + "issue:44671", + "issue:44683", + "issue:44737", + "issue:44756", + "issue:44811", + "issue:44849", + "issue:44987", + "issue:44991", + "issue:45081", + "issue:45084", + "issue:45325", + "issue:45507", + "issue:45584", + "issue:45859", + "issue:45987" + ], + "soft_pairs": [ + "issue:39404|issue:44671", + "issue:43856|issue:44756", + "issue:44991|issue:45081", + "issue:44671|issue:44991", + "issue:44737|issue:45859", + "issue:32090|issue:39404", + "issue:44164|issue:44479", + "issue:44661|issue:44683", + "issue:44488|issue:45081", + "issue:43582|issue:43632", + "issue:43611|issue:43644", + "issue:40990|issue:43421", + "issue:43716|issue:45084", + "issue:44206|issue:44220", + "issue:44488|issue:44987", + "issue:43643|issue:44530", + "issue:36032|issue:42915", + "issue:34567|issue:40444", + "issue:44811|issue:45584", + "issue:43883|issue:44488", + "issue:44451|issue:44987", + "issue:43541|issue:45084", + "issue:43452|issue:43482", + "issue:44464|issue:45987", + "issue:42915|issue:44530", + "issue:43644|issue:43646", + "issue:43317|issue:43482", + "issue:44849|issue:45325", + "issue:36032|issue:43645", + "issue:45084|issue:45507", + "issue:43262|issue:43377" + ], + "prepared_review_unit_hash": "ec121e942cb2344b673e593bce5ff5e6cef1e9d673ccafda9cbe3e0d157cf354", + "component_budget": { + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36947, + "estimated_input_tokens": 9237, + "estimated_eval_tokens": 18730 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly a heterogeneous set of unrelated Transformers regressions. The only plausible duplicate family is the GGUF-loading breakage; the rest are different subsystems, models, or failure modes and should stay separate.", + "confidence": 0.36, + "canonical_issue_reason": "issue 43452 is the broadest and most explicit report of the GGUF/from_pretrained regression, so it best represents the one plausible duplicate family in this cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "issue 43452 is the best overall representative because it describes the underlying GGUF loading breakage at the API level, rather than a model-specific symptom.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39404", + "right": "issue:44671", + "accept": false, + "reason": "Whisper pipeline return_language and CamemBERT masked-LM predictions are unrelated bugs in different code paths." + }, + { + "left": "issue:43856", + "right": "issue:44756", + "accept": false, + "reason": "Qwen3 MoE training memory usage and mmap OOM on Strix Halo are different resource issues with no shared bug surface." + }, + { + "left": "issue:44991", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer loading failure for EMBEDDIA/est-roberta and a Mistral regex patch crash are different tokenizer regressions." + }, + { + "left": "issue:44671", + "right": "issue:44991", + "accept": false, + "reason": "CamemBERT masked-LM prediction errors and tokenizer-loading failure are distinct model/tokenizer behaviors." + }, + { + "left": "issue:44737", + "right": "issue:45859", + "accept": false, + "reason": "XLNet CPU tensor placement and Qwen3.5 MoE CPU-offload incompatibility are different implementation bugs." + }, + { + "left": "issue:32090", + "right": "issue:39404", + "accept": false, + "reason": "Trainer GPU broadcast TypeError and Whisper return_language pipeline behavior are unrelated." + }, + { + "left": "issue:44164", + "right": "issue:44479", + "accept": false, + "reason": "save/from_pretrained extra_state handling and Qwen video-input regression are different serialization vs multimodal-input issues." + }, + { + "left": "issue:44661", + "right": "issue:44683", + "accept": false, + "reason": "Tokenizer mapping/model addition failure and flex_attention compilation on torch>=2.9 are unrelated changes." + }, + { + "left": "issue:44488", + "right": "issue:45081", + "accept": false, + "reason": "Loading sleng-bert and the Mistral regex patch crash are separate tokenizer-loading failures." + }, + { + "left": "issue:43582", + "right": "issue:43632", + "accept": false, + "reason": "Apple Silicon allocator warmup TypeError and _is_hf_initialized regression do not share the same code path." + }, + { + "left": "issue:43611", + "right": "issue:43644", + "accept": false, + "reason": "base_model_prefix loading regression and non-persistent buffer junk are different v5 breakages." + }, + { + "left": "issue:40990", + "right": "issue:43421", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and runtime special-token post-processor updates are unrelated." + }, + { + "left": "issue:43716", + "right": "issue:45084", + "accept": false, + "reason": "Mistral image dtype mismatch and template-node compilation failure are different subsystems." + }, + { + "left": "issue:44206", + "right": "issue:44220", + "accept": false, + "reason": "Both are audio-feature related, but the titles do not establish the same concrete failure; treat as separate until the exact call path matches." + }, + { + "left": "issue:44488", + "right": "issue:44987", + "accept": false, + "reason": "Loading sleng-bert and transformers>=5.1.0 failing on physical-intelligence/fast are different model-loading regressions." + }, + { + "left": "issue:43643", + "right": "issue:44530", + "accept": false, + "reason": "AutoConfig trust_remote_code missing fields and PagedAttentionCache linear_attention crash are unrelated." + }, + { + "left": "issue:36032", + "right": "issue:42915", + "accept": false, + "reason": "T5 tokenizer special-token conflict and Qwen3Moe FineGrainedFP8Config failure are different model-specific bugs." + }, + { + "left": "issue:34567", + "right": "issue:40444", + "accept": false, + "reason": "TrainerState token counting and Qwen2.5-VL iterable multi-image finetuning are unrelated training issues." + }, + { + "left": "issue:44811", + "right": "issue:45584", + "accept": false, + "reason": "Whisper batch_decode skip_special_tokens and Whisper empty-transcription generation after align_special_tokens are related only by model family, not the same bug." + }, + { + "left": "issue:43883", + "right": "issue:44488", + "accept": false, + "reason": "Molmo tied-weights attribute error and sleng-bert loading failure are unrelated." + }, + { + "left": "issue:44451", + "right": "issue:44987", + "accept": false, + "reason": "Loading vesteinn/ScandiBERT and loading physical-intelligence/fast are different model-specific failures." + }, + { + "left": "issue:43541", + "right": "issue:45084", + "accept": false, + "reason": "Mixtral grouped_mm tracing error and template-node compilation error are unrelated code paths." + }, + { + "left": "issue:43452", + "right": "issue:43482", + "accept": true, + "reason": "Both describe transformers v5 GGUF/from_pretrained loading regressions and likely share the same gguf_file code path." + }, + { + "left": "issue:44464", + "right": "issue:45987", + "accept": false, + "reason": "Chunked generation with compiled forward and StaticCache seq-length type mismatch are separate generation/cache issues." + }, + { + "left": "issue:42915", + "right": "issue:44530", + "accept": false, + "reason": "Qwen3Moe FP8 training failure and Qwen3.5 PagedAttentionCache crash are different model/runtime bugs." + }, + { + "left": "issue:43644", + "right": "issue:43646", + "accept": false, + "reason": "Non-persistent buffer junk and custom model initialization breakage are both v5 regressions but not the same concrete bug." + }, + { + "left": "issue:43317", + "right": "issue:43482", + "accept": false, + "reason": "GPU+CPU offload dequantized-model loading and GGUF loading failure are different loading paths." + }, + { + "left": "issue:44849", + "right": "issue:45325", + "accept": false, + "reason": "Qwen3.5 output_hidden_states regression and Qwen2.5-VL rope-index scaling bug are unrelated model behaviors." + }, + { + "left": "issue:36032", + "right": "issue:43645", + "accept": false, + "reason": "T5 tokenizer special-token conflict and notebook custom-model initialization failure are unrelated." + }, + { + "left": "issue:45084", + "right": "issue:45507", + "accept": false, + "reason": "Template compilation error and GraniteMoEHybrid invalid method call are different bugs." + }, + { + "left": "issue:43262", + "right": "issue:43377", + "accept": false, + "reason": "Audio processor sampling-rate default and MIMI batched-vs-single padding-mask mismatch are different audio issues." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The lone accepted pair, issue:43452 and issue:43482, is plausibly the same GGUF/from_pretrained loading regression, and the rest of the soft-edge verdicts are appropriately treated as separate bugs based on the available titles." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 9, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-410", + "nodes": [ + "issue:36032", + "issue:40990", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43089", + "issue:43296", + "issue:43322", + "issue:43377", + "issue:43404", + "issue:43425", + "issue:43531", + "issue:43540", + "issue:43611", + "issue:43632", + "issue:43645", + "issue:43646", + "issue:43742", + "issue:43792", + "issue:43819", + "issue:43883", + "issue:43994", + "issue:44062", + "issue:44220", + "issue:44265", + "issue:44291", + "issue:44403", + "issue:44451", + "issue:44466", + "issue:44479", + "issue:44534", + "issue:44589", + "issue:44610", + "issue:44683", + "issue:44756", + "issue:44811", + "issue:44877", + "issue:44987", + "issue:44991", + "issue:45020", + "issue:45081", + "issue:45084", + "issue:45127", + "issue:45216", + "issue:45325", + "issue:45357", + "issue:45542", + "issue:45987" + ], + "soft_pairs": [ + "issue:43089|issue:45987", + "issue:43883|issue:44991", + "issue:43404|issue:44466", + "issue:44987|issue:44991", + "issue:43994|issue:44610", + "issue:43646|issue:44534", + "issue:43322|issue:43540", + "issue:44403|issue:45081", + "issue:43377|issue:43819", + "issue:42915|issue:45084", + "issue:44265|issue:44610", + "issue:43645|issue:44534", + "issue:44220|issue:44683", + "issue:44451|issue:45081", + "issue:44987|issue:45081", + "issue:45216|issue:45357", + "issue:43404|issue:45127", + "issue:42915|issue:44291", + "issue:43632|issue:44756", + "issue:36032|issue:43742", + "issue:44062|issue:44987", + "issue:42915|issue:44589", + "issue:43296|issue:43531", + "issue:43531|issue:44877", + "issue:43425|issue:44403", + "issue:43611|issue:44534", + "issue:44479|issue:45325", + "issue:36032|issue:41720", + "issue:42175|issue:45542", + "issue:43792|issue:44589", + "issue:40990|issue:44811", + "issue:44683|issue:45020", + "issue:44403|issue:44991" + ], + "prepared_review_unit_hash": "ecb6f9eb34e1bfaec12fd6b66801fafb6e4973526c2585d667b77aac01873997", + "component_budget": { + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37507, + "estimated_input_tokens": 9377, + "estimated_eval_tokens": 19010 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly unrelated Transformers regression reports. The main correction is to be more conservative on the Qwen video/rope-position pair: the titles suggest thematic similarity, but not enough evidence that they are the same concrete bug or one mergeable fix.", + "confidence": 0.78, + "canonical_issue_reason": "issue:45020 is the broadest umbrella item here: it captures a recent Transformers-version regression breaking remote-code model loading, which matches the recurring v5 compatibility/load-failure theme across the set.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the clearest representative of the recurring v5 load/serialization breakages and has the widest scope among the listed issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43089", + "right": "issue:45987", + "accept": false, + "reason": "Different problems: generation runtime overhead vs. a StaticCache length type contract." + }, + { + "left": "issue:43883", + "right": "issue:44991", + "accept": false, + "reason": "Different failure modes: missing tied-weights attribute vs. tokenizer loading error for a different model." + }, + { + "left": "issue:43404", + "right": "issue:44466", + "accept": false, + "reason": "Both involve tied weights, but one is a model-specific weight-tying bug and the other is a save_pretrained serialization inconsistency; not the same concrete bug." + }, + { + "left": "issue:44987", + "right": "issue:44991", + "accept": false, + "reason": "Both are model-load regressions, but for different models and different root causes." + }, + { + "left": "issue:43994", + "right": "issue:44610", + "accept": false, + "reason": "Different code paths: bad model outputs vs. processor/model input-size mismatch." + }, + { + "left": "issue:43646", + "right": "issue:44534", + "accept": false, + "reason": "Custom model init regression and junk non-persistent buffer initialization are distinct issues." + }, + { + "left": "issue:43322", + "right": "issue:43540", + "accept": false, + "reason": "Both are multimodal loading/runtime failures, but they affect different models with different errors." + }, + { + "left": "issue:44403", + "right": "issue:45081", + "accept": false, + "reason": "Generic loading noise is unrelated to the Mistral tokenizer patch crash." + }, + { + "left": "issue:43377", + "right": "issue:43819", + "accept": false, + "reason": "MIMI batching/padding bug is unrelated to DAC latent reconstruction mismatch." + }, + { + "left": "issue:42915", + "right": "issue:45084", + "accept": false, + "reason": "Qwen3-MoE FP8 config failure and template-node compilation error are different bugs." + }, + { + "left": "issue:44265", + "right": "issue:44610", + "accept": false, + "reason": "torch.export exportability issue is unrelated to an OmDet processor input-size bug." + }, + { + "left": "issue:43645", + "right": "issue:44534", + "accept": false, + "reason": "Notebook custom-model init regression and non-persistent buffer corruption are not the same issue." + }, + { + "left": "issue:44220", + "right": "issue:44683", + "accept": false, + "reason": "Audio feature extraction bug is unrelated to compiled flex_attention failing on newer torch." + }, + { + "left": "issue:44451", + "right": "issue:45081", + "accept": false, + "reason": "ScandiBERT load failure does not share the same tokenizer regex crash path." + }, + { + "left": "issue:44987", + "right": "issue:45081", + "accept": false, + "reason": "Different affected models and different loading failures." + }, + { + "left": "issue:45216", + "right": "issue:45357", + "accept": true, + "reason": "Same underlying Qwen3.5 save_pretrained regression: 45357 is a later report of the same incorrect checkpoint/visual-key serialization problem." + }, + { + "left": "issue:43404", + "right": "issue:45127", + "accept": false, + "reason": "Mistral3 tied-weight loading bug and LoRA merge collapse are different code paths." + }, + { + "left": "issue:42915", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE FP8 config failure is unrelated to init_empty_weights/_is_hf_initialized argument handling." + }, + { + "left": "issue:43632", + "right": "issue:44756", + "accept": false, + "reason": "_is_hf_initialized flag regression is unrelated to mmap/OOM on Strix Halo." + }, + { + "left": "issue:36032", + "right": "issue:43742", + "accept": false, + "reason": "Tokenizer add_special_tokens conflict and MobileLLM key error are different loading bugs." + }, + { + "left": "issue:44062", + "right": "issue:44987", + "accept": false, + "reason": "AddedToken special-argument duplication is unrelated to model loading failure for physical-intelligence/fast." + }, + { + "left": "issue:42915", + "right": "issue:44589", + "accept": false, + "reason": "Qwen3-MoE FP8 config and Float8 storage deserialization are different issues." + }, + { + "left": "issue:43296", + "right": "issue:43531", + "accept": false, + "reason": "PaddleOCR-VL loading failure and Qwen3-MoE sliding_window handling are unrelated." + }, + { + "left": "issue:43531", + "right": "issue:44877", + "accept": false, + "reason": "Sliding-window logic for Qwen3-MoE is unrelated to strict config loading for granite_speech." + }, + { + "left": "issue:43425", + "right": "issue:44403", + "accept": false, + "reason": "Torch version compatibility and loading noise are not the same underlying bug." + }, + { + "left": "issue:43611", + "right": "issue:44534", + "accept": false, + "reason": "base_model_prefix compatibility and non-persistent buffer junk are different v5 regressions." + }, + { + "left": "issue:44479", + "right": "issue:45325", + "accept": false, + "reason": "The titles suggest a Qwen vision/position-id theme, but there is not enough evidence they describe the same concrete bug or a single mergeable fix." + }, + { + "left": "issue:36032", + "right": "issue:41720", + "accept": false, + "reason": "Tokenizer AttributeError and Qwen3 auto device map cudaErrorAssert are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:45542", + "accept": true, + "reason": "Same backend packaging issue: the torch extra installs tensorboard without TensorFlow, leading to missing/undefined tf backend errors." + }, + { + "left": "issue:43792", + "right": "issue:44589", + "accept": false, + "reason": "Whisper runtime failure is unrelated to Float8 storage deserialization." + }, + { + "left": "issue:40990", + "right": "issue:44811", + "accept": false, + "reason": "Perplexity regression and Whisper batch_decode skip_special_tokens behavior are unrelated." + }, + { + "left": "issue:44683", + "right": "issue:45020", + "accept": false, + "reason": "Compiled flex_attention torch-version breakage is not the same as the remote_code model-loading regression." + }, + { + "left": "issue:44403", + "right": "issue:44991", + "accept": false, + "reason": "Generic loading noise does not match the EMBEDDIA tokenizer loading failure." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Mostly grounded overall, but one soft-edge accept is too aggressive: issue:44479 vs issue:45325 is only a thematic Qwen vision/video-position similarity from titles, not enough evidence that they are the same concrete bug or mergeable into one fix. The other accepted pairs look better supported, but because the packet does not ground that Qwen pair strongly, the result is not conservative enough." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 10, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-410", + "nodes": [ + "issue:33666", + "issue:40444", + "issue:41553", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43381", + "issue:43421", + "issue:43454", + "issue:43482", + "issue:43525", + "issue:43531", + "issue:43582", + "issue:43611", + "issue:43632", + "issue:43644", + "issue:43646", + "issue:43749", + "issue:43792", + "issue:43818", + "issue:43856", + "issue:43957", + "issue:43994", + "issue:44079", + "issue:44265", + "issue:44291", + "issue:44462", + "issue:44466", + "issue:44534", + "issue:44568", + "issue:44589", + "issue:44829", + "issue:44898", + "issue:45072", + "issue:45081", + "issue:45325", + "issue:45357", + "issue:45381", + "issue:45479", + "issue:45491", + "issue:45538", + "issue:45663", + "issue:45812", + "issue:45834", + "issue:45923" + ], + "soft_pairs": [ + "issue:43421|issue:44568", + "issue:43632|issue:44534", + "issue:41553|issue:43582", + "issue:43818|issue:45357", + "issue:33666|issue:40444", + "issue:44079|issue:45663", + "issue:44462|issue:45812", + "issue:43482|issue:45538", + "issue:43317|issue:43856", + "issue:44829|issue:45479", + "issue:43381|issue:45923", + "issue:40444|issue:45325", + "issue:44291|issue:44589", + "issue:43482|issue:43525", + "issue:43377|issue:45491", + "issue:41720|issue:45081", + "issue:42175|issue:43296", + "issue:43531|issue:44291", + "issue:44265|issue:45072", + "issue:43994|issue:44898", + "issue:43632|issue:45072", + "issue:43611|issue:43646", + "issue:43792|issue:43957", + "issue:44079|issue:44534", + "issue:45325|issue:45834", + "issue:43454|issue:44466", + "issue:42915|issue:43482", + "issue:40444|issue:45381", + "issue:45325|issue:45381", + "issue:43644|issue:44079", + "issue:43749|issue:44079" + ], + "prepared_review_unit_hash": "aab414a1ce923cd7436cebde1783c959009b49ee4c223e762bfb66fe19ca4567", + "component_budget": { + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37278, + "estimated_input_tokens": 9320, + "estimated_eval_tokens": 18896 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly distinct bugs/regressions across different model families and v5 migration paths. A few are superficially similar (especially model-loading/init regressions), but none are clearly the same concrete issue based on titles alone, so I would not merge any soft pairs.", + "confidence": 0.39, + "canonical_issue_reason": "Issue 43611 is the clearest representative of the only plausible duplicate family in this set: a Transformers v5 model-loading regression. Its title is specific enough to anchor triage, while the nearby init/loading reports are broader or refer to different failure modes.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43611 is the best single issue to keep as the representative anchor because it names a concrete v5 loading breakage and is more specific than the neighboring generic initialization reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43421", + "right": "issue:44568", + "accept": false, + "reason": "Both involve tokenizer/special-token behavior, but one is about runtime post-processor updates and the other about add_special_tokens BOS/EOS insertion for a specific tokenizer; different bugs and code paths." + }, + { + "left": "issue:43632", + "right": "issue:44534", + "accept": false, + "reason": "Both are Transformers v5 regressions, but one concerns `_is_hf_initialized` during model init and the other non-persistent buffer contents; distinct underlying failures." + }, + { + "left": "issue:41553", + "right": "issue:43582", + "accept": false, + "reason": "Unrelated problems: bad Voxtral error message versus an Apple Silicon TypeError in caching allocator warmup." + }, + { + "left": "issue:43818", + "right": "issue:45357", + "accept": false, + "reason": "Different model families and failures: Video-LLaVA weight/temporal-attention issue versus Qwen3.5 save_pretrained visual-key regression." + }, + { + "left": "issue:33666", + "right": "issue:40444", + "accept": false, + "reason": "Both are Qwen2-VL training issues, but one is multi-GPU training and the other is IterableDataset/multi-image finetuning failure; not the same bug." + }, + { + "left": "issue:44079", + "right": "issue:45663", + "accept": false, + "reason": "ModelOutput key assignment is unrelated to Gemma4 FSDP2 shared_kv_states rebuilding." + }, + { + "left": "issue:44462", + "right": "issue:45812", + "accept": false, + "reason": "Both touch AutoTokenizer, but one ignores repository tokenizer.json while the other returns wrong token IDs for Granite models; different symptoms and likely different fixes." + }, + { + "left": "issue:43482", + "right": "issue:45538", + "accept": false, + "reason": "Qwen2.5-GGUF loading failure and CLIPTokenizer model_max_length are unrelated." + }, + { + "left": "issue:43317", + "right": "issue:43856", + "accept": false, + "reason": "Device-map/offload loading failure is not the same as Qwen3 MoE memory inefficiency during training." + }, + { + "left": "issue:44829", + "right": "issue:45479", + "accept": false, + "reason": "Both are degenerate-training complaints, but one is FA3-specific classification behavior and the other is a single-label/num_labels=1 loss bug across models." + }, + { + "left": "issue:43381", + "right": "issue:45923", + "accept": false, + "reason": "Gradient checkpointing in eval mode is different from a missing supports_gradient_checkpointing flag on a remote-code model." + }, + { + "left": "issue:40444", + "right": "issue:45325", + "accept": false, + "reason": "Both are Qwen2.5-VL, but one is finetuning with multiple images per prompt and the other is still-image temporal position scaling; not the same code-path." + }, + { + "left": "issue:44291", + "right": "issue:44589", + "accept": false, + "reason": "Unexpected `_is_hf_initialized` argument during init-empty-weights loading is unrelated to missing Float8 storage registration." + }, + { + "left": "issue:43482", + "right": "issue:43525", + "accept": false, + "reason": "Qwen2.5-GGUF loading and missing `pad_token_id` on Llama4Config are different issues." + }, + { + "left": "issue:43377", + "right": "issue:45491", + "accept": false, + "reason": "MIMI encoder padding-mask batching bug and Gemma3 mixed-length sliding-window NaNs are different model/code paths." + }, + { + "left": "issue:41720", + "right": "issue:45081", + "accept": false, + "reason": "Both are Qwen-related failures, but auto device mapping cudaErrorAssert and Mistral tokenizer regex patch crashes are unrelated." + }, + { + "left": "issue:42175", + "right": "issue:43296", + "accept": false, + "reason": "TensorFlow-backend packaging omission is unrelated to PaddleOCR-VL loading in vLLM." + }, + { + "left": "issue:43531", + "right": "issue:44291", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and init_empty_weights `_is_hf_initialized` argument mismatch are separate regressions." + }, + { + "left": "issue:44265", + "right": "issue:45072", + "accept": false, + "reason": "torch.export failures from torch_compilable_check are unrelated to bfloat16 dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43994", + "right": "issue:44898", + "accept": false, + "reason": "Siglip2 nonsensical outputs with AutoModel/pipeline and Perceiver non-default resolution failure are different vision-model bugs." + }, + { + "left": "issue:43632", + "right": "issue:45072", + "accept": false, + "reason": "`_is_hf_initialized` flag regression and bfloat16 dtype mismatch are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43646", + "accept": false, + "reason": "Both are v5 model-init/loading regressions, but one is specifically about `base_model_prefix` during loading and the other about custom model initialization; too broad to treat as the same bug." + }, + { + "left": "issue:43792", + "right": "issue:43957", + "accept": false, + "reason": "Whisper-large-v2 failing to run and meta-device loading breakage are different issues." + }, + { + "left": "issue:44079", + "right": "issue:44534", + "accept": false, + "reason": "ModelOutput key assignment and non-persistent buffer junk are separate regression areas." + }, + { + "left": "issue:45325", + "right": "issue:45834", + "accept": false, + "reason": "Qwen2.5-VL position-id scaling bug and Kosmos2.5 OCR long-input index error are unrelated." + }, + { + "left": "issue:43454", + "right": "issue:44466", + "accept": false, + "reason": "AyaVision lm_head tying bug and inconsistent lm_head.weight serialization are not the same problem." + }, + { + "left": "issue:42915", + "right": "issue:43482", + "accept": false, + "reason": "Qwen3Moe FP8 config failure and Qwen2.5-GGUF loading failure involve different models and mechanisms." + }, + { + "left": "issue:40444", + "right": "issue:45381", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure is not the same as video vision_position_ids being wrong." + }, + { + "left": "issue:45325", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen2.5-VL positional issues, but one is still-image rope scaling and the other is video input vision_position_ids; different scenarios and likely different fixes." + }, + { + "left": "issue:43644", + "right": "issue:44079", + "accept": false, + "reason": "Non-persistent buffer junk and ModelOutput key assignment are unrelated regressions." + }, + { + "left": "issue:43749", + "right": "issue:44079", + "accept": false, + "reason": "FSDP_CPU_RAM_EFFICIENT_LOADING and ModelOutput key assignment do not share the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 11, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-410", + "nodes": [ + "issue:35707", + "issue:39692", + "issue:40444", + "issue:40990", + "issue:41720", + "issue:42947", + "issue:43257", + "issue:43262", + "issue:43296", + "issue:43317", + "issue:43377", + "issue:43454", + "issue:43526", + "issue:43550", + "issue:43572", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43746", + "issue:43819", + "issue:43873", + "issue:43881", + "issue:43883", + "issue:44008", + "issue:44186", + "issue:44265", + "issue:44291", + "issue:44387", + "issue:44466", + "issue:44479", + "issue:44488", + "issue:44568", + "issue:44610", + "issue:44617", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:44991", + "issue:45072", + "issue:45325", + "issue:45357", + "issue:45584", + "issue:45701", + "issue:45759", + "issue:45800", + "issue:45823", + "issue:45920", + "issue:45923" + ], + "soft_pairs": [ + "issue:43296|issue:45800", + "issue:44479|issue:45823", + "issue:35707|issue:40444", + "issue:44291|issue:44877", + "issue:44387|issue:44617", + "issue:43606|issue:44265", + "issue:43881|issue:44488", + "issue:44568|issue:45920", + "issue:43701|issue:45325", + "issue:44186|issue:44265", + "issue:43606|issue:43819", + "issue:41720|issue:45823", + "issue:43454|issue:43550", + "issue:43262|issue:43746", + "issue:43377|issue:44610", + "issue:43317|issue:43873", + "issue:39692|issue:40444", + "issue:43454|issue:45072", + "issue:43572|issue:45759", + "issue:43377|issue:44898", + "issue:43257|issue:45923", + "issue:40990|issue:45584", + "issue:40990|issue:42947", + "issue:44466|issue:45357", + "issue:43454|issue:43720", + "issue:43526|issue:43883", + "issue:43873|issue:45701", + "issue:43296|issue:44877", + "issue:43881|issue:44991", + "issue:41720|issue:44977", + "issue:44008|issue:45823" + ], + "prepared_review_unit_hash": "e2886579934085600a8e169eb855384733b5cf985964ca668484253d74992523", + "component_budget": { + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37323, + "estimated_input_tokens": 9331, + "estimated_eval_tokens": 18918 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous: most pairs only share a broad subsystem (tokenizers, offloading, multimodal loading, quantization) but not the same concrete bug. I would not merge any of the soft-edge pairs as duplicates.", + "confidence": 0.98, + "canonical_issue_reason": "issue:43873 is the broadest, most central open report in the set, with relatively high discussion/inbound activity and a title that can plausibly anchor nearby offloading/quantization failures.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is the best overall issue anchor for this cluster because it is open, broadly scoped, and has the strongest signal of ongoing impact.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43296", + "right": "issue:45800", + "accept": false, + "reason": "Different failure classes: model/processor loading in vLLM vs a torch/transformers version incompatibility." + }, + { + "left": "issue:44479", + "right": "issue:45823", + "accept": false, + "reason": "One is a video-input regression in Qwen VL models; the other is a Gemma4 PLE device-mismatch forward bug." + }, + { + "left": "issue:35707", + "right": "issue:40444", + "accept": false, + "reason": "Progressive generation with inputs_embeds/past_key_values is unrelated to finetuning Qwen2.5-VL on multi-image iterable data." + }, + { + "left": "issue:44291", + "right": "issue:44877", + "accept": false, + "reason": "Unexpected _is_hf_initialized handling is a constructor/init bug, while granite_speech loading is a strict-config issue." + }, + { + "left": "issue:44387", + "right": "issue:44617", + "accept": false, + "reason": "Both mention OOM, but one is an int4 CUDA reserved-memory regression and the other is Sam3Video memory usage." + }, + { + "left": "issue:43606", + "right": "issue:44265", + "accept": false, + "reason": "CPU offload device mismatch for bark-small is unrelated to torch.export failures around torch_compilable_check." + }, + { + "left": "issue:43881", + "right": "issue:44488", + "accept": false, + "reason": "These are different models and different loading problems; they do not point to the same bug." + }, + { + "left": "issue:44568", + "right": "issue:45920", + "accept": false, + "reason": "Tokenizer special-token insertion for one model is not the same concrete regression as wrong token IDs across multiple models." + }, + { + "left": "issue:43701", + "right": "issue:45325", + "accept": false, + "reason": "Checkpoint key mismatch and Qwen2.5-VL RoPE index scaling are unrelated code paths." + }, + { + "left": "issue:44186", + "right": "issue:44265", + "accept": false, + "reason": "Tokenizer padding/truncation crashes are unrelated to export-time torch_compilable_check failures." + }, + { + "left": "issue:43606", + "right": "issue:43819", + "accept": false, + "reason": "Device-mismatch on offload and DAC from_latents/STE mismatch are different bugs in different models." + }, + { + "left": "issue:41720", + "right": "issue:45823", + "accept": false, + "reason": "Both are device-related, but Qwen3 cudaErrorAssert and Gemma4 PLE device mismatch are different failures." + }, + { + "left": "issue:43454", + "right": "issue:43550", + "accept": false, + "reason": "lm_head weight tying/garbage generation is unrelated to Bamba torch.compile SDPA behavior." + }, + { + "left": "issue:43262", + "right": "issue:43746", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and GraniteSpeech adapter checkpoint loading are separate issues." + }, + { + "left": "issue:43377", + "right": "issue:44610", + "accept": false, + "reason": "Missing padding-mask support in MIMI encoding is unrelated to OmDet processor/model resolution mismatch." + }, + { + "left": "issue:43317", + "right": "issue:43873", + "accept": false, + "reason": "Both involve offload/quantization, but one is a load failure on gpu+cpu offload and the other is a broader quantization offloading complaint." + }, + { + "left": "issue:39692", + "right": "issue:40444", + "accept": false, + "reason": "SigLIP2 docs errors and multi-image Qwen2.5-VL finetuning failure are different problems." + }, + { + "left": "issue:43454", + "right": "issue:45072", + "accept": false, + "reason": "Weight tying serialization and bfloat16 dtype mismatches are not the same bug." + }, + { + "left": "issue:43572", + "right": "issue:45759", + "accept": false, + "reason": "A missing pad_token_idx config field is unrelated to unwrapping text_config for composite multimodal configs." + }, + { + "left": "issue:43377", + "right": "issue:44898", + "accept": false, + "reason": "Padding-mask batching bug in MIMI and Perceiver non-default-resolution failure are different model behaviors." + }, + { + "left": "issue:43257", + "right": "issue:45923", + "accept": false, + "reason": "MoE weight conversion with accelerate/deepspeed is unrelated to a missing supports_gradient_checkpointing flag." + }, + { + "left": "issue:40990", + "right": "issue:45584", + "accept": false, + "reason": "High perplexity on gpt-oss-20b and Whisper empty-transcription generation failure are unrelated." + }, + { + "left": "issue:40990", + "right": "issue:42947", + "accept": false, + "reason": "Perplexity regression and gradient-checkpointing ineffectiveness are different issues." + }, + { + "left": "issue:44466", + "right": "issue:45357", + "accept": false, + "reason": "lm_head serialization inconsistency is not the same as wrong visual-encoder keys in Qwen3.5 save_pretrained." + }, + { + "left": "issue:43454", + "right": "issue:43720", + "accept": false, + "reason": "Weight tying causing bad generation is unrelated to packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:43526", + "right": "issue:43883", + "accept": false, + "reason": "BEiT label reduction bug and missing all_tied_weights_keys attribute are unrelated." + }, + { + "left": "issue:43873", + "right": "issue:45701", + "accept": false, + "reason": "Quantization/offloading failures do not match a tokenizer-version-change regression." + }, + { + "left": "issue:43296", + "right": "issue:44877", + "accept": false, + "reason": "PaddleOCR-VL load failure and strict granite_speech config loading are separate model/config issues." + }, + { + "left": "issue:43881", + "right": "issue:44991", + "accept": false, + "reason": "Model loading failure and tokenizer loading failure for a different model are not the same bug." + }, + { + "left": "issue:41720", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3 auto device-map cuda assert and Qwen3.5 flash-attention generation failure are different concrete code paths." + }, + { + "left": "issue:44008", + "right": "issue:45823", + "accept": false, + "reason": "Gemma3n forward variable collision and Gemma4 PLE device mismatch are unrelated failures." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 12, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-410", + "nodes": [ + "issue:34634", + "issue:35707", + "issue:36010", + "issue:36331", + "issue:40990", + "issue:41720", + "issue:42617", + "issue:42915", + "issue:43295", + "issue:43316", + "issue:43317", + "issue:43322", + "issue:43404", + "issue:43450", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43708", + "issue:43720", + "issue:43749", + "issue:43873", + "issue:43881", + "issue:44186", + "issue:44387", + "issue:44423", + "issue:44479", + "issue:44534", + "issue:44610", + "issue:44756", + "issue:44877", + "issue:44898", + "issue:44913", + "issue:44918", + "issue:44991", + "issue:45072", + "issue:45081", + "issue:45161", + "issue:45357", + "issue:45406", + "issue:45632", + "issue:45684", + "issue:45701", + "issue:45704", + "issue:45812", + "issue:46050" + ], + "soft_pairs": [ + "issue:43404|issue:45357", + "issue:34634|issue:35707", + "issue:42617|issue:42915", + "issue:35707|issue:41720", + "issue:43577|issue:43708", + "issue:45632|issue:45684", + "issue:44186|issue:45072", + "issue:44423|issue:45406", + "issue:44877|issue:44991", + "issue:43550|issue:43720", + "issue:36331|issue:42915", + "issue:43450|issue:45701", + "issue:43749|issue:44534", + "issue:36331|issue:42617", + "issue:44610|issue:44898", + "issue:43873|issue:44756", + "issue:44186|issue:44610", + "issue:43322|issue:46050", + "issue:44387|issue:45704", + "issue:44479|issue:44918", + "issue:43550|issue:43606", + "issue:42915|issue:43317", + "issue:43316|issue:44913", + "issue:41720|issue:43322", + "issue:43295|issue:45701", + "issue:40990|issue:45701", + "issue:41720|issue:45161", + "issue:45081|issue:45812", + "issue:41720|issue:42617", + "issue:43531|issue:43572", + "issue:43526|issue:43881", + "issue:36010|issue:42617" + ], + "prepared_review_unit_hash": "5e4bfdb7db60ddd9add9ed20d154201a755b2f56bfb9416b7061e5fadd364808", + "component_budget": { + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37291, + "estimated_input_tokens": 9323, + "estimated_eval_tokens": 18902 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These issues are broadly heterogeneous; the soft links look like loose topical similarity rather than true duplicates, so no pair should be merged. If one issue must serve as the anchor, issue 41720 is the most central runtime/device-mapping failure among the candidates, but the cluster does not form a single duplicate family.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 41720 is the most connected item in the set and is a concrete runtime/device-mapping failure, but the overall cluster is too mixed to treat it as a true duplicate canonical.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 41720 is the best anchor only because it is relatively central and has a clear, reproducible failure mode; however, it should not be interpreted as a true duplicate representative of the whole set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43404", + "right": "issue:45357", + "accept": false, + "reason": "Different bugs: tied lm_head weights in Mistral3 vs incorrect visual encoder keys in Qwen3.5 save_pretrained." + }, + { + "left": "issue:34634", + "right": "issue:35707", + "accept": false, + "reason": "Unrelated models and failures: BarkProcessor voice_preset vs progressive generation with inputs_embeds/past_key_values." + }, + { + "left": "issue:42617", + "right": "issue:42915", + "accept": false, + "reason": "Different failure modes: inability to run 3d_parallel.py vs Qwen3Moe with FineGrainedFP8Config." + }, + { + "left": "issue:35707", + "right": "issue:41720", + "accept": false, + "reason": "Both are generation/runtime issues, but one is inputs_embeds/past_key_values and the other is Qwen3 auto device mapping on A800." + }, + { + "left": "issue:43577", + "right": "issue:43708", + "accept": false, + "reason": "Dtype propagation bug in Blip2 is unrelated to Trainer resume_from_checkpoint max_steps calculation." + }, + { + "left": "issue:45632", + "right": "issue:45684", + "accept": false, + "reason": "Cache path collision for trust_remote_code is unrelated to read-only permissions propagation in save_pretrained." + }, + { + "left": "issue:44186", + "right": "issue:45072", + "accept": false, + "reason": "Tokenizer crash on NER inputs is a different code path from dtype mismatches in SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:44423", + "right": "issue:45406", + "accept": false, + "reason": "Both involve serve/multimodal crashes, but one is a str.to error in continuous batching and the other is a missing _tokenizer attribute in Gemma4Processor." + }, + { + "left": "issue:44877", + "right": "issue:44991", + "accept": false, + "reason": "Strict config loading for granite_speech is unrelated to tokenizer loading regression for EMBEDDIA/est-roberta." + }, + { + "left": "issue:43550", + "right": "issue:43720", + "accept": false, + "reason": "Both touch model loading/compilation, but one is torch.compile+SDPA on Bamba and the other is packed-weight unpacking during accelerate loading." + }, + { + "left": "issue:36331", + "right": "issue:42915", + "accept": false, + "reason": "Trainer compute_loss signature mismatch is unrelated to Qwen3Moe FineGrainedFP8Config failures." + }, + { + "left": "issue:43450", + "right": "issue:45701", + "accept": false, + "reason": "Video processor batching shape bug is unrelated to a broad tokenization behavior change." + }, + { + "left": "issue:43749", + "right": "issue:44534", + "accept": false, + "reason": "FSDP CPU RAM efficient loading is a loading/offload issue, while the other is non-persistent buffers being filled with junk." + }, + { + "left": "issue:36331", + "right": "issue:42617", + "accept": false, + "reason": "Trainer API mismatch and 3d_parallel.py execution failure are different subsystems and bugs." + }, + { + "left": "issue:44610", + "right": "issue:44898", + "accept": false, + "reason": "Processor output size mismatch for OmDet-Turbo is unrelated to Perceiver interpolation failure." + }, + { + "left": "issue:43873", + "right": "issue:44756", + "accept": false, + "reason": "Quantization offloading problems are only loosely related; one is general offloading with quantization, the other is mmap OOM on Strix Halo." + }, + { + "left": "issue:44186", + "right": "issue:44610", + "accept": false, + "reason": "Tokenizer crash and processor resolution mismatch are different model components and failure paths." + }, + { + "left": "issue:43322", + "right": "issue:46050", + "accept": false, + "reason": "Segmentation fault loading Llava Next models is unrelated to sinq quantized save/load breakage." + }, + { + "left": "issue:44387", + "right": "issue:45704", + "accept": false, + "reason": "Int4 CUDA reserved-memory OOM is a quantization memory issue, while the other is a T5 RMSNorm memory leak through apex." + }, + { + "left": "issue:44479", + "right": "issue:44918", + "accept": false, + "reason": "Video input regression across Qwen VL variants is unrelated to unpacking Qwen3.5 input embeddings with TRL SFTTrainer." + }, + { + "left": "issue:43550", + "right": "issue:43606", + "accept": false, + "reason": "Both are load/runtime failures, but one is torch.compile+SDPA on Bamba and the other is CPU offload device mismatch on Bark-small." + }, + { + "left": "issue:42915", + "right": "issue:43317", + "accept": false, + "reason": "Qwen3Moe FineGrainedFP8Config failure is unrelated to dequantized model loading with gpu+cpu offload." + }, + { + "left": "issue:43316", + "right": "issue:44913", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy is unrelated to GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:41720", + "right": "issue:43322", + "accept": false, + "reason": "Different symptoms and subsystems: auto device mapping cudaErrorAssert vs segmentation fault while loading Llava Next." + }, + { + "left": "issue:43295", + "right": "issue:45701", + "accept": false, + "reason": "Processor.tokenizer regression in v4.57.5 is unrelated to a tokenization behavior change report." + }, + { + "left": "issue:40990", + "right": "issue:45701", + "accept": false, + "reason": "Perplexity anomaly on gpt-oss-20b is not the same underlying bug as generic version-dependent tokenization changes." + }, + { + "left": "issue:41720", + "right": "issue:45161", + "accept": false, + "reason": "Both mention Qwen3 MoE, but one is auto device mapping on A800 and the other is only-TP behavior; not the same bug." + }, + { + "left": "issue:45081", + "right": "issue:45812", + "accept": false, + "reason": "Mistral tokenizer regex patch crash and Granite tokenizer ID regression are distinct tokenizer bugs." + }, + { + "left": "issue:41720", + "right": "issue:42617", + "accept": false, + "reason": "Qwen3 auto device mapping failure and inability to run 3d_parallel.py do not share the same concrete code path." + }, + { + "left": "issue:43531", + "right": "issue:43572", + "accept": false, + "reason": "Sliding_window behavior in Qwen3-MoE is unrelated to missing pad_token_idx in StableLmConfig." + }, + { + "left": "issue:43526", + "right": "issue:43881", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to glm-4v-9b loading failure." + }, + { + "left": "issue:36010", + "right": "issue:42617", + "accept": false, + "reason": "GenerationMixin import error and 3d_parallel.py execution 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": 1, + "component_count": 17, + "review_unit_index": 13, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-410", + "nodes": [ + "issue:29159", + "issue:30064", + "issue:33666", + "issue:34567", + "issue:34634", + "issue:35707", + "issue:36032", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43322", + "issue:43329", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43606", + "issue:43653", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43873", + "issue:43927", + "issue:44186", + "issue:44361", + "issue:44368", + "issue:44451", + "issue:44492", + "issue:44509", + "issue:44514", + "issue:44545", + "issue:44589", + "issue:44671", + "issue:44743", + "issue:44898", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45059", + "issue:45072", + "issue:45357", + "issue:45406", + "issue:45464", + "issue:45701", + "issue:45704", + "issue:45759", + "issue:45812" + ], + "soft_pairs": [ + "issue:43540|issue:43782", + "issue:44671|issue:44743", + "issue:43421|issue:45812", + "issue:44186|issue:44361", + "issue:45406|issue:45464", + "issue:29159|issue:36032", + "issue:30064|issue:34634", + "issue:44492|issue:44509", + "issue:43421|issue:45701", + "issue:43606|issue:43720", + "issue:43550|issue:43653", + "issue:42915|issue:43322", + "issue:43388|issue:45059", + "issue:43606|issue:43653", + "issue:44514|issue:44545", + "issue:43531|issue:45759", + "issue:34567|issue:35707", + "issue:43421|issue:43927", + "issue:44368|issue:45357", + "issue:44451|issue:44991", + "issue:42490|issue:43329", + "issue:41720|issue:43746", + "issue:44898|issue:45072", + "issue:43873|issue:45704", + "issue:44987|issue:45042", + "issue:43531|issue:44589", + "issue:33666|issue:35707" + ], + "prepared_review_unit_hash": "f118d158912b48c1e995609c7aafabbd2cee241aa3c13d9f194b43db65c92eb7", + "component_budget": { + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 35929, + "estimated_input_tokens": 8983, + "estimated_eval_tokens": 18222 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a collection of separate tokenizer/model/processor bugs. The strongest anchor remains issue:45812 as a broad cross-model tokenizer regression. Several pairs are superficially similar, but the packet usually only shows shared themes or titles; there is not enough body-level evidence to confidently merge them as duplicates. The Qwen2_5_VLProcessor pair is especially close in title, but still needs the underlying failure details to be shown before calling it a duplicate.", + "confidence": 0.79, + "canonical_issue_reason": "issue:45812 is the broadest and most representative standalone issue here: it describes a cross-model AutoTokenizer mis-tokenization regression with clear user impact and a likely shared root cause.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45812 is the best issue anchor because it is concrete, high-impact, and general enough to represent the cluster\u2019s recurring tokenizer-regression theme.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43540", + "right": "issue:43782", + "accept": false, + "reason": "Both are Qwen-related, but one is video-input processing and the other is from_pretrained weight_only loading. Same family, different bug." + }, + { + "left": "issue:44671", + "right": "issue:44743", + "accept": false, + "reason": "Unrelated code paths: CamemBERT MLM prediction regression vs Qwen3.5 recurrent-state reset in modular generation." + }, + { + "left": "issue:43421", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer-related, but one is runtime post-processor syncing after special-token edits and the other is wrong token IDs for Granite models. Not the same concrete bug." + }, + { + "left": "issue:44186", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer failures for different models and inputs; no shared concrete failure path is evidenced here." + }, + { + "left": "issue:45406", + "right": "issue:45464", + "accept": false, + "reason": "Both involve serving/inference, but one is a Gemma4Processor attribute bug and the other is a streaming chat/completions failure. Too different to merge." + }, + { + "left": "issue:29159", + "right": "issue:36032", + "accept": false, + "reason": "Both mention tokenizers, but one is slow/fast consistency and the other is a T5 tokenizer load-time attribute conflict. Separate issues." + }, + { + "left": "issue:30064", + "right": "issue:34634", + "accept": false, + "reason": "Different processor implementations and different failures: void segmentation maps vs Bark voice_preset handling." + }, + { + "left": "issue:44492", + "right": "issue:44509", + "accept": false, + "reason": "Both are docs-ish, but one is a cache-strategy typo and the other is stale pipeline documentation. Not duplicate content." + }, + { + "left": "issue:43421", + "right": "issue:45701", + "accept": false, + "reason": "Tokenization is the broad theme, but one is special-token post-processor syncing and the other is a version-related tokenization change. Not the same bug." + }, + { + "left": "issue:43606", + "right": "issue:43720", + "accept": false, + "reason": "Both involve accelerate/offload/loading, but the concrete failures differ: CPU offload device mismatch vs packed-weight unpacking during loading." + }, + { + "left": "issue:43550", + "right": "issue:43653", + "accept": false, + "reason": "Completely different subsystems: torch.compile/SDPA runtime failure vs tokenizer special-token registration and decode output." + }, + { + "left": "issue:42915", + "right": "issue:43322", + "accept": false, + "reason": "Different model-loading/runtime problems with no shared code path: FineGrainedFP8Config failure vs Llava Next segmentation fault." + }, + { + "left": "issue:43388", + "right": "issue:45059", + "accept": false, + "reason": "Different bug classes: distributed metrics collation vs SAM3 text/box behavior." + }, + { + "left": "issue:43606", + "right": "issue:43653", + "accept": false, + "reason": "Different root causes and code paths: offload device mismatch vs tokenizer special-token registration." + }, + { + "left": "issue:44514", + "right": "issue:44545", + "accept": false, + "reason": "The titles are nearly identical, but the packet does not show matching body-level failure details beyond the shared symptom and cross-reference signals. That is not enough evidence to merge them as the same crash." + }, + { + "left": "issue:43531", + "right": "issue:45759", + "accept": false, + "reason": "Both are Qwen3/Qwen3-MoE related, but one is sliding_window behavior and the other is config unwrapping for composite multimodal models." + }, + { + "left": "issue:34567", + "right": "issue:35707", + "accept": false, + "reason": "TrainerState token-count tracking vs progressive generation with inputs_embeds/past_key_values are unrelated." + }, + { + "left": "issue:43421", + "right": "issue:43927", + "accept": false, + "reason": "Different tokenizer state issues: runtime special-token updates not refreshing post-processing vs save/load losing custom token IDs." + }, + { + "left": "issue:44368", + "right": "issue:45357", + "accept": false, + "reason": "One is a warning about tied embeddings during LoRA fine-tuning; the other is incorrect visual encoder keys saved for Qwen3.5. Different failure mode." + }, + { + "left": "issue:44451", + "right": "issue:44991", + "accept": false, + "reason": "Both are version-sensitive tokenizer loads, but they affect different model families and likely different compatibility problems." + }, + { + "left": "issue:42490", + "right": "issue:43329", + "accept": false, + "reason": "Local-path import warning and multimodal token counting bug are unrelated." + }, + { + "left": "issue:41720", + "right": "issue:43746", + "accept": false, + "reason": "Different runtime problems: auto device mapping cuda assert vs PEFT adapter loading for GraniteSpeech." + }, + { + "left": "issue:44898", + "right": "issue:45072", + "accept": false, + "reason": "Different model classes and failure paths: image-size interpolation issue vs bfloat16 dtype mismatch." + }, + { + "left": "issue:43873", + "right": "issue:45704", + "accept": false, + "reason": "Quantization/offloading behavior and T5 apex RMSNorm memory leak are unrelated." + }, + { + "left": "issue:44987", + "right": "issue:45042", + "accept": false, + "reason": "Both are version regressions, but one is model loading and the other is image-processor torchvision dependency handling. Not the same bug." + }, + { + "left": "issue:43531", + "right": "issue:44589", + "accept": false, + "reason": "Sliding-window behavior for Qwen3-MoE is unrelated to the Float8 storage deserialization error." + }, + { + "left": "issue:33666", + "right": "issue:35707", + "accept": false, + "reason": "Multi-GPU training and progressive generation are different workflows and bugs." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The overall grouping is mostly grounded, but one soft-edge verdict is too strong for the packet: the 44514/44545 note claims they have the \"same crash,\" which is not evidenced here beyond matching titles and cross-references. The summary also leans a bit too hard on certainty with \"only\" true duplicates. Please keep the duplicate call conservative unless the packet shows identical body-level failure details." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 14, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-410", + "nodes": [ + "issue:30064", + "issue:34634", + "issue:36010", + "issue:39692", + "issue:41720", + "issue:42886", + "issue:43381", + "issue:43421", + "issue:43525", + "issue:43531", + "issue:43540", + "issue:43596", + "issue:43618", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43746", + "issue:43782", + "issue:43819", + "issue:43844", + "issue:43873", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44077", + "issue:44186", + "issue:44220", + "issue:44451", + "issue:44610", + "issue:44625", + "issue:44661", + "issue:44671", + "issue:44843", + "issue:44918", + "issue:44936", + "issue:45081", + "issue:45183", + "issue:45356", + "issue:45381", + "issue:45479", + "issue:45588", + "issue:45663", + "issue:45704", + "issue:45759", + "issue:45859", + "issue:45907", + "issue:45923", + "issue:46050" + ], + "soft_pairs": [ + "issue:45759|issue:45859", + "issue:44062|issue:44451", + "issue:39692|issue:44610", + "issue:45704|issue:45923", + "issue:45588|issue:45759", + "issue:45663|issue:45923", + "issue:44918|issue:44936", + "issue:42886|issue:44843", + "issue:43421|issue:43653", + "issue:43381|issue:43844", + "issue:43421|issue:44186", + "issue:43525|issue:43531", + "issue:45704|issue:45859", + "issue:34634|issue:41720", + "issue:43782|issue:45381", + "issue:45081|issue:45356", + "issue:39692|issue:43873", + "issue:45356|issue:45907", + "issue:44625|issue:45479", + "issue:43994|issue:44671", + "issue:43596|issue:44220", + "issue:44220|issue:44661", + "issue:43720|issue:43819", + "issue:30064|issue:36010", + "issue:43540|issue:44008", + "issue:43746|issue:46050", + "issue:43618|issue:43697", + "issue:43653|issue:43720", + "issue:45183|issue:45479", + "issue:44077|issue:44625" + ], + "prepared_review_unit_hash": "7a089531b5a5e5426d83f7f05de0f62a35740aa4365e2e34f52dcfe78269af27", + "component_budget": { + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37049, + "estimated_input_tokens": 9263, + "estimated_eval_tokens": 18782 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly a set of unrelated Transformers bugs/regressions across tokenizers, multimodal models, quantization/offload, and training code. I did not find any soft pairs that look like the same underlying defect.", + "confidence": 0.44, + "canonical_issue_reason": "issue:43873 is the strongest standalone issue in this set: it is active, has multiple references/discussion, and describes a concrete high-impact runtime regression around quantization/offloading.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43873 is also the best issue to keep as the representative bug report because it is broad, reproducible, and directly actionable for maintainers.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45759", + "right": "issue:45859", + "accept": false, + "reason": "Different bugs: one is text_config unwrapping for composite Qwen multimodal configs, the other is CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." + }, + { + "left": "issue:44062", + "right": "issue:44451", + "accept": false, + "reason": "Both are tokenizer-loading failures, but the root causes differ: AddedToken keyword duplication vs a model-specific load failure for ScandiBERT." + }, + { + "left": "issue:39692", + "right": "issue:44610", + "accept": false, + "reason": "Different models and different failures: SigLIP2 example/model mismatch plus quantization issues vs OmDet-Turbo processor size mismatch." + }, + { + "left": "issue:45704", + "right": "issue:45923", + "accept": false, + "reason": "Unrelated bugs: a T5 apex RMSNorm memory leak vs a missing supports_gradient_checkpointing flag on a trust_remote_code model." + }, + { + "left": "issue:45588", + "right": "issue:45759", + "accept": false, + "reason": "Different code paths: flash_attention s_aux=None crash vs Qwen composite config unwrapping." + }, + { + "left": "issue:45663", + "right": "issue:45923", + "accept": false, + "reason": "Gemma-4 FSDP2 KeyError in attention state handling is unrelated to a gradient-checkpointing flag omission." + }, + { + "left": "issue:44918", + "right": "issue:44936", + "accept": false, + "reason": "Both involve trainers, but the failures are distinct: Qwen3.5 embedding unpacking in SFT vs evaluate() breaking after train()." + }, + { + "left": "issue:42886", + "right": "issue:44843", + "accept": false, + "reason": "Both are offline-mode related, but one is cache loading failure and the other is an unconditional model_info() call in _patch_mistral_regex; not the same concrete bug." + }, + { + "left": "issue:43421", + "right": "issue:43653", + "accept": false, + "reason": "Both touch special tokens, but one is runtime post-processor updates and the other is BigBird mask-token registration/decoding." + }, + { + "left": "issue:43381", + "right": "issue:43844", + "accept": false, + "reason": "Eval-mode gradient checkpointing restriction and ZeRO-3 gradient explosion are different problems with different triggers." + }, + { + "left": "issue:43421", + "right": "issue:44186", + "accept": false, + "reason": "TokenizersBackend post-processor updates and LayoutLMv2 NER padding/truncation crashes are unrelated failures." + }, + { + "left": "issue:43525", + "right": "issue:43531", + "accept": false, + "reason": "Different model/config bugs: missing pad_token_id on Llama4Config vs sliding_window behavior in Qwen3-MoE." + }, + { + "left": "issue:45704", + "right": "issue:45859", + "accept": false, + "reason": "Different root causes: apex FusedRMSNorm memory leak in T5 vs CPU-offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." + }, + { + "left": "issue:34634", + "right": "issue:41720", + "accept": false, + "reason": "BarkProcessor voice_preset failure is unrelated to Qwen3 auto device-mapping cuda asserts." + }, + { + "left": "issue:43782", + "right": "issue:45381", + "accept": false, + "reason": "Both are Qwen multimodal issues, but one is from_pretrained with weight_only=True and the other is incorrect video vision_position_ids; not the same bug." + }, + { + "left": "issue:45081", + "right": "issue:45356", + "accept": false, + "reason": "Both mention fix_mistral_regex, but one is a crash in _patch_mistral_regex while loading a tokenizer and the other is a Kimi-K2.5 codec/warning regression." + }, + { + "left": "issue:39692", + "right": "issue:43873", + "accept": false, + "reason": "SigLIP2 example/model mismatch and quantization failure is unrelated to the general offloading/quantization bug in issue:43873." + }, + { + "left": "issue:45356", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regression in Kimi-K2.5 is unrelated to list_repo_files failing to forward revision in CI." + }, + { + "left": "issue:44625", + "right": "issue:45479", + "accept": false, + "reason": "num_labels propagation in Qwen3.5 and single-label classification zero-loss behavior are different model/config bugs." + }, + { + "left": "issue:43994", + "right": "issue:44671", + "accept": false, + "reason": "Different models and different regressions: SigLIP2 nonsense outputs vs CamemBERT masked-LM prediction errors." + }, + { + "left": "issue:43596", + "right": "issue:44220", + "accept": false, + "reason": "Deepspeed ZeRO-3 initialization index error in BertModel is unrelated to _torch_extract_fbank_features()." + }, + { + "left": "issue:44220", + "right": "issue:44661", + "accept": false, + "reason": "Audio feature extraction and tokenizer-mapping-name handling are separate subsystems and failures." + }, + { + "left": "issue:43720", + "right": "issue:43819", + "accept": false, + "reason": "Packed-weight loading in BitNet and DAC.from_latents/STE mismatch are unrelated implementation bugs." + }, + { + "left": "issue:30064", + "right": "issue:36010", + "accept": false, + "reason": "Image segmentation-map processing and a GenerationMixin import error do not share the same root cause." + }, + { + "left": "issue:43540", + "right": "issue:44008", + "accept": false, + "reason": "Qwen3OmniMoe video-input processing failure is unrelated to Gemma3n's audio_mel_mask variable collision." + }, + { + "left": "issue:43746", + "right": "issue:46050", + "accept": false, + "reason": "Local checkpoint loading with PEFT adapters and sinq quantized save/load breakage are different code-path problems." + }, + { + "left": "issue:43618", + "right": "issue:43697", + "accept": false, + "reason": "CLIPOutput attentions not being assigned and RTDetrV2 output changes in v5 are distinct regressions." + }, + { + "left": "issue:43653", + "right": "issue:43720", + "accept": false, + "reason": "BigBird special-token decode failure and BitNet packed-weight loading are unrelated bugs." + }, + { + "left": "issue:45183", + "right": "issue:45479", + "accept": false, + "reason": "Wrong/misleading input validation errors are not the same as the zero-loss classification bug for num_labels=1." + }, + { + "left": "issue:44077", + "right": "issue:44625", + "accept": false, + "reason": "patchtsmixer post_init policy and Qwen3.5 num_labels propagation are unrelated issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 15, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-410", + "nodes": [ + "issue:30064", + "issue:36331", + "issue:39692", + "issue:42915", + "issue:43295", + "issue:43335", + "issue:43388", + "issue:43421", + "issue:43531", + "issue:43540", + "issue:43550", + "issue:43577", + "issue:43643", + "issue:43653", + "issue:43716", + "issue:43746", + "issue:43756", + "issue:43782", + "issue:43818", + "issue:43819", + "issue:43825", + "issue:43873", + "issue:43950", + "issue:43994", + "issue:44008", + "issue:44062", + "issue:44186", + "issue:44448", + "issue:44485", + "issue:44488", + "issue:44509", + "issue:44561", + "issue:44671", + "issue:44811", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44977", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45381", + "issue:45584", + "issue:45834", + "issue:45987", + "issue:46032" + ], + "soft_pairs": [ + "issue:43388|issue:46032", + "issue:42915|issue:43746", + "issue:43335|issue:43756", + "issue:43716|issue:44008", + "issue:43295|issue:45834", + "issue:43550|issue:45072", + "issue:43550|issue:43819", + "issue:43746|issue:43873", + "issue:43950|issue:45987", + "issue:44186|issue:44898", + "issue:44062|issue:44488", + "issue:44843|issue:45081", + "issue:43653|issue:43819", + "issue:43531|issue:43643", + "issue:43643|issue:44877", + "issue:43540|issue:45381", + "issue:43577|issue:43818", + "issue:43782|issue:44977", + "issue:44448|issue:44671", + "issue:43421|issue:44811", + "issue:30064|issue:36331", + "issue:44561|issue:45020", + "issue:44821|issue:45084", + "issue:39692|issue:45834", + "issue:44485|issue:44509", + "issue:45584|issue:45834", + "issue:43825|issue:43994" + ], + "prepared_review_unit_hash": "e6627d0da56686098dad564913625f8b9a5d36730f6d24ac723ff30ee141acf6", + "component_budget": { + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36161, + "estimated_input_tokens": 9041, + "estimated_eval_tokens": 18338 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a grab-bag of unrelated Transformers bug reports. A few pairs are loosely thematically related (remote_code regressions, Mistral regex handling, quantization/offloading, cache behavior), but none look like the same concrete underlying bug. The broadest representative issue is the remote_code regression report.", + "confidence": 0.66, + "canonical_issue_reason": "issue:45020 is the broadest umbrella report here: it covers recent-version breakage affecting multiple remote_code models, which makes it the best cluster anchor among mostly specific regressions.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45020 is the most globally representative because it is broad, user-facing, and plausibly subsumes several of the remote_code-related regressions in the set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43388", + "right": "issue:46032", + "accept": false, + "reason": "Different subsystems and failures: metric gathering/label truncation vs. Mamba2 cache correctness." + }, + { + "left": "issue:42915", + "right": "issue:43746", + "accept": false, + "reason": "Unrelated models and bugs: Qwen3Moe FP8 loading vs. GraniteSpeech PEFT checkpoint loading." + }, + { + "left": "issue:43335", + "right": "issue:43756", + "accept": false, + "reason": "Both are model-specific bugs, but one is SwitchTransformers config construction and the other is Smollm3 RoPE layer handling." + }, + { + "left": "issue:43716", + "right": "issue:44008", + "accept": false, + "reason": "Different modalities and code paths: image preprocessor dtype mismatch vs. Gemma3n audio tensor name collision." + }, + { + "left": "issue:43295", + "right": "issue:45834", + "accept": false, + "reason": "Different bug classes: processor/tokenizer regression vs. Kosmos2.5 long-OCR indexing error." + }, + { + "left": "issue:43550", + "right": "issue:45072", + "accept": false, + "reason": "Unrelated failures: torch.compile+SDPA on Bamba vs. bfloat16 dtype mismatch in other models." + }, + { + "left": "issue:43550", + "right": "issue:43819", + "accept": false, + "reason": "No shared code path: compile/SDPA failure vs. DAC latent reconstruction mismatch." + }, + { + "left": "issue:43746", + "right": "issue:43873", + "accept": false, + "reason": "Local PEFT checkpoint loading is unrelated to quantization offloading behavior." + }, + { + "left": "issue:43950", + "right": "issue:45987", + "accept": false, + "reason": "Different contracts: buffer loading corruption vs. cache sequence-length return type." + }, + { + "left": "issue:44186", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer/padding crash in LayoutLMv2 is unrelated to Perceiver image-size interpolation failure." + }, + { + "left": "issue:44062", + "right": "issue:44488", + "accept": false, + "reason": "Tokenizers.AddedToken argument collision is not the same as failing to load a specific model/tokenizer." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Both touch _patch_mistral_regex, but one is offline network access and the other is an attribute error on a different tokenizer object." + }, + { + "left": "issue:43653", + "right": "issue:43819", + "accept": false, + "reason": "Tokenizer special-token registration bug is unrelated to DAC forward/from_latents mismatch." + }, + { + "left": "issue:43531", + "right": "issue:43643", + "accept": false, + "reason": "Different areas: Qwen3-MoE sliding window vs. AutoConfig missing fields under trust_remote_code." + }, + { + "left": "issue:43643", + "right": "issue:44877", + "accept": false, + "reason": "Both involve config loading, but one is missing fields from trust_remote_code and the other is strict config rejection for granite_speech." + }, + { + "left": "issue:43540", + "right": "issue:45381", + "accept": false, + "reason": "Both are video-input issues, but they affect different model families and likely different preprocessing bugs." + }, + { + "left": "issue:43577", + "right": "issue:43818", + "accept": false, + "reason": "Different model families and symptoms: BLIP2 dtype persistence vs. Video-LLaVA tower/temporal-attention issue." + }, + { + "left": "issue:43782", + "right": "issue:44977", + "accept": false, + "reason": "Qwen3VL from_pretrained weight_only failure is distinct from Qwen3.5 flash-attention generation behavior." + }, + { + "left": "issue:44448", + "right": "issue:44671", + "accept": false, + "reason": "Separate model regressions: Pegasus output drift vs. CamemBERT masked LM predictions." + }, + { + "left": "issue:43421", + "right": "issue:44811", + "accept": false, + "reason": "Special-token post-processor update bug is different from Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:30064", + "right": "issue:36331", + "accept": false, + "reason": "Image processor void segmentation maps have nothing to do with CustomTrainer compute_loss signature changes." + }, + { + "left": "issue:44561", + "right": "issue:45020", + "accept": false, + "reason": "44561 is one specific removed helper causing remote_code breakage; 45020 is a broad umbrella report and not the same concrete bug." + }, + { + "left": "issue:44821", + "right": "issue:45084", + "accept": false, + "reason": "AutoImageProcessor URL loading and template-node compilation errors are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:45834", + "accept": false, + "reason": "SigLIP2 docs/quantization example errors are unrelated to Kosmos2.5 long OCR indexing." + }, + { + "left": "issue:45584", + "right": "issue:45834", + "accept": false, + "reason": "Whisper empty-transcription generation bug is unrelated to Kosmos2.5 OCR input length handling." + }, + { + "left": "issue:43825", + "right": "issue:43994", + "accept": false, + "reason": "Pipeline error messaging and SigLIP2 nonsensical outputs are different issues." + }, + { + "left": "issue:45987", + "right": "issue:46032", + "accept": false, + "reason": "Cache length return-type bug is distinct from Mamba2 use_cache correctness for seq_len>1." + }, + { + "left": "issue:44843", + "right": "issue:45081", + "accept": false, + "reason": "Offline model_info() call and backend_tokenizer attribute access are different Mistral-regex failure modes, not one bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 16, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-410", + "nodes": [ + "issue:28218", + "issue:29159", + "issue:34634", + "issue:36010", + "issue:42175", + "issue:43262", + "issue:43322", + "issue:43329", + "issue:43404", + "issue:43452", + "issue:43526", + "issue:43577", + "issue:43582", + "issue:43606", + "issue:43650", + "issue:43653", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43782", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43906", + "issue:44060", + "issue:44186", + "issue:44368", + "issue:44442", + "issue:44479", + "issue:44610", + "issue:44671", + "issue:44805", + "issue:44857", + "issue:44912", + "issue:44936", + "issue:44991", + "issue:45020", + "issue:45072", + "issue:45081", + "issue:45084", + "issue:45406", + "issue:45459", + "issue:45538", + "issue:45600", + "issue:45685", + "issue:45701", + "issue:45803", + "issue:45834" + ], + "soft_pairs": [ + "issue:43322|issue:45685", + "issue:44479|issue:45834", + "issue:43606|issue:45072", + "issue:43825|issue:43827", + "issue:44186|issue:44442", + "issue:34634|issue:36010", + "issue:43577|issue:43582", + "issue:44805|issue:44936", + "issue:28218|issue:29159", + "issue:43452|issue:44991", + "issue:44610|issue:45072", + "issue:42175|issue:45081", + "issue:43720|issue:45072", + "issue:45081|issue:45406", + "issue:43404|issue:43782", + "issue:43582|issue:44857", + "issue:43650|issue:43906", + "issue:44671|issue:45701", + "issue:44060|issue:44368", + "issue:43262|issue:43819", + "issue:43526|issue:43697", + "issue:45084|issue:45538", + "issue:43742|issue:45020", + "issue:43653|issue:44912", + "issue:43329|issue:45600", + "issue:45459|issue:45803" + ], + "prepared_review_unit_hash": "da577da15239fb0ad6dbd0e62c03f3603704370e8d62ef302a82696a36f26caa", + "component_budget": { + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 26, + "serialized_chars": 35743, + "estimated_input_tokens": 8936, + "estimated_eval_tokens": 18128 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft-edge pair looks like a true duplicate/one-change match; most are only loosely related by subsystem or symptom. The cluster is heterogeneous, so there is no PR to choose and only a broad issue can serve as a weak anchor.", + "confidence": 0.73, + "canonical_issue_reason": "Issue 45701 is the broadest, most central report in this set (tokenization changes across versions) and has the strongest linkage/activity, so it works best as an umbrella issue if one must be chosen.", + "canonical_pr_reason": null, + "best_issue_reason": "45701 is the most representative issue-level anchor because it describes a general regression class rather than a narrow model-specific failure.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43322", + "right": "issue:45685", + "accept": false, + "reason": "Different failures: Llava Next loading causes a segfault, while mps histogram_mps is an Apple Silicon Int type error in a different code path." + }, + { + "left": "issue:44479", + "right": "issue:45834", + "accept": false, + "reason": "Both are multimodal regressions, but one is a video-input regression in several Qwen VL models and the other is a long-OCR index error in Kosmos2.5." + }, + { + "left": "issue:43606", + "right": "issue:45072", + "accept": false, + "reason": "Both mention loading/inference mismatches, but the concrete bugs differ: CPU offload device placement vs bf16 dtype mismatches for different models." + }, + { + "left": "issue:43825", + "right": "issue:43827", + "accept": false, + "reason": "One is a bad pipeline() error message, the other is stale docs referencing removed pipeline APIs; related theme, not the same bug/change." + }, + { + "left": "issue:44186", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer problems for different models: LayoutLMv2 NER/batching crash versus FastSpeech2ConformerTokenizer load failure." + }, + { + "left": "issue:34634", + "right": "issue:36010", + "accept": false, + "reason": "BarkProcessor voice_preset failure and GenerationMixin import breakage are unrelated." + }, + { + "left": "issue:43577", + "right": "issue:43582", + "accept": false, + "reason": "One is an incorrect float32 dtype on load, the other is a TypeError in caching_allocator_warmup on Apple Silicon." + }, + { + "left": "issue:44805", + "right": "issue:44936", + "accept": false, + "reason": "A mask/index shape mismatch during model work is unrelated to trainer.evaluate() failing after train()." + }, + { + "left": "issue:28218", + "right": "issue:29159", + "accept": false, + "reason": "Both concern tokenizer behavior, but the reports are not clearly the same underlying bug; one is added-token spacing, the other is slow/fast inconsistency." + }, + { + "left": "issue:43452", + "right": "issue:44991", + "accept": false, + "reason": "Both involve loading tokenizers, but one is gguf_file handling and the other is a specific tokenizer failing on transformers>=5." + }, + { + "left": "issue:44610", + "right": "issue:45072", + "accept": false, + "reason": "Completely different bugs: OmDet-Turbo input sizing versus dtype mismatch warnings." + }, + { + "left": "issue:42175", + "right": "issue:45081", + "accept": false, + "reason": "TensorFlow backend packaging and a Mistral tokenizer regex crash are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:45072", + "accept": false, + "reason": "Packed-weight unpacking during accelerate loading is a different failure mode than bf16 dtype mismatches." + }, + { + "left": "issue:45081", + "right": "issue:45406", + "accept": false, + "reason": "Both are loader crashes, but they affect different components/models and different missing attributes/code paths." + }, + { + "left": "issue:43404", + "right": "issue:43782", + "accept": false, + "reason": "Both are weight/loading issues, but Mistral3 tied weights and Qwen3VL weight_only are distinct model-specific problems." + }, + { + "left": "issue:43582", + "right": "issue:44857", + "accept": false, + "reason": "AppleSilicon warmup TypeError and CUDA float16 AMP crashes are unrelated." + }, + { + "left": "issue:43650", + "right": "issue:43906", + "accept": false, + "reason": "A data request and a reproduction of another issue are not duplicate bug reports." + }, + { + "left": "issue:44671", + "right": "issue:45701", + "accept": false, + "reason": "CamemBERT masked-LM prediction regression and a generic tokenization-version-change report are not the same bug." + }, + { + "left": "issue:44060", + "right": "issue:44368", + "accept": false, + "reason": "Related only by tied-weights warnings; the underlying Qwen3-Next warning and the Qwen3.5 LoRA warning are different model/config issues." + }, + { + "left": "issue:43262", + "right": "issue:43819", + "accept": false, + "reason": "Audio chat-template sampling-rate defaulting and DAC from_latents mismatch are unrelated." + }, + { + "left": "issue:43526", + "right": "issue:43697", + "accept": false, + "reason": "BeitImageProcessorFast reduce_labels bug and RTDetrV2 output differences are different model failures." + }, + { + "left": "issue:45084", + "right": "issue:45538", + "accept": false, + "reason": "TypeError compiling template nodes and CLIPTokenizer model_max_length are unrelated tokenizer issues." + }, + { + "left": "issue:43742", + "right": "issue:45020", + "accept": false, + "reason": "Loading a specific model key error and general remote_code breakage are not the same concrete issue." + }, + { + "left": "issue:43653", + "right": "issue:44912", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and MXFP4 quantization fallback are unrelated." + }, + { + "left": "issue:43329", + "right": "issue:45600", + "accept": false, + "reason": "Undefined helper names in a video-token branch and stale auto_mappings entries for removed configs are different maintenance bugs." + }, + { + "left": "issue:45459", + "right": "issue:45803", + "accept": false, + "reason": "Both involve overly broad exception handling, but they affect different functions and error types; not the same underlying bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 17, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-410", + "nodes": [ + "issue:29159", + "issue:34567", + "issue:34634", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:39692", + "issue:40990", + "issue:42490", + "issue:43257", + "issue:43262", + "issue:43329", + "issue:43450", + "issue:43454", + "issue:43526", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43606", + "issue:43638", + "issue:43643", + "issue:43644", + "issue:43645", + "issue:43697", + "issue:43720", + "issue:43746", + "issue:43749", + "issue:43819", + "issue:43854", + "issue:43927", + "issue:44291", + "issue:44479", + "issue:44554", + "issue:44568", + "issue:44589", + "issue:44610", + "issue:44811", + "issue:44849", + "issue:44912", + "issue:44936", + "issue:44977", + "issue:45042", + "issue:45356", + "issue:45357", + "issue:45488", + "issue:45701", + "issue:45759", + "issue:45859" + ], + "soft_pairs": [ + "issue:43638|issue:44936", + "issue:43644|issue:43749", + "issue:44589|issue:45042", + "issue:43746|issue:44811", + "issue:38175|issue:44610", + "issue:39692|issue:44912", + "issue:43819|issue:43927", + "issue:36010|issue:43645", + "issue:43854|issue:44977", + "issue:43550|issue:44912", + "issue:34634|issue:36331", + "issue:43526|issue:44554", + "issue:43720|issue:44610", + "issue:43454|issue:43577", + "issue:43749|issue:44291", + "issue:43531|issue:45042", + "issue:36010|issue:36331", + "issue:43257|issue:43329", + "issue:43262|issue:44811", + "issue:44568|issue:45356", + "issue:42490|issue:43257", + "issue:43643|issue:45759", + "issue:43329|issue:43450", + "issue:43329|issue:44479", + "issue:34567|issue:40990", + "issue:44568|issue:45488", + "issue:43606|issue:45859", + "issue:44849|issue:45701", + "issue:29159|issue:34567", + "issue:43697|issue:45357" + ], + "prepared_review_unit_hash": "d76d0ddfe96a9414c94a1be20d3628c84934d25112362862d4e3a465af49592d", + "component_budget": { + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 37063, + "estimated_input_tokens": 9266, + "estimated_eval_tokens": 18788 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: it mixes tokenizer regressions, trainer-state bugs, audio/video processor issues, model-loading failures, quantization problems, and unrelated runtime errors. I do not see any pair that is clearly the same underlying bug/change, so no soft edge should be merged.", + "confidence": 0.93, + "canonical_issue_reason": "No single issue is a safe canonical duplicate for the whole cluster; the broadest tokenization-regression report is issue 45701, but the cluster spans many unrelated subsystems, so it should not be treated as one duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45701 is the broadest and most cross-cutting report in the set, but it is still only suitable as a weak thematic anchor, not a true duplicate canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43638", + "right": "issue:44936", + "accept": false, + "reason": "Different trainer failures: one is deepspeed zero3 with a non-pretrained Bert model, the other is evaluate() breaking after train()." + }, + { + "left": "issue:43644", + "right": "issue:43749", + "accept": false, + "reason": "Both concern loading/state handling, but one is about non-persistent buffers in v5.0.0 and the other is FSDP CPU RAM efficient loading; different bugs and code paths." + }, + { + "left": "issue:44589", + "right": "issue:45042", + "accept": false, + "reason": "Unrelated areas: a Float8 storage import error versus PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:43746", + "right": "issue:44811", + "accept": false, + "reason": "Different subsystems and symptoms: local PEFT checkpoint loading versus Whisper batch_decode skip_special_tokens handling." + }, + { + "left": "issue:38175", + "right": "issue:44610", + "accept": false, + "reason": "Both are vision-related, but one is zero probabilities in SigLIP2 and the other is a processor/model input-size mismatch in OmDet-Turbo." + }, + { + "left": "issue:39692", + "right": "issue:44912", + "accept": false, + "reason": "One is a SigLIP2 docs/example issue with model/processor mismatch and quantization failure; the other is MXFP4 loading fallback for gpt-oss-20b." + }, + { + "left": "issue:43819", + "right": "issue:43927", + "accept": false, + "reason": "Different model bugs: DAC forward/from_latents mismatch versus DiaConfig losing custom token IDs after save/load." + }, + { + "left": "issue:36010", + "right": "issue:43645", + "accept": false, + "reason": "Both involve transformers v5 breakage, but one is a GenerationMixin import error and the other is a custom-model initialization issue in Jupyter notebooks." + }, + { + "left": "issue:43854", + "right": "issue:44977", + "accept": false, + "reason": "Different models and failure modes: GLM-4.7-Flash loading in tests versus Qwen3.5 flash-attention generation problems." + }, + { + "left": "issue:43550", + "right": "issue:44912", + "accept": false, + "reason": "Unrelated model/runtime issues: Bamba-9B-v2 torch.compile SDPA failure versus gpt-oss-20b MXFP4 quantization fallback." + }, + { + "left": "issue:34634", + "right": "issue:36331", + "accept": false, + "reason": "Different components: BarkProcessor voice_preset versus a CustomTrainer.compute_loss signature error." + }, + { + "left": "issue:43526", + "right": "issue:44554", + "accept": false, + "reason": "No overlap in bug type: BeitImageProcessorFast label reduction versus an MPS attention correctness issue." + }, + { + "left": "issue:43720", + "right": "issue:44610", + "accept": false, + "reason": "Different failure modes and code paths: BitNet packed-weight loading versus OmDet-Turbo image-size mismatch." + }, + { + "left": "issue:43454", + "right": "issue:43577", + "accept": false, + "reason": "Both are model-loading/configuration related, but one is lm_head tying for AyaVision and the other is dtype propagation for Blip2; not the same bug." + }, + { + "left": "issue:43749", + "right": "issue:44291", + "accept": false, + "reason": "Both relate to loading, but FSDP RAM-efficient loading and init_empty_weights/_is_hf_initialized are separate regressions." + }, + { + "left": "issue:43531", + "right": "issue:45042", + "accept": false, + "reason": "Completely different domains: Qwen3-MoE sliding window behavior versus PIL backend image processors requiring torchvision." + }, + { + "left": "issue:36010", + "right": "issue:36331", + "accept": false, + "reason": "ImportError for GenerationMixin and a CustomTrainer loss-signature TypeError are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43329", + "accept": false, + "reason": "Different areas: accelerate+deepspeed weight conversion for Qwen3 MOE versus undefined functions in multimodal video token counting." + }, + { + "left": "issue:43262", + "right": "issue:44811", + "accept": false, + "reason": "Both are audio processor issues, but one is apply_chat_template sampling-rate defaulting and the other is batch_decode skip_special_tokens being ignored." + }, + { + "left": "issue:44568", + "right": "issue:45356", + "accept": false, + "reason": "Both are tokenizer regressions, but they affect different models and different mechanisms (special tokens insertion vs codec/warning behavior)." + }, + { + "left": "issue:42490", + "right": "issue:43257", + "accept": false, + "reason": "A trailing-slash path warning is not the same bug as missing MOE weight conversion during accelerate+deepspeed loading." + }, + { + "left": "issue:43643", + "right": "issue:45759", + "accept": false, + "reason": "Both involve config handling, but one is missing fields with trust_remote_code and the other is unwrap logic for composite multimodal text_config." + }, + { + "left": "issue:43329", + "right": "issue:43450", + "accept": false, + "reason": "Both touch video processors, but one is a token-counting bug with undefined helpers and the other is batched-shape output from the processor." + }, + { + "left": "issue:43329", + "right": "issue:44479", + "accept": false, + "reason": "Related only at a very high level; the video-token helper bug is not clearly the same as the broader v5.3.0 video-input regression." + }, + { + "left": "issue:34567", + "right": "issue:40990", + "accept": false, + "reason": "TrainerState token counting and high perplexity on WikiText are unrelated issues." + }, + { + "left": "issue:44568", + "right": "issue:45488", + "accept": false, + "reason": "Both are tokenizer regressions in v5, but they affect different tokenizer implementations and distinct failure mechanisms." + }, + { + "left": "issue:43606", + "right": "issue:45859", + "accept": false, + "reason": "Both mention CPU offload, but one is a Bark device mismatch and the other is a Qwen3_5Moe rotary-embedding compatibility issue; not mergeable as one fix." + }, + { + "left": "issue:44849", + "right": "issue:45701", + "accept": false, + "reason": "Different symptoms: Qwen3.5 output_hidden_states regression versus a broad tokenization change across versions." + }, + { + "left": "issue:29159", + "right": "issue:34567", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency and TrainerState token counting are unrelated." + }, + { + "left": "issue:43697", + "right": "issue:45357", + "accept": false, + "reason": "Different model regressions: RTDetrV2 output differences versus Qwen3.5 visual-encoder key saving issues." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 18, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-410", + "nodes": [ + "issue:24643", + "issue:29159", + "issue:33357", + "issue:34567", + "issue:36010", + "issue:36331", + "issue:38175", + "issue:41720", + "issue:42175", + "issue:42915", + "issue:43257", + "issue:43317", + "issue:43404", + "issue:43452", + "issue:43493", + "issue:43540", + "issue:43577", + "issue:43582", + "issue:43646", + "issue:43696", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43906", + "issue:43927", + "issue:43931", + "issue:43994", + "issue:44062", + "issue:44291", + "issue:44479", + "issue:44560", + "issue:44737", + "issue:44821", + "issue:44898", + "issue:44912", + "issue:44987", + "issue:44991", + "issue:45042", + "issue:45072", + "issue:45081", + "issue:45137", + "issue:45381", + "issue:45405", + "issue:45538", + "issue:45588", + "issue:45823", + "issue:45907", + "issue:45987" + ], + "soft_pairs": [ + "issue:43257|issue:43931", + "issue:44291|issue:45042", + "issue:43452|issue:43582", + "issue:42915|issue:43742", + "issue:41720|issue:43540", + "issue:33357|issue:34567", + "issue:42915|issue:44821", + "issue:43927|issue:44912", + "issue:44987|issue:45538", + "issue:42915|issue:45538", + "issue:44479|issue:45381", + "issue:44987|issue:45907", + "issue:43540|issue:44479", + "issue:43317|issue:45538", + "issue:43540|issue:44560", + "issue:38175|issue:44898", + "issue:43577|issue:45072", + "issue:43404|issue:45987", + "issue:45137|issue:45405", + "issue:24643|issue:29159", + "issue:44737|issue:45588", + "issue:43742|issue:44291", + "issue:43257|issue:43756", + "issue:44062|issue:44991", + "issue:43540|issue:45823", + "issue:43257|issue:43696", + "issue:43906|issue:45381", + "issue:34567|issue:36331", + "issue:44062|issue:45081", + "issue:43493|issue:43994", + "issue:43646|issue:43749", + "issue:36010|issue:42175" + ], + "prepared_review_unit_hash": "081daf439202ab801a31cf93ff834ce6e23de1af0bbce07832772baef4bf5512", + "component_budget": { + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 32, + "serialized_chars": 37345, + "estimated_input_tokens": 9337, + "estimated_eval_tokens": 18930 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Mostly heterogeneous issue cluster with two plausible duplicate sub-pairs: Qwen2.5-VL video regression and SigLIP2 output discrepancy. The rest are distinct bugs spanning unrelated models, loading paths, tokenizer behavior, and runtime environments.", + "confidence": 0.57, + "canonical_issue_reason": "Issue 44479 is the best representative because it describes the broad v5.3.0 video-input regression across multiple Qwen VL variants, and it has a strong near-duplicate in 45381.", + "canonical_pr_reason": null, + "best_issue_reason": "Same reason as canonical: it is the broadest, clearest regression report in the cluster and best captures the shared Qwen video-input failure mode.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43257", + "right": "issue:43931", + "accept": false, + "reason": "Different problems: Qwen3 MoE weight conversion with accelerate+deepspeed vs Qwen3-VL weight-shape mismatch on load." + }, + { + "left": "issue:44291", + "right": "issue:45042", + "accept": false, + "reason": "Unrelated failures: init_empty_weights/_is_hf_initialized vs PIL image processors incorrectly requiring torchvision." + }, + { + "left": "issue:43452", + "right": "issue:43582", + "accept": false, + "reason": "GGUF tokenizer/model loading issue vs Apple Silicon caching_allocator_warmup TypeError; different code paths." + }, + { + "left": "issue:42915", + "right": "issue:43742", + "accept": false, + "reason": "Different bugs on different models: FineGrainedFP8Config for Qwen3Moe vs MobileLLM load key error." + }, + { + "left": "issue:41720", + "right": "issue:43540", + "accept": false, + "reason": "Qwen3 auto device-mapping CUDA assert and Qwen3OmniMoe video processing error are distinct failures." + }, + { + "left": "issue:33357", + "right": "issue:34567", + "accept": false, + "reason": "MacOS CLIP bus error and TrainerState token counter not updating are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:44821", + "accept": false, + "reason": "FP8 quantization failure vs AutoImageProcessor URL loading; no shared underlying bug." + }, + { + "left": "issue:43927", + "right": "issue:44912", + "accept": false, + "reason": "DiaConfig save/load token-ID loss is unrelated to MXFP4 quantization fallback." + }, + { + "left": "issue:44987", + "right": "issue:45538", + "accept": false, + "reason": "Model-loading regression vs CLIPTokenizer model_max_length behavior; different components." + }, + { + "left": "issue:42915", + "right": "issue:45538", + "accept": false, + "reason": "Qwen3Moe FP8 loading and CLIPTokenizer max length are unrelated." + }, + { + "left": "issue:44479", + "right": "issue:45381", + "accept": true, + "reason": "Both describe the same 5.3.0 Qwen video-input regression, with 45381 reading like a narrower repro of the same vision_position_ids bug." + }, + { + "left": "issue:44987", + "right": "issue:45907", + "accept": false, + "reason": "Model loading failure vs repo-file revision forwarding in a CI helper; unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44479", + "accept": false, + "reason": "Both involve video inputs, but they target different model families and different concrete failures." + }, + { + "left": "issue:43317", + "right": "issue:45538", + "accept": false, + "reason": "Dequantized-model offload/load failure is unrelated to CLIPTokenizer max_length." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Qwen3 MoE weight conversion bug and GPT-oss OOM are different issues." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "One is only a reproduction of issue 38071; the titles do not indicate the same Qwen2.5-VL regression." + }, + { + "left": "issue:38175", + "right": "issue:44898", + "accept": false, + "reason": "SigLIP2 zero probabilities and Perceiver non-default-resolution failure are unrelated model bugs." + }, + { + "left": "issue:43577", + "right": "issue:45072", + "accept": false, + "reason": "Different dtype/mismatch issues in different models: Blip2 vs SwitchTransformers/TimmWrapperModel." + }, + { + "left": "issue:43404", + "right": "issue:45987", + "accept": false, + "reason": "Mistral3 lm_head tying bug vs StaticCache sequence-length contract issue; unrelated." + }, + { + "left": "issue:45137", + "right": "issue:45405", + "accept": false, + "reason": "DeepSpeed ZeRO3 deque error is unrelated to a PEFT version bump." + }, + { + "left": "issue:24643", + "right": "issue:29159", + "accept": false, + "reason": "DeepSpeed training RuntimeError and tokenizer inconsistency are unrelated." + }, + { + "left": "issue:44737", + "right": "issue:45588", + "accept": false, + "reason": "XLNet CPU arange bug and flash-attention sink-less crash are different code paths." + }, + { + "left": "issue:43742", + "right": "issue:44291", + "accept": false, + "reason": "MobileLLM load key error and init_empty_weights unexpected-arg error are distinct loading bugs." + }, + { + "left": "issue:43257", + "right": "issue:43756", + "accept": false, + "reason": "Qwen3 MoE weight conversion and Smollm3 RoPE-layer count mismatch are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading failures, but the symptoms and implicated code paths are too different to treat as the same bug." + }, + { + "left": "issue:43540", + "right": "issue:45823", + "accept": false, + "reason": "Qwen3OmniMoe video processing and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:43257", + "right": "issue:43696", + "accept": false, + "reason": "Weight-conversion bug vs CUDA OOM; not the same underlying issue." + }, + { + "left": "issue:43906", + "right": "issue:45381", + "accept": false, + "reason": "No direct evidence they share the same root cause beyond both mentioning video-related behavior." + }, + { + "left": "issue:34567", + "right": "issue:36331", + "accept": false, + "reason": "TrainerState token tracking and custom compute_loss signature mismatch are unrelated." + }, + { + "left": "issue:44062", + "right": "issue:45081", + "accept": false, + "reason": "AddedToken special-argument collision and Mistral regex/backend_tokenizer crash are different tokenizer failures." + }, + { + "left": "issue:43493", + "right": "issue:43994", + "accept": true, + "reason": "Both point to the same SigLIP2 base model behaving incorrectly; 43994 reads like the user-facing manifestation of the implementation discrepancy in 43493." + }, + { + "left": "issue:43646", + "right": "issue:43749", + "accept": false, + "reason": "Custom model initialization breakage in v5 and FSDP CPU RAM-efficient loading are different regressions." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative overall. The two accepted near-duplicates are both supported by the titles: the Qwen video-input regression pair shares the same v5.3.0 / vision_position_ids failure mode, and the SigLIP2 pair shares the same model family with a plausible implementation-vs-pipeline manifestation. The remaining soft-edge rejections are mostly well-justified by clearly different model families or code paths." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 19, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-410", + "nodes": [ + "issue:28282", + "issue:29127", + "issue:34689", + "issue:41762", + "issue:42175", + "issue:43295", + "issue:43452", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43582", + "issue:43643", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43782", + "issue:43824", + "issue:44291", + "issue:44484", + "issue:44488", + "issue:44514", + "issue:44589", + "issue:44625", + "issue:44704", + "issue:44756", + "issue:44792", + "issue:44821", + "issue:44843", + "issue:44877", + "issue:44898", + "issue:44936", + "issue:44938", + "issue:44964", + "issue:45042", + "issue:45081", + "issue:45216", + "issue:45290", + "issue:45325", + "issue:45356", + "issue:45357", + "issue:45375", + "issue:45381", + "issue:45405", + "issue:45479", + "issue:45600", + "issue:45920" + ], + "soft_pairs": [ + "issue:43749|issue:44756", + "issue:42175|issue:43824", + "issue:44291|issue:44821", + "issue:45357|issue:45920", + "issue:44792|issue:44964", + "issue:43452|issue:44488", + "issue:43643|issue:45375", + "issue:45042|issue:45081", + "issue:28282|issue:34689", + "issue:43742|issue:44589", + "issue:43526|issue:45479", + "issue:43756|issue:45325", + "issue:45405|issue:45600", + "issue:43531|issue:44821", + "issue:43697|issue:45216", + "issue:28282|issue:29127", + "issue:43720|issue:44898", + "issue:44514|issue:45381", + "issue:43582|issue:43782", + "issue:41762|issue:44936", + "issue:44484|issue:44704", + "issue:42175|issue:44938", + "issue:44625|issue:44877", + "issue:43452|issue:43577", + "issue:43452|issue:44843", + "issue:44514|issue:45290", + "issue:43295|issue:45356" + ], + "prepared_review_unit_hash": "45f6eb0ea5486d24d232efcfb74c199a75952a4e6f1712579fd7c2471dad49d3", + "component_budget": { + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36227, + "estimated_input_tokens": 9057, + "estimated_eval_tokens": 18370 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is loose and mostly heterogeneous: the items are all Transformers issues, but they span unrelated bugs in loading, tokenization, configs, vision models, and packaging. None of the soft edges look like true duplicates; they only share broad surface area.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 45920 is the best single representative only because it is the broadest active regression here: it describes a tokenizer-wide failure across multiple model families, whereas the other issues are narrower and more model-specific.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 45920 is the most suitable global issue anchor for this cluster because it captures a widespread, user-facing tokenizer regression and is still open; however, it should be treated as a representative, not evidence that the cluster is truly duplicate-heavy.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43749", + "right": "issue:44756", + "accept": false, + "reason": "Both are loading/memory related, but one is about FSDP CPU RAM-efficient loading and the other is disabling mmap on Strix Halo to avoid OOM; different failure modes and fixes." + }, + { + "left": "issue:42175", + "right": "issue:43824", + "accept": false, + "reason": "Packaging/backend omission vs missing exported class import; they involve different subsystems and root causes." + }, + { + "left": "issue:44291", + "right": "issue:44821", + "accept": false, + "reason": "`init_empty_weights` type error is a model-loading API regression, while the other is loading an image processor from a URL; not the same bug." + }, + { + "left": "issue:45357", + "right": "issue:45920", + "accept": false, + "reason": "One is a Qwen3.5 save_pretrained key-mapping regression; the other is a tokenizer ID regression across many models. Different code paths." + }, + { + "left": "issue:44792", + "right": "issue:44964", + "accept": false, + "reason": "Different models and different failures: a janus test regression versus inability to load Phi-4 multimodal instruct." + }, + { + "left": "issue:43452", + "right": "issue:44488", + "accept": false, + "reason": "Both are model-loading complaints, but one is specifically about gguf_file handling for AutoTokenizer/AutoModelForCausalLM, while the other is a model-specific load failure for cjvt/sleng-bert." + }, + { + "left": "issue:43643", + "right": "issue:45375", + "accept": false, + "reason": "Both mention config fields, but one is a trust_remote_code/from_pretrained field-loss issue and the other is a strict config dropping a specific Qwen3_5MoeVision field." + }, + { + "left": "issue:45042", + "right": "issue:45081", + "accept": false, + "reason": "Image processor torchvision requirements and Mistral regex patch crashes are unrelated bugs in different parts of the stack." + }, + { + "left": "issue:28282", + "right": "issue:34689", + "accept": false, + "reason": "Generic PyTorch import error vs Llama 3.2 vision model-loading breakage in a specific release; not the same underlying issue." + }, + { + "left": "issue:43742", + "right": "issue:44589", + "accept": false, + "reason": "KeyError while loading a model and missing Float8 storage object are distinct load-time failures with different causes." + }, + { + "left": "issue:43526", + "right": "issue:45479", + "accept": false, + "reason": "One is a processor label-reduction bug; the other is a training loss bug for single-label classification. Same broad area, different bug." + }, + { + "left": "issue:43756", + "right": "issue:45325", + "accept": false, + "reason": "Both concern vision/position encoding, but they are different models and different mistakes: RoPE layer dropping vs incorrect temporal position scaling." + }, + { + "left": "issue:45405", + "right": "issue:45600", + "accept": false, + "reason": "One is an unreleased dependency version bump; the other is stale auto_mappings references. Different maintenance issues." + }, + { + "left": "issue:43531", + "right": "issue:44821", + "accept": false, + "reason": "Sliding-window behavior in Qwen3-MoE and AutoImageProcessor URL loading are unrelated bugs." + }, + { + "left": "issue:43697", + "right": "issue:45216", + "accept": false, + "reason": "RTDetrV2 output drift in v5 and Qwen3.5 save_pretrained corruption are different model regressions with different code paths." + }, + { + "left": "issue:28282", + "right": "issue:29127", + "accept": false, + "reason": "PyTorch missing ImportError and unclear LayoutLMv3 box-validation messaging are not the same bug." + }, + { + "left": "issue:43720", + "right": "issue:44898", + "accept": false, + "reason": "BitNet packed-weight loading and Perceiver interpolation failure involve different models and different loading logic." + }, + { + "left": "issue:44514", + "right": "issue:45381", + "accept": false, + "reason": "Batched chat-template padding crash vs Qwen2.5-VL video position-id bug; both are chat/vision adjacent but not the same defect." + }, + { + "left": "issue:43582", + "right": "issue:43782", + "accept": false, + "reason": "Apple Silicon caching_allocator_warmup TypeError and Qwen3VL weight_only load error are unrelated." + }, + { + "left": "issue:41762", + "right": "issue:44936", + "accept": false, + "reason": "DeepSpeed ZeRO-3 loading failure and trainer.evaluate-after-train failure do not share the same root cause." + }, + { + "left": "issue:44484", + "right": "issue:44704", + "accept": false, + "reason": "`max_shard_size` documentation/behavior question and AutoProcessor kwargs forwarding bug are different issues." + }, + { + "left": "issue:42175", + "right": "issue:44938", + "accept": false, + "reason": "Torch extra backend packaging problem vs Python 3.14 load failure; different environments and causes." + }, + { + "left": "issue:44625", + "right": "issue:44877", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and strict config blocking granite_speech are both config-related but not the same underlying bug." + }, + { + "left": "issue:43452", + "right": "issue:43577", + "accept": false, + "reason": "gguf_file support breaks loading, while the BLIP-2 issue is dtype propagation; different subsystems." + }, + { + "left": "issue:43452", + "right": "issue:44843", + "accept": false, + "reason": "Model loading with gguf_file is unrelated to the offline model_info call in `_patch_mistral_regex`." + }, + { + "left": "issue:44514", + "right": "issue:45290", + "accept": false, + "reason": "Both touch `apply_chat_template`, but one is a batched-padding crash and the other is a tool-call/no-content assistant-message crash; separate failure modes." + }, + { + "left": "issue:43295", + "right": "issue:45356", + "accept": false, + "reason": "A regression in processor/tokenizer access with image inputs is unrelated to Kimi-K2.5 codec handling and the Mistral-regex warning." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 20, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-410", + "nodes": [ + "issue:24643", + "issue:28282", + "issue:29127", + "issue:29159", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:35141", + "issue:38175", + "issue:41720", + "issue:43122", + "issue:43295", + "issue:43504", + "issue:43531", + "issue:43550", + "issue:43577", + "issue:43643", + "issue:43653", + "issue:43688", + "issue:43697", + "issue:43720", + "issue:43742", + "issue:43819", + "issue:43906", + "issue:43927", + "issue:44361", + "issue:44442", + "issue:44464", + "issue:44466", + "issue:44493", + "issue:44561", + "issue:44568", + "issue:44610", + "issue:44743", + "issue:44811", + "issue:44843", + "issue:44936", + "issue:44977", + "issue:44991", + "issue:45005", + "issue:45440", + "issue:45491", + "issue:45588", + "issue:45823", + "issue:46002", + "issue:46050" + ], + "soft_pairs": [ + "issue:44466|issue:45005", + "issue:24643|issue:29127", + "issue:43819|issue:44811", + "issue:44936|issue:45823", + "issue:30064|issue:33666", + "issue:38175|issue:43295", + "issue:43653|issue:44361", + "issue:44361|issue:44442", + "issue:43653|issue:44568", + "issue:43577|issue:43697", + "issue:44843|issue:44991", + "issue:44464|issue:44743", + "issue:43643|issue:44561", + "issue:41720|issue:43906", + "issue:44493|issue:46050", + "issue:29159|issue:33357", + "issue:45491|issue:46002", + "issue:43531|issue:43742", + "issue:43653|issue:43927", + "issue:44464|issue:44977", + "issue:43550|issue:43927", + "issue:43688|issue:45440", + "issue:43577|issue:45588", + "issue:43550|issue:44361", + "issue:32090|issue:34567", + "issue:43504|issue:43720", + "issue:43504|issue:43550", + "issue:43504|issue:44610", + "issue:44466|issue:46050", + "issue:28282|issue:35141", + "issue:43122|issue:43906" + ], + "prepared_review_unit_hash": "777a0e146fe27a4fbd8831ee590331fc21c4cf6032d8e84b13aef3408257f08d", + "component_budget": { + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37100, + "estimated_input_tokens": 9275, + "estimated_eval_tokens": 18806 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is highly heterogeneous; the soft-similarity pairs mostly share only broad subsystem keywords (tokenizers, generation, loading, MoE, etc.) rather than the same concrete bug. I would not merge any of the proposed pairs as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": "Issue 45005 is the clearest representative of the closest theme in this set: a concrete v5 tied-weights regression with a broader scope that can subsume related tied-weight reports.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44466 is the most concrete, reproducible report in the tied-weights group and has the clearest symptom description for triage.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44466", + "right": "issue:45005", + "accept": false, + "reason": "Related to tied weights in v5, but one is a serialization/device-dependent symptom and the other is a broader translation-model report; not the same concrete bug." + }, + { + "left": "issue:24643", + "right": "issue:29127", + "accept": false, + "reason": "Completely different areas: DeepSpeed training/runtime error vs LayoutLMv3 box-validation messaging." + }, + { + "left": "issue:43819", + "right": "issue:44811", + "accept": false, + "reason": "Different models and failures: DAC latent conversion mismatch vs Whisper batch_decode skipping special tokens." + }, + { + "left": "issue:44936", + "right": "issue:45823", + "accept": false, + "reason": "Unrelated Trainer lifecycle failure vs Gemma4 device-map mismatch during forward." + }, + { + "left": "issue:30064", + "right": "issue:33666", + "accept": false, + "reason": "Different domains: segmentation-map processing vs Qwen2-VL multi-GPU training." + }, + { + "left": "issue:38175", + "right": "issue:43295", + "accept": false, + "reason": "Unrelated symptom classes: zero probabilities in SigLIP2 vs processor/tokenizer regression in v5.7.5." + }, + { + "left": "issue:43653", + "right": "issue:44361", + "accept": false, + "reason": "Both are tokenizer bugs, but they affect different tokenizers and different failure modes." + }, + { + "left": "issue:44361", + "right": "issue:44442", + "accept": false, + "reason": "Different tokenizer implementations and errors; no shared code-path bug is evident." + }, + { + "left": "issue:43653", + "right": "issue:44568", + "accept": false, + "reason": "Both mention special tokens, but one is BigBird mask-token registration and the other is mDeBERTa BOS/EOS insertion; not the same bug." + }, + { + "left": "issue:43577", + "right": "issue:43697", + "accept": false, + "reason": "Different problems: Blip2 dtype loading vs RTDetrV2 output drift across v5." + }, + { + "left": "issue:44843", + "right": "issue:44991", + "accept": false, + "reason": "Both are tokenizer-loading regressions, but the root causes and affected models differ." + }, + { + "left": "issue:44464", + "right": "issue:44743", + "accept": false, + "reason": "Both involve generation/caching, but one is compiled chunked generation and the other is recurrent state reset in a specific modular model." + }, + { + "left": "issue:43643", + "right": "issue:44561", + "accept": false, + "reason": "Both touch trust_remote_code, but missing config fields and removal of is_torch_fx_available are different failures." + }, + { + "left": "issue:41720", + "right": "issue:43906", + "accept": false, + "reason": "The second item is only an isolated reproduction reference, and the underlying bug is not clearly the same as the Qwen3 device-mapping crash." + }, + { + "left": "issue:44493", + "right": "issue:46050", + "accept": false, + "reason": "Different serialization/loading issues with different symptoms: unexpected position-id keys vs quantized-model save/load breakage." + }, + { + "left": "issue:29159", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer inconsistency vs a MacOS bus error in a CLIP model; not the same bug." + }, + { + "left": "issue:45491", + "right": "issue:46002", + "accept": false, + "reason": "Both mention NaNs, but they arise in different models and different parts of the pipeline." + }, + { + "left": "issue:43531", + "right": "issue:43742", + "accept": false, + "reason": "Unrelated: Qwen3-MoE sliding-window behavior vs MobileLLM loading key error." + }, + { + "left": "issue:43653", + "right": "issue:43927", + "accept": false, + "reason": "Both are token-related regressions, but one is a tokenizer special-token registration issue and the other is config save/load losing custom IDs." + }, + { + "left": "issue:44464", + "right": "issue:44977", + "accept": false, + "reason": "Both concern generation, but the concrete failures differ: compiled chunked generation vs flash-attention behavior in Qwen3.5." + }, + { + "left": "issue:43550", + "right": "issue:43927", + "accept": false, + "reason": "Torch.compile/SDPA bug is unrelated to DiaConfig save/load token-ID loss." + }, + { + "left": "issue:43688", + "right": "issue:45440", + "accept": false, + "reason": "Both involve MoE models, but one is auxiliary-loss normalization and the other is a broader remote-vs-native divergence report." + }, + { + "left": "issue:43577", + "right": "issue:45588", + "accept": false, + "reason": "Different code paths: Blip2 dtype loading vs flash_attention integration crashing on sink-less models." + }, + { + "left": "issue:43550", + "right": "issue:44361", + "accept": false, + "reason": "Completely unrelated failures: torch.compile with SDPA vs tokenizer AttributeError." + }, + { + "left": "issue:32090", + "right": "issue:34567", + "accept": false, + "reason": "Trainer broadcast TypeError and TrainerState token counter not updating are separate issues." + }, + { + "left": "issue:43504", + "right": "issue:43720", + "accept": false, + "reason": "Both are load-time bugs, but they affect different models and different mechanisms (legacy field vs packed-weight unpacking)." + }, + { + "left": "issue:43504", + "right": "issue:43550", + "accept": false, + "reason": "Different model families and failure modes; no shared concrete bug." + }, + { + "left": "issue:43504", + "right": "issue:44610", + "accept": false, + "reason": "Beit semantic-segmentation preset loading and OmDet-Turbo processor size mismatch are unrelated." + }, + { + "left": "issue:44466", + "right": "issue:46050", + "accept": false, + "reason": "Both involve save/load or serialization, but the specific tied-weight/device regression is not the same as sinq quantization breakage." + }, + { + "left": "issue:28282", + "right": "issue:35141", + "accept": false, + "reason": "ImportError for missing PyTorch and embedding reinitialization after resize are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:43906", + "accept": false, + "reason": "The second item is a reproduction of another issue, but there is no evidence it is the same tokenization regression as 4.57.3-to-5.0 drift." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 21, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-410", + "nodes": [ + "issue:28282", + "issue:32090", + "issue:33357", + "issue:33666", + "issue:36010", + "issue:36331", + "issue:39692", + "issue:41720", + "issue:43262", + "issue:43295", + "issue:43334", + "issue:43452", + "issue:43493", + "issue:43525", + "issue:43540", + "issue:43572", + "issue:43577", + "issue:43606", + "issue:43688", + "issue:43720", + "issue:43742", + "issue:43749", + "issue:43756", + "issue:43825", + "issue:43927", + "issue:44361", + "issue:44451", + "issue:44464", + "issue:44479", + "issue:44488", + "issue:44554", + "issue:44568", + "issue:44625", + "issue:44821", + "issue:44843", + "issue:44849", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45083", + "issue:45357", + "issue:45405", + "issue:45704", + "issue:45803", + "issue:45812", + "issue:45823", + "issue:45987", + "issue:46050" + ], + "soft_pairs": [ + "issue:43742|issue:44821", + "issue:32090|issue:33666", + "issue:43452|issue:44451", + "issue:41720|issue:44464", + "issue:45823|issue:46050", + "issue:33666|issue:36010", + "issue:43493|issue:43825", + "issue:44849|issue:45357", + "issue:43606|issue:43927", + "issue:43525|issue:43572", + "issue:43720|issue:43927", + "issue:43756|issue:44913", + "issue:43262|issue:43295", + "issue:28282|issue:33357", + "issue:43688|issue:43749", + "issue:44568|issue:45812", + "issue:28282|issue:32090", + "issue:43720|issue:44361", + "issue:33666|issue:36331", + "issue:39692|issue:43493", + "issue:43577|issue:44554", + "issue:44964|issue:45405", + "issue:43540|issue:44977", + "issue:44479|issue:44625", + "issue:43688|issue:45704", + "issue:45803|issue:45987", + "issue:43334|issue:43572", + "issue:43756|issue:45083", + "issue:44488|issue:44843" + ], + "prepared_review_unit_hash": "e9e8cc9eb70871f9eaafc825df502399b82fee21d0cc8be1348f50578efd800a", + "component_budget": { + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36557, + "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 loose collection of unrelated Transformers bugs/regressions around loading, tokenizers, configs, and multimodal model behavior. The soft pairs share broad themes but not the same concrete failure mode, code path, or fix.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 45812 is the strongest anchor for the cluster: it describes a broad, well-reproduced tokenizer regression affecting all Granite models, with clear impact and multiple references.", + "canonical_pr_reason": null, + "best_issue_reason": "45812 is the most actionable and high-signal issue here: broad blast radius, specific symptoms, and a concrete regression narrative. If one issue should represent the set, this is the best choice.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43742", + "right": "issue:44821", + "accept": false, + "reason": "Both are loading failures, but one is a key error for MobileLLM and the other is an AutoImageProcessor-from-URL issue; different code paths and root causes." + }, + { + "left": "issue:32090", + "right": "issue:33666", + "accept": false, + "reason": "Both mention multi-GPU/training, but one is a Trainer broadcast NoneType error and the other is a Qwen2-VL training request; not the same bug." + }, + { + "left": "issue:43452", + "right": "issue:44451", + "accept": false, + "reason": "Both are model-loading complaints, but the affected APIs/models and failure modes differ; no evidence of a shared underlying defect." + }, + { + "left": "issue:41720", + "right": "issue:44464", + "accept": false, + "reason": "One is a device-map/cuda assert on Qwen3, the other is inconsistent outputs with compiled forward during chunked generation; unrelated code paths." + }, + { + "left": "issue:45823", + "right": "issue:46050", + "accept": false, + "reason": "Both involve model loading/forward behavior, but one is a device mismatch in Gemma4 and the other is sinq save/load quantization breakage; distinct bugs." + }, + { + "left": "issue:33666", + "right": "issue:36010", + "accept": false, + "reason": "A multi-GPU training issue and an import error for GenerationMixin are not the same failure." + }, + { + "left": "issue:43493", + "right": "issue:43825", + "accept": false, + "reason": "One is a SigLIP2 implementation discrepancy and the other is an inaccurate pipeline error message; same area only at a very broad level." + }, + { + "left": "issue:44849", + "right": "issue:45357", + "accept": false, + "reason": "Both are Qwen3.5 regressions, but one affects output_hidden_states and the other save_pretrained visual encoder keys; different bugs." + }, + { + "left": "issue:43606", + "right": "issue:43927", + "accept": false, + "reason": "A CPU offload device mismatch and a DiaConfig token-id persistence bug are unrelated." + }, + { + "left": "issue:43525", + "right": "issue:43572", + "accept": false, + "reason": "Both concern missing pad-token fields after v5, but they hit different configs/models and different attribute names; too broad to treat as the same bug." + }, + { + "left": "issue:43720", + "right": "issue:43927", + "accept": false, + "reason": "BitNet accelerate-loading unpacking and DiaConfig token-id persistence do not share the same root cause." + }, + { + "left": "issue:43756", + "right": "issue:44913", + "accept": false, + "reason": "Both mention RoPE-related config behavior, but one is a Smollm3 layer-drop issue and the other is GPTNeoX rotary_pct reload behavior; distinct defects." + }, + { + "left": "issue:43262", + "right": "issue:43295", + "accept": false, + "reason": "One is an audio sampling-rate default mismatch, the other is a processor.tokenizer regression; different processor behaviors." + }, + { + "left": "issue:28282", + "right": "issue:33357", + "accept": false, + "reason": "An ImportError for missing PyTorch and a MacOS bus error with CLIP are unrelated environment/runtime failures." + }, + { + "left": "issue:43688", + "right": "issue:43749", + "accept": false, + "reason": "Aux-loss normalization and FSDP CPU RAM efficient loading are different training/runtime issues." + }, + { + "left": "issue:44568", + "right": "issue:45812", + "accept": false, + "reason": "Both are tokenizer regressions, but one is about add_special_tokens on a specific tokenizer while the other is wrong token IDs across Granite models; not the same change or code path." + }, + { + "left": "issue:28282", + "right": "issue:32090", + "accept": false, + "reason": "Missing PyTorch at import time and a Trainer _gpu_broadcast_one NoneType error are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44361", + "accept": false, + "reason": "Packed-weight unpacking during loading and a tokenizer AttributeError on tasks are not the same bug." + }, + { + "left": "issue:33666", + "right": "issue:36331", + "accept": false, + "reason": "Multi-GPU training for Qwen2-VL and an unexpected num_items_in_batch argument in CustomTrainer are separate Trainer-related issues." + }, + { + "left": "issue:39692", + "right": "issue:43493", + "accept": false, + "reason": "A SigLIP2 documentation/example error and a model-vs-JAX implementation discrepancy are different kinds of bugs." + }, + { + "left": "issue:43577", + "right": "issue:44554", + "accept": false, + "reason": "One is a dtype propagation issue in Blip2 loading; the other is an MPS attention correctness problem. No shared code-path evidence." + }, + { + "left": "issue:44964", + "right": "issue:45405", + "accept": false, + "reason": "Model loading failure and a dependency version bump issue are unrelated." + }, + { + "left": "issue:43540", + "right": "issue:44977", + "accept": false, + "reason": "Both are Qwen-family inference bugs, but one is video input handling in Qwen3OmniMoe and the other is flash-attention generation in Qwen3.5; different failure modes." + }, + { + "left": "issue:44479", + "right": "issue:44625", + "accept": false, + "reason": "A multimodal video-input regression and a num_labels propagation bug are unrelated." + }, + { + "left": "issue:43688", + "right": "issue:45704", + "accept": false, + "reason": "Aux-loss normalization and an apex RMSNorm memory leak are different model/component issues." + }, + { + "left": "issue:45803", + "right": "issue:45987", + "accept": false, + "reason": "Swallowing KeyboardInterrupt in Fuyu tensor conversion and StaticCache.get_seq_length returning the wrong type are unrelated." + }, + { + "left": "issue:43334", + "right": "issue:43572", + "accept": false, + "reason": "Both are missing pad-token-related config attributes, but they affect different model families and different attribute names; not enough to merge." + }, + { + "left": "issue:43756", + "right": "issue:45083", + "accept": false, + "reason": "Both are qwen3_omni_moe-related, but one is a RoPE-layer count bug and the other is a helper function length-calculation issue; different defects." + }, + { + "left": "issue:44488", + "right": "issue:44843", + "accept": false, + "reason": "A model load failure for sleng-bert and an offline-mode breakage in _patch_mistral_regex are unrelated 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": 1, + "component_count": 17, + "review_unit_index": 22, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-410", + "nodes": [ + "issue:28218", + "issue:29942", + "issue:30333", + "issue:33357", + "issue:33666", + "issue:34567", + "issue:39692", + "issue:43257", + "issue:43278", + "issue:43295", + "issue:43299", + "issue:43334", + "issue:43493", + "issue:43504", + "issue:43572", + "issue:43575", + "issue:43606", + "issue:43646", + "issue:43653", + "issue:43688", + "issue:43824", + "issue:43844", + "issue:43927", + "issue:43994", + "issue:44112", + "issue:44291", + "issue:44361", + "issue:44423", + "issue:44464", + "issue:44466", + "issue:44493", + "issue:44521", + "issue:44589", + "issue:44625", + "issue:44734", + "issue:44792", + "issue:44964", + "issue:45200", + "issue:45229", + "issue:45290", + "issue:45405", + "issue:45520", + "issue:45584", + "issue:45588", + "issue:45701", + "issue:45759", + "issue:45823", + "issue:46050" + ], + "soft_pairs": [ + "issue:45200|issue:45229", + "issue:43493|issue:43844", + "issue:43334|issue:45759", + "issue:43824|issue:44589", + "issue:39692|issue:43295", + "issue:43257|issue:43299", + "issue:43646|issue:44466", + "issue:45229|issue:45823", + "issue:43572|issue:44291", + "issue:43278|issue:43844", + "issue:43504|issue:43606", + "issue:44589|issue:45520", + "issue:43688|issue:45701", + "issue:33357|issue:33666", + "issue:43927|issue:44361", + "issue:43504|issue:43653", + "issue:44423|issue:44734", + "issue:43606|issue:44112", + "issue:43575|issue:45405", + "issue:44792|issue:45405", + "issue:44625|issue:45759", + "issue:43994|issue:44493", + "issue:45588|issue:46050", + "issue:29942|issue:30333", + "issue:44464|issue:45584", + "issue:44521|issue:45290", + "issue:43844|issue:44964", + "issue:28218|issue:34567" + ], + "prepared_review_unit_hash": "263144f3c370052589de3f62aced61d8d80fef6319f882990c5bed802d0853d4", + "component_budget": { + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36181, + "estimated_input_tokens": 9046, + "estimated_eval_tokens": 18348 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is highly heterogeneous: the paired items only share broad surface themes like tokenization, multimodal models, or loading regressions, but they describe different concrete failures and code paths. I would not merge any of the soft-edge pairs as duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "No true duplicate cluster is present; if a representative is needed, #45701 is the broadest and most central open tokenizer-regression report, but it should not be treated as a duplicate of the others.", + "canonical_pr_reason": null, + "best_issue_reason": "Best overall representative for triage: #45701 is open, relatively high-activity, and broad enough to anchor the mostly tokenizer-related noise in this cluster.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45200", + "right": "issue:45229", + "accept": false, + "reason": "Different bugs: one is a Gemma 4 token-type default issue, the other is a multi-GPU OOM report." + }, + { + "left": "issue:43493", + "right": "issue:43844", + "accept": false, + "reason": "Different subsystems and failures: SigLIP2 implementation mismatch vs. DeepSpeed/ZeRO-3 gradient scaling." + }, + { + "left": "issue:43334", + "right": "issue:45759", + "accept": false, + "reason": "Both involve Qwen multimodal configs, but the concrete problems differ: missing pad_token_id vs. unwrapping text_config in from_config." + }, + { + "left": "issue:43824", + "right": "issue:44589", + "accept": false, + "reason": "Unrelated errors: an import failure for Qwen2.5-VL versus a Float8 storage lookup error." + }, + { + "left": "issue:39692", + "right": "issue:43295", + "accept": false, + "reason": "Both touch multimodal/processor usage, but one is a SigLIP2 doc example issue and the other is a regression in custom code using processor.tokenizer." + }, + { + "left": "issue:43257", + "right": "issue:43299", + "accept": false, + "reason": "Same model family, different bug: accelerate+deepspeed conversion failure vs. Qwen3VL MoE loading regression." + }, + { + "left": "issue:43646", + "right": "issue:44466", + "accept": false, + "reason": "Different code paths: custom model initialization breakage vs. device-dependent serialization of tied weights." + }, + { + "left": "issue:45229", + "right": "issue:45823", + "accept": false, + "reason": "Both are Gemma4-related, but one is CUDA OOM and the other is a device-mismatch during forward." + }, + { + "left": "issue:43572", + "right": "issue:44291", + "accept": false, + "reason": "Both are loading/API regressions, but they are separate failures: missing StableLmConfig field vs. unexpected _is_hf_initialized argument." + }, + { + "left": "issue:43278", + "right": "issue:43844", + "accept": false, + "reason": "Different problems: evaluation dtype drift vs. gradient explosion under ZeRO-3." + }, + { + "left": "issue:43504", + "right": "issue:43606", + "accept": false, + "reason": "Completely different issues: legacy config field loading for Beit vs. Bark CPU offload device mismatch." + }, + { + "left": "issue:44589", + "right": "issue:45520", + "accept": false, + "reason": "Different failures: missing Float8 storage type vs. Python 3.13 flash_attn import key error." + }, + { + "left": "issue:43688", + "right": "issue:45701", + "accept": false, + "reason": "Different topics: auxiliary-loss normalization in MoE models vs. a broad tokenization regression report." + }, + { + "left": "issue:33357", + "right": "issue:33666", + "accept": false, + "reason": "Unrelated model/runtime bugs: MacOS bus error in CLIP vs. Qwen2-VL multi-GPU training." + }, + { + "left": "issue:43927", + "right": "issue:44361", + "accept": false, + "reason": "Different tokenizer/config bugs: lost DiaConfig token IDs after save/load vs. MLukeTokenizer AttributeError on tasks." + }, + { + "left": "issue:43504", + "right": "issue:43653", + "accept": false, + "reason": "No shared underlying defect: Beit legacy-field loading vs. BigBirdTokenizer special-token registration." + }, + { + "left": "issue:44423", + "right": "issue:44734", + "accept": false, + "reason": "Both are server-side crashes, but the failing paths differ: continuous batching multimodal input handling vs. KV-cache continuation indexing." + }, + { + "left": "issue:43606", + "right": "issue:44112", + "accept": false, + "reason": "One is a real runtime device mismatch bug; the other is a stale CI test failure in GraniteSpeech." + }, + { + "left": "issue:43575", + "right": "issue:45405", + "accept": false, + "reason": "Different concerns: tensor-parallel OOM on a Qwen model vs. an unreleased PEFT version bump." + }, + { + "left": "issue:44792", + "right": "issue:45405", + "accept": false, + "reason": "Unrelated: a Janus image-generation test failure versus dependency versioning for PEFT." + }, + { + "left": "issue:44625", + "right": "issue:45759", + "accept": false, + "reason": "Related Qwen multimodal config area, but not the same bug: num_labels propagation vs. text_config unwrapping." + }, + { + "left": "issue:43994", + "right": "issue:44493", + "accept": false, + "reason": "Different model issues: SigLIP2 pipeline quality regression vs. unexpected key warnings around position ids." + }, + { + "left": "issue:45588", + "right": "issue:46050", + "accept": false, + "reason": "Different defects: flash_attention sink-less s_aux handling vs. sinq quantization save/load breakage." + }, + { + "left": "issue:29942", + "right": "issue:30333", + "accept": false, + "reason": "No overlap beyond being general test/runtime failures: Flash Attention 2 CI vs. MLflow reporting after training failure." + }, + { + "left": "issue:44464", + "right": "issue:45584", + "accept": false, + "reason": "Both are generation-related, but the concrete bugs are unrelated: compiled-forward chunked generation vs. empty-transcription whisper handling." + }, + { + "left": "issue:44521", + "right": "issue:45290", + "accept": false, + "reason": "Both involve apply_chat_template, but one is all-zero assistant masks for multimodal input and the other is a crash on tool-call assistant messages with no content." + }, + { + "left": "issue:43844", + "right": "issue:44964", + "accept": false, + "reason": "Different multimodal/model-loading failures: DeepSpeed gradient anomaly vs. inability to load Phi-4 multimodal." + }, + { + "left": "issue:28218", + "right": "issue:34567", + "accept": false, + "reason": "Completely unrelated: tokenizer spacing after added tokens vs. TrainerState token-count tracking." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 23, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-410", + "nodes": [ + "issue:15354", + "issue:28218", + "issue:29159", + "issue:32090", + "issue:33357", + "issue:37428", + "issue:38175", + "issue:42490", + "issue:42915", + "issue:43232", + "issue:43278", + "issue:43295", + "issue:43334", + "issue:43450", + "issue:43493", + "issue:43525", + "issue:43540", + "issue:43550", + "issue:43572", + "issue:43582", + "issue:43688", + "issue:43696", + "issue:43701", + "issue:43824", + "issue:43844", + "issue:43873", + "issue:43957", + "issue:43975", + "issue:44315", + "issue:44466", + "issue:44554", + "issue:44610", + "issue:44849", + "issue:44898", + "issue:44977", + "issue:44987", + "issue:45072", + "issue:45084", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45325", + "issue:45356", + "issue:45412", + "issue:45446", + "issue:45520", + "issue:45823", + "issue:46050" + ], + "soft_pairs": [ + "issue:44554|issue:45446", + "issue:43688|issue:43873", + "issue:45084|issue:45520", + "issue:29159|issue:32090", + "issue:43540|issue:45200", + "issue:43582|issue:44977", + "issue:15354|issue:38175", + "issue:43232|issue:44849", + "issue:45200|issue:45823", + "issue:45072|issue:45198", + "issue:43873|issue:46050", + "issue:43278|issue:43701", + "issue:44315|issue:44849", + "issue:28218|issue:33357", + "issue:43295|issue:44610", + "issue:44554|issue:45356", + "issue:44898|issue:45412", + "issue:43572|issue:44987", + "issue:43493|issue:43701", + "issue:43572|issue:43957", + "issue:44466|issue:45127", + "issue:45200|issue:45325", + "issue:37428|issue:43957", + "issue:43295|issue:43450", + "issue:43550|issue:43844", + "issue:43334|issue:43525", + "issue:43295|issue:43873", + "issue:43824|issue:43975", + "issue:38175|issue:45412", + "issue:42490|issue:43696", + "issue:42915|issue:43824", + "issue:37428|issue:43824", + "issue:38175|issue:43493" + ], + "prepared_review_unit_hash": "cc31c4056bdfd746b6493cb9d5111e03ac1ed0ea4bc0c52e0fbcd15b4f288025", + "component_budget": { + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37688, + "estimated_input_tokens": 9422, + "estimated_eval_tokens": 19100 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a set of unrelated transformer bug reports with a few loose topical similarities (tokenizers, multimodal processors, loading/config regressions). I do not see any true duplicates among the soft pairs; all should be kept separate.", + "confidence": 0.58, + "canonical_issue_reason": "Issue 43295 is the most central concrete regression in the set and sits near the processor/tokenizer-related subtheme that has the most nearby soft links, making it the best representative issue for the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43295 is the clearest user-facing regression among the candidates and the best single anchor for this heterogeneous group, even though the surrounding items are not duplicates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44554", + "right": "issue:45446", + "accept": false, + "reason": "Different bugs and code paths: MPS attention correctness vs a PyTorch version gate for AuxRequest import." + }, + { + "left": "issue:43688", + "right": "issue:43873", + "accept": false, + "reason": "Auxiliary-loss normalization in MoE models is unrelated to quantization/offloading behavior." + }, + { + "left": "issue:45084", + "right": "issue:45520", + "accept": false, + "reason": "Template-node compile failure and flash_attn import KeyError are unrelated failures." + }, + { + "left": "issue:29159", + "right": "issue:32090", + "accept": false, + "reason": "Tokenizer slow/fast inconsistency is unrelated to a Trainer GPU broadcast TypeError." + }, + { + "left": "issue:43540", + "right": "issue:45200", + "accept": false, + "reason": "Both involve multimodal processing, but they affect different model families and different concrete paths." + }, + { + "left": "issue:43582", + "right": "issue:44977", + "accept": false, + "reason": "Apple Silicon allocator TypeError and Qwen3.5 flash-attention generation issues are distinct." + }, + { + "left": "issue:15354", + "right": "issue:38175", + "accept": false, + "reason": "TorchScript GeneratorExp export failure is unrelated to SigLIP2 zero-probability outputs." + }, + { + "left": "issue:43232", + "right": "issue:44849", + "accept": false, + "reason": "Generation kwargs sync handling and Qwen3.5 hidden-state output behavior are different bugs." + }, + { + "left": "issue:45200", + "right": "issue:45823", + "accept": false, + "reason": "Gemma4 mm_token_type_ids defaults and device_map auto mismatch are separate issues." + }, + { + "left": "issue:45072", + "right": "issue:45198", + "accept": false, + "reason": "dtype mismatch in inference and Wav2Vec2 save/tokenization failures do not share the same bug." + }, + { + "left": "issue:43873", + "right": "issue:46050", + "accept": false, + "reason": "Quantization/offloading behavior and sinq save/load breakage are not the same code-path problem." + }, + { + "left": "issue:43278", + "right": "issue:43701", + "accept": false, + "reason": "A BF16-to-FP32 dtype change in eval is unrelated to checkpoint key mismatches." + }, + { + "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:28218", + "right": "issue:33357", + "accept": false, + "reason": "Tokenizer added-space behavior and a MacOS bus error in CLIP loading are unrelated." + }, + { + "left": "issue:43295", + "right": "issue:44610", + "accept": false, + "reason": "Both are processor-related regressions, but one is about processor.tokenizer/image forwarding and the other is about incorrect input shape." + }, + { + "left": "issue:44554", + "right": "issue:45356", + "accept": false, + "reason": "MPS attention correctness and tokenizer codec/regression behavior are unrelated." + }, + { + "left": "issue:44898", + "right": "issue:45412", + "accept": false, + "reason": "Perceiver interpolation failure and RT-DETR memory release are different problems." + }, + { + "left": "issue:43572", + "right": "issue:44987", + "accept": false, + "reason": "Missing pad_token_id in a config and a loading failure for a specific model are not the same bug." + }, + { + "left": "issue:43493", + "right": "issue:43701", + "accept": false, + "reason": "SigLIP2 implementation discrepancy is unrelated to resume-from-checkpoint key handling." + }, + { + "left": "issue:43572", + "right": "issue:43957", + "accept": false, + "reason": "Both concern model/config loading, but one is a missing config attribute and the other is meta-device loading breakage." + }, + { + "left": "issue:44466", + "right": "issue:45127", + "accept": false, + "reason": "Serialization of tied weights and LoRA merge collapse after vocab extension are distinct issues." + }, + { + "left": "issue:45200", + "right": "issue:45325", + "accept": false, + "reason": "Default mm_token_type_ids and Qwen2.5-VL rope index scaling are unrelated multimodal bugs." + }, + { + "left": "issue:37428", + "right": "issue:43957", + "accept": false, + "reason": "Flash-attention import failure and meta-device model loading failures are different code paths." + }, + { + "left": "issue:43295", + "right": "issue:43450", + "accept": false, + "reason": "Processor.tokenizer regression and batched video shape errors are separate processor bugs." + }, + { + "left": "issue:43550", + "right": "issue:43844", + "accept": false, + "reason": "torch.compile SDPA failure and DeepSpeed gradient growth are unrelated training/runtime issues." + }, + { + "left": "issue:43334", + "right": "issue:43525", + "accept": false, + "reason": "These are both missing pad_token_id-style errors, but they affect different model families and are not clearly the same underlying defect." + }, + { + "left": "issue:43295", + "right": "issue:43873", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to offloading behavior under quantization." + }, + { + "left": "issue:43824", + "right": "issue:43975", + "accept": false, + "reason": "Importing Qwen2_5_VLForConditionalGeneration and Kimi tokenizer detokenization are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 zero-probability outputs and RT-DETR memory retention are different issues." + }, + { + "left": "issue:42490", + "right": "issue:43696", + "accept": false, + "reason": "Local-path import warning and GPT-oss CUDA OOM are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:43824", + "accept": false, + "reason": "Fine-grained FP8 config failure and a missing class import are distinct problems." + }, + { + "left": "issue:37428", + "right": "issue:43824", + "accept": false, + "reason": "Flash-attention helper import failure and missing Qwen2.5-VL export are unrelated." + }, + { + "left": "issue:38175", + "right": "issue:43493", + "accept": false, + "reason": "SigLIP2 probability behavior and SigLIP2 implementation discrepancy are related only by model family, not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 24, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-410", + "nodes": [ + "issue:37428", + "issue:39692", + "issue:42490", + "issue:43262", + "issue:43278", + "issue:43335", + "issue:43388", + "issue:43425", + "issue:43450", + "issue:43493", + "issue:43526", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43611", + "issue:43653", + "issue:43819", + "issue:43825", + "issue:43827", + "issue:43856", + "issue:43901", + "issue:43931", + "issue:44112", + "issue:44206", + "issue:44351", + "issue:44360", + "issue:44442", + "issue:44448", + "issue:44493", + "issue:44514", + "issue:44521", + "issue:44561", + "issue:44610", + "issue:44743", + "issue:44792", + "issue:44857", + "issue:45083", + "issue:45127", + "issue:45198", + "issue:45200", + "issue:45245", + "issue:45290", + "issue:45381", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45593", + "issue:45823" + ], + "soft_pairs": [ + "issue:44514|issue:44521", + "issue:43653|issue:44112", + "issue:44442|issue:45198", + "issue:43278|issue:43856", + "issue:43450|issue:43575", + "issue:43827|issue:43901", + "issue:42490|issue:43493", + "issue:43262|issue:43450", + "issue:43819|issue:44112", + "issue:43819|issue:45083", + "issue:44610|issue:44857", + "issue:44206|issue:45584", + "issue:45127|issue:45245", + "issue:37428|issue:43425", + "issue:44792|issue:45563", + "issue:43335|issue:43550", + "issue:43606|issue:45083", + "issue:45290|issue:45381", + "issue:44857|issue:45593", + "issue:44448|issue:44743", + "issue:45200|issue:45588", + "issue:43278|issue:43825", + "issue:37428|issue:44351", + "issue:44206|issue:45823", + "issue:43611|issue:43931", + "issue:43335|issue:43653", + "issue:44360|issue:44561", + "issue:39692|issue:43526", + "issue:43550|issue:44112", + "issue:43388|issue:43526", + "issue:43819|issue:44493" + ], + "prepared_review_unit_hash": "a67bcd94fa0ca045b36cda4ce8fbf1f5866beeaa5538fa9619f3527aea79330c", + "component_budget": { + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37069, + "estimated_input_tokens": 9268, + "estimated_eval_tokens": 18792 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is not a true duplicate cluster: the items span many unrelated bugs (chat templates, tokenizers, model loading, vision/audio processors, training/runtime regressions). None of the soft pairs look like the same underlying change or failure mode.", + "confidence": 0.95, + "canonical_issue_reason": "issue:44521 is the broadest and most active representative of the apply_chat_template / multimodal processor subgroup, but it does not actually subsume the other items as duplicates.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:44521 is the best single representative issue because it has the most central chat-template/multimodal scope and the strongest discussion activity among the items, even though the cluster is not a duplicate set.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44514", + "right": "issue:44521", + "accept": false, + "reason": "Same general area (apply_chat_template) but different concrete failures: batched-padding crash vs assistant_mask all zeros." + }, + { + "left": "issue:43653", + "right": "issue:44112", + "accept": false, + "reason": "Completely unrelated: BigBirdTokenizer decode/special-token bug vs GraniteSpeech CI device-override test." + }, + { + "left": "issue:44442", + "right": "issue:45198", + "accept": false, + "reason": "Both involve tokenizers, but the failures are model-specific and unrelated (FastSpeech2Conformer loading vs Wav2Vec2 save/tokenization)." + }, + { + "left": "issue:43278", + "right": "issue:43856", + "accept": false, + "reason": "Different subsystems and symptoms: dtype drift in evaluation vs Qwen3 MoE memory usage." + }, + { + "left": "issue:43450", + "right": "issue:43575", + "accept": false, + "reason": "Video processor shape bug and tensor-parallel OOM are unrelated issues." + }, + { + "left": "issue:43827", + "right": "issue:43901", + "accept": false, + "reason": "Both are docs-related, but one is about pipeline removals and the other about return_all_scores; not the same change." + }, + { + "left": "issue:42490", + "right": "issue:43493", + "accept": false, + "reason": "Local-path import warning and SigLIP2 HF-vs-JAX discrepancy are unrelated." + }, + { + "left": "issue:43262", + "right": "issue:43450", + "accept": false, + "reason": "Audio chat-template sampling-rate bug vs video batched-shape bug; different code paths." + }, + { + "left": "issue:43819", + "right": "issue:44112", + "accept": false, + "reason": "DAC latent/STE mismatch is unrelated to a GraniteSpeech CI device-override failure." + }, + { + "left": "issue:43819", + "right": "issue:45083", + "accept": false, + "reason": "Different audio/model internals: DAC latent behavior vs qwen3_omni_moe feature-length helper." + }, + { + "left": "issue:44610", + "right": "issue:44857", + "accept": false, + "reason": "Both are vision-related, but one is processor input sizing and the other is AMP/CUDA loss crashing." + }, + { + "left": "issue:44206", + "right": "issue:45584", + "accept": false, + "reason": "Audio feature-extractor crash and Whisper empty-transcription failure are separate bugs." + }, + { + "left": "issue:45127", + "right": "issue:45245", + "accept": false, + "reason": "LoRA merge collapse and category-count runtime limit are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:43425", + "accept": false, + "reason": "An import error for a flash-attention helper is not the same as a broad Torch 2.10 incompatibility report." + }, + { + "left": "issue:44792", + "right": "issue:45563", + "accept": false, + "reason": "A failing Janus image-generation test and a stale generate() warning are different problems." + }, + { + "left": "issue:43335", + "right": "issue:43550", + "accept": false, + "reason": "SwitchTransformers config bug and Bamba torch.compile/SDPA failure are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45083", + "accept": false, + "reason": "CPU offload device mismatch does not match the qwen3_omni_moe helper-length issue." + }, + { + "left": "issue:45290", + "right": "issue:45381", + "accept": false, + "reason": "Both touch multimodal/chat-template areas, but one is tool-call tokenization crash and the other is video vision_position_ids mismatch." + }, + { + "left": "issue:44857", + "right": "issue:45593", + "accept": false, + "reason": "AMP/CUDA crash in LwDetrImageLoss is not the same as missing auxiliary losses in D-FINE." + }, + { + "left": "issue:44448", + "right": "issue:44743", + "accept": false, + "reason": "Pegasus v4/v5 output drift and Qwen3_5 recurrent-state reset are unrelated." + }, + { + "left": "issue:45200", + "right": "issue:45588", + "accept": false, + "reason": "Gemma4 mm_token_type_ids defaults and flash_attention s_aux=None crash are different code paths." + }, + { + "left": "issue:43278", + "right": "issue:43825", + "accept": false, + "reason": "Embedding dtype regression and pipeline error-message docs issue are unrelated." + }, + { + "left": "issue:37428", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-related, but they concern different missing symbols and different breakages." + }, + { + "left": "issue:44206", + "right": "issue:45823", + "accept": false, + "reason": "LasrFeatureExtractor center-arg crash and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:43611", + "right": "issue:43931", + "accept": false, + "reason": "General base_model_prefix loading regression and a specific Qwen3-VL weight-shape mismatch are distinct failures." + }, + { + "left": "issue:43335", + "right": "issue:43653", + "accept": false, + "reason": "Sparse-layer config bug and BigBirdTokenizer special-token bug are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44561", + "accept": false, + "reason": "DSA indexer ReLU discussion and removal of is_torch_fx_available are unrelated." + }, + { + "left": "issue:39692", + "right": "issue:43526", + "accept": false, + "reason": "SigLIP2 docs example errors and BeitImageProcessorFast reduce_labels bug are different issues." + }, + { + "left": "issue:43550", + "right": "issue:44112", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba and GraniteSpeech CI device-overrides are unrelated." + }, + { + "left": "issue:43388", + "right": "issue:44493", + "accept": false, + "reason": "Last-batch gather_for_metrics label trimming and unexpected position-id keys are not the same bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 25, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-410", + "nodes": [ + "issue:28218", + "issue:29127", + "issue:29942", + "issue:32090", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:39692", + "issue:40444", + "issue:42490", + "issue:43335", + "issue:43412", + "issue:43504", + "issue:43526", + "issue:43550", + "issue:43606", + "issue:43701", + "issue:43720", + "issue:43854", + "issue:43927", + "issue:44112", + "issue:44292", + "issue:44448", + "issue:44462", + "issue:44493", + "issue:44561", + "issue:44568", + "issue:44779", + "issue:44855", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45083", + "issue:45198", + "issue:45229", + "issue:45310", + "issue:45372", + "issue:45459", + "issue:45478", + "issue:45491", + "issue:45520", + "issue:45563", + "issue:45588", + "issue:45698", + "issue:45712", + "issue:45803", + "issue:45859" + ], + "soft_pairs": [ + "issue:44855|issue:45083", + "issue:43335|issue:43504", + "issue:45310|issue:45478", + "issue:43335|issue:45083", + "issue:45588|issue:45859", + "issue:29942|issue:32090", + "issue:39692|issue:44493", + "issue:43720|issue:44112", + "issue:43335|issue:45072", + "issue:44448|issue:44779", + "issue:43335|issue:44112", + "issue:38175|issue:44493", + "issue:44292|issue:45520", + "issue:28218|issue:35141", + "issue:44977|issue:45229", + "issue:42490|issue:43854", + "issue:43606|issue:44857", + "issue:44561|issue:44779", + "issue:44462|issue:44561", + "issue:44857|issue:45072", + "issue:44448|issue:44977", + "issue:43701|issue:45083", + "issue:43550|issue:45083", + "issue:34689|issue:35141", + "issue:43927|issue:45698", + "issue:29127|issue:32090", + "issue:40444|issue:43526", + "issue:44568|issue:45491", + "issue:45372|issue:45588", + "issue:43412|issue:45588", + "issue:44977|issue:45563", + "issue:45198|issue:45803", + "issue:45459|issue:45712" + ], + "prepared_review_unit_hash": "668b3050c7862eaeee72f3522a97d77ee445d517e92ab96d7fbb939aa007758f", + "component_budget": { + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 33, + "serialized_chars": 37239, + "estimated_input_tokens": 9310, + "estimated_eval_tokens": 18876 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous; nearly all soft pairs are unrelated bugs. The only clear duplicate is the two identical Qwen3.5 MoE `from_pretrained` issues (45310/45478).", + "confidence": 0.95, + "canonical_issue_reason": "issue:45310 is the earlier, more established report of the duplicate Qwen3.5 MoE `from_pretrained` failure and is the better canonical issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 best represents the only true duplicate pair in the cluster and has the stronger provenance (earlier report).", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44855", + "right": "issue:45083", + "accept": false, + "reason": "Different failures: DebertaV2 import/IndentationError on Python 3.13 vs a qwen3_omni_moe helper function output-length issue." + }, + { + "left": "issue:43335", + "right": "issue:43504", + "accept": false, + "reason": "Different models and failure modes: SwitchTransformers config sparse-layer construction vs BEiT pretrained preset loading with a legacy field." + }, + { + "left": "issue:45310", + "right": "issue:45478", + "accept": true, + "reason": "Same underlying bug: both report `transformers>=5.4.0` / Qwen3.5 MoE `from_pretrained` failures with essentially the same title and scope." + }, + { + "left": "issue:43335", + "right": "issue:45083", + "accept": false, + "reason": "Unrelated model/config bugs; no shared concrete code path." + }, + { + "left": "issue:45588", + "right": "issue:45859", + "accept": false, + "reason": "One is a flash-attention crash on `s_aux=None`; the other is CPU-offload incompatibility in a rotary embedding forward pass." + }, + { + "left": "issue:29942", + "right": "issue:32090", + "accept": false, + "reason": "Flash Attention 2 test failures are not the same as a Trainer `_gpu_broadcast_one` TypeError." + }, + { + "left": "issue:39692", + "right": "issue:44493", + "accept": false, + "reason": "Documentation/example errors for SigLIP2 are unrelated to the position-id key regression." + }, + { + "left": "issue:43720", + "right": "issue:44112", + "accept": false, + "reason": "Different CI/model-loading problems: BitNet packed-weight unpacking vs GraniteSpeech stale device override test." + }, + { + "left": "issue:43335", + "right": "issue:45072", + "accept": false, + "reason": "Different issues: sparse-layer config construction vs bfloat16 dtype mismatch in inference." + }, + { + "left": "issue:44448", + "right": "issue:44779", + "accept": false, + "reason": "Both are version-regression reports, but for different models and different failure modes." + }, + { + "left": "issue:43335", + "right": "issue:44112", + "accept": false, + "reason": "No concrete overlap beyond both being CI/model-related." + }, + { + "left": "issue:38175", + "right": "issue:44493", + "accept": false, + "reason": "Different symptoms and code paths: zero probabilities in SigLIP2 vs unexpected `position_id` key handling." + }, + { + "left": "issue:44292", + "right": "issue:45520", + "accept": false, + "reason": "Qwen NVFP4 runtime issue is unrelated to the Python 3.13 `flash_attn` import-key problem." + }, + { + "left": "issue:28218", + "right": "issue:35141", + "accept": false, + "reason": "Tokenizer spacing after added tokens is unrelated to embedding reinitialization during resize/post_init." + }, + { + "left": "issue:44977", + "right": "issue:45229", + "accept": false, + "reason": "Flash-attention generation bug vs multi-GPU CUDA OOM; different concrete failures." + }, + { + "left": "issue:42490", + "right": "issue:43854", + "accept": false, + "reason": "Local-path trailing-slash warning is unrelated to GLM-4.7-Flash unit-test loading failure." + }, + { + "left": "issue:43606", + "right": "issue:44857", + "accept": false, + "reason": "CPU-offload device mismatch and AMP float16 loss crash are different bugs." + }, + { + "left": "issue:44561", + "right": "issue:44779", + "accept": false, + "reason": "Removal of `is_torch_fx_available` breaking trust_remote_code is unrelated to Deepseek tokenizer regression." + }, + { + "left": "issue:44462", + "right": "issue:44561", + "accept": false, + "reason": "Tokenizer.json loading bug is unrelated to a v5 API removal breaking remote-code models." + }, + { + "left": "issue:44857", + "right": "issue:45072", + "accept": false, + "reason": "Different numeric-stability/dtype issues with different models and code paths." + }, + { + "left": "issue:44448", + "right": "issue:44977", + "accept": false, + "reason": "Different models and symptoms; both mention version/runtime differences but are not the same bug." + }, + { + "left": "issue:43701", + "right": "issue:45083", + "accept": false, + "reason": "Checkpoint key mismatch is unrelated to the qwen3_omni_moe helper-function issue." + }, + { + "left": "issue:43550", + "right": "issue:45083", + "accept": false, + "reason": "torch.compile/SDPA Bamba failure is unrelated to qwen3_omni_moe feature-length handling." + }, + { + "left": "issue:34689", + "right": "issue:35141", + "accept": false, + "reason": "Model loading breakage for Llama 3.2 Vision is unrelated to embedding resize/post_init reinitialization." + }, + { + "left": "issue:43927", + "right": "issue:45698", + "accept": false, + "reason": "Both involve save/load, but one is DiaConfig custom token IDs and the other is wrong custom-module resolution; different root causes." + }, + { + "left": "issue:29127", + "right": "issue:32090", + "accept": false, + "reason": "LayoutLMv3 error-message clarity issue is unrelated to Trainer `_gpu_broadcast_one` TypeError." + }, + { + "left": "issue:40444", + "right": "issue:43526", + "accept": false, + "reason": "IterableDataset multi-image finetuning failure is unrelated to BEiT Fast image-label reduction bug." + }, + { + "left": "issue:44568", + "right": "issue:45491", + "accept": false, + "reason": "Tokenizer special-tokens regression is unrelated to Gemma3 NaN embeddings from mixed-length sliding-window batching." + }, + { + "left": "issue:45372", + "right": "issue:45588", + "accept": false, + "reason": "Gemma 4 processor import failure from `mistral_common` is unrelated to flash-attention `s_aux=None` crash." + }, + { + "left": "issue:43412", + "right": "issue:45588", + "accept": false, + "reason": "ExecuTorch export guard / `erfinv` support issue is unrelated to the flash-attention sink-less-model crash." + }, + { + "left": "issue:44977", + "right": "issue:45563", + "accept": false, + "reason": "Flash-attention generation bug is unrelated to a stale warning about `num_return_sequences` in paged generate()." + }, + { + "left": "issue:45198", + "right": "issue:45803", + "accept": false, + "reason": "Wav2Vec2 save/tokenization failure is unrelated to a broad bare-except swallowing errors in Fuyu tensor conversion." + }, + { + "left": "issue:45459", + "right": "issue:45712", + "accept": false, + "reason": "Tokenizer protobuf error masking is unrelated to leftover dummy PT classes leaking into `dir(transformers)`." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted soft pair, issue:45310 vs issue:45478, is strongly supported by the identical title and matching Qwen3.5 MoE from_pretrained failure. The rejected pairs are justified by clearly different titles/symptoms, and there is no unsupported claim beyond the cluster being mostly heterogeneous." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 26, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-410", + "nodes": [ + "issue:25251", + "issue:29127", + "issue:29942", + "issue:30064", + "issue:32090", + "issue:33357", + "issue:34567", + "issue:35141", + "issue:36010", + "issue:37428", + "issue:39692", + "issue:42490", + "issue:42915", + "issue:42994", + "issue:43065", + "issue:43066", + "issue:43278", + "issue:43381", + "issue:43575", + "issue:43653", + "issue:43976", + "issue:43994", + "issue:44186", + "issue:44206", + "issue:44265", + "issue:44361", + "issue:44448", + "issue:44451", + "issue:44462", + "issue:44466", + "issue:44479", + "issue:44610", + "issue:44734", + "issue:44743", + "issue:44857", + "issue:44871", + "issue:44977", + "issue:45198", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45412", + "issue:45440", + "issue:45459", + "issue:45520", + "issue:45563", + "issue:45588", + "issue:45823" + ], + "soft_pairs": [ + "issue:36010|issue:37428", + "issue:29942|issue:35141", + "issue:42490|issue:43575", + "issue:44857|issue:45588", + "issue:43065|issue:45412", + "issue:45245|issue:45563", + "issue:45372|issue:45459", + "issue:44448|issue:44466", + "issue:45588|issue:45823", + "issue:43653|issue:44743", + "issue:43278|issue:43381", + "issue:43976|issue:45440", + "issue:43994|issue:45412", + "issue:25251|issue:32090", + "issue:44186|issue:45198", + "issue:43066|issue:44462", + "issue:44206|issue:44479", + "issue:44451|issue:45520", + "issue:42915|issue:42994", + "issue:44871|issue:44977", + "issue:44361|issue:45198", + "issue:43065|issue:43994", + "issue:44265|issue:45198", + "issue:33357|issue:39692", + "issue:29942|issue:30064", + "issue:44734|issue:45406", + "issue:29127|issue:34567", + "issue:44610|issue:45412" + ], + "prepared_review_unit_hash": "e054db0923b9ecb3174a9c7c6dd654ccd382382d0e9a7768b4830dc63b472869", + "component_budget": { + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 28, + "serialized_chars": 36128, + "estimated_input_tokens": 9032, + "estimated_eval_tokens": 18320 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is not a duplicate set: the soft-similar pairs span unrelated bugs across tokenizers, generation, vision processors, serving, quantization, and import compatibility. I rejected every soft edge.", + "confidence": 0.96, + "canonical_issue_reason": "No single canonical issue is appropriate here; the items are heterogeneous and do not describe one underlying bug or change.", + "canonical_pr_reason": null, + "best_issue_reason": "No global best issue stands out because there is no cohesive duplicate cluster to canonically represent.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36010", + "right": "issue:37428", + "accept": false, + "reason": "Both are import errors, but they affect different symbols and subsystems with no shared code path." + }, + { + "left": "issue:29942", + "right": "issue:35141", + "accept": false, + "reason": "Flash Attention 2 test failures and embedding reinit are unrelated bugs." + }, + { + "left": "issue:42490", + "right": "issue:43575", + "accept": false, + "reason": "Local-path warning handling and tensor-parallel OOM are entirely different failure modes." + }, + { + "left": "issue:44857", + "right": "issue:45588", + "accept": false, + "reason": "AMP/CUDA loss crash and flash-attention sink handling are different model/runtime issues." + }, + { + "left": "issue:43065", + "right": "issue:45412", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder and RT-DETR memory retention are unrelated." + }, + { + "left": "issue:45245", + "right": "issue:45563", + "accept": false, + "reason": "Category-count runtime limit and stale generation warning do not share a concrete bug." + }, + { + "left": "issue:45372", + "right": "issue:45459", + "accept": false, + "reason": "Different import/tokenizer error causes; one is mistral_common compatibility, the other protobuf masking errors." + }, + { + "left": "issue:44448", + "right": "issue:44466", + "accept": false, + "reason": "Both involve version-v4/v5 behavior, but one is generation output and the other serialization of tied weights." + }, + { + "left": "issue:45588", + "right": "issue:45823", + "accept": false, + "reason": "Flash-attention auxiliary-state crash and Gemma4 device mismatch are distinct issues." + }, + { + "left": "issue:43653", + "right": "issue:44743", + "accept": false, + "reason": "Tokenizer special-token registration and recurrent cache-state reset are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43381", + "accept": false, + "reason": "Embedding dtype drift and eval-mode checkpointing restrictions are different problems." + }, + { + "left": "issue:43976", + "right": "issue:45440", + "accept": false, + "reason": "Python version compatibility and DeepSeek implementation divergence are not the same bug." + }, + { + "left": "issue:43994", + "right": "issue:45412", + "accept": false, + "reason": "SigLIP2 wrong-output behavior and RT-DETR memory leak are unrelated." + }, + { + "left": "issue:25251", + "right": "issue:32090", + "accept": false, + "reason": "Pipeline top_k nesting change and Trainer broadcast NoneType error have no shared code path." + }, + { + "left": "issue:44186", + "right": "issue:45198", + "accept": false, + "reason": "LayoutLMv2 NER/padding crash and Wav2Vec2 save/tokenization failure are separate tokenizer bugs." + }, + { + "left": "issue:43066", + "right": "issue:44462", + "accept": false, + "reason": "Tokenizer decoder type mismatch and AutoTokenizer ignoring tokenizer.json are different loading/serialization issues." + }, + { + "left": "issue:44206", + "right": "issue:44479", + "accept": false, + "reason": "Unsupported feature-extractor arg and Qwen video regression are unrelated regressions." + }, + { + "left": "issue:44451", + "right": "issue:45520", + "accept": false, + "reason": "Model load failure for ScandiBERT and flash_attn import key error are unrelated." + }, + { + "left": "issue:42915", + "right": "issue:42994", + "accept": false, + "reason": "FineGrainedFP8Config failure and quantized model saving failure are both quantization-related but not the same bug." + }, + { + "left": "issue:44871", + "right": "issue:44977", + "accept": false, + "reason": "EOS-token config inconsistency and flash-attention generation failure are different concrete problems." + }, + { + "left": "issue:44361", + "right": "issue:45198", + "accept": false, + "reason": "MLukeTokenizer attribute errors and Wav2Vec2 save/tokenization failures do not share the same defect." + }, + { + "left": "issue:44265", + "right": "issue:45198", + "accept": false, + "reason": "torch.export with torch_compilable_check and tokenizer/save failures are unrelated." + }, + { + "left": "issue:33357", + "right": "issue:39692", + "accept": false, + "reason": "MacOS bus error in a community CLIP model and SigLIP2 documentation errors are not the same underlying issue." + }, + { + "left": "issue:29942", + "right": "issue:30064", + "accept": false, + "reason": "Flash Attention 2 test breakage and void segmentation-map processing are different bugs." + }, + { + "left": "issue:44734", + "right": "issue:45406", + "accept": false, + "reason": "KV-cache continuation indexing and Gemma4Processor missing _tokenizer are separate serving issues." + }, + { + "left": "issue:29127", + "right": "issue:34567", + "accept": false, + "reason": "LayoutLMv3 box-validation messaging and num_input_tokens_seen tracking are unrelated." + }, + { + "left": "issue:44610", + "right": "issue:45412", + "accept": false, + "reason": "Processor output-size mismatch and RT-DETR memory release behavior are different problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 27, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-410", + "nodes": [ + "issue:10000", + "issue:15354", + "issue:29942", + "issue:32090", + "issue:33357", + "issue:36010", + "issue:41720", + "issue:42490", + "issue:42915", + "issue:43262", + "issue:43278", + "issue:43329", + "issue:43334", + "issue:43381", + "issue:43421", + "issue:43526", + "issue:43531", + "issue:43575", + "issue:43653", + "issue:43701", + "issue:43723", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43873", + "issue:43931", + "issue:44062", + "issue:44186", + "issue:44206", + "issue:44279", + "issue:44387", + "issue:44442", + "issue:44554", + "issue:44857", + "issue:44977", + "issue:45072", + "issue:45103", + "issue:45229", + "issue:45245", + "issue:45372", + "issue:45406", + "issue:45440", + "issue:45491", + "issue:45593", + "issue:45834", + "issue:45859", + "issue:45907" + ], + "soft_pairs": [ + "issue:43421|issue:45491", + "issue:10000|issue:15354", + "issue:43756|issue:45440", + "issue:43873|issue:45229", + "issue:45372|issue:45406", + "issue:42490|issue:43873", + "issue:43278|issue:43575", + "issue:43723|issue:44554", + "issue:43653|issue:44442", + "issue:41720|issue:45229", + "issue:43381|issue:43701", + "issue:43526|issue:45834", + "issue:45103|issue:45372", + "issue:43761|issue:45859", + "issue:45440|issue:45593", + "issue:43278|issue:43329", + "issue:29942|issue:36010", + "issue:32090|issue:33357", + "issue:43334|issue:43531", + "issue:43526|issue:44186", + "issue:44977|issue:45245", + "issue:43824|issue:44279", + "issue:43526|issue:44857", + "issue:42490|issue:43381", + "issue:44442|issue:45072", + "issue:43262|issue:44206", + "issue:42915|issue:43931", + "issue:44062|issue:45907", + "issue:43575|issue:43701", + "issue:43575|issue:44387" + ], + "prepared_review_unit_hash": "59c1bf8d6822926173238040ba1540263557dcb0af998241187d1aea8195b679", + "component_budget": { + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 36177, + "estimated_input_tokens": 9045, + "estimated_eval_tokens": 18346 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: the issues span unrelated subsystems (tokenizers, model loading, quantization/offloading, multimodal processors, training, and inference). The title similarity is mostly superficial, and none of the soft-edge pairs looks like a true duplicate.", + "confidence": 0.9, + "canonical_issue_reason": "No clear canonical issue: the items do not describe one underlying bug cluster, so there is no strong duplicate target to collapse onto.", + "canonical_pr_reason": null, + "best_issue_reason": "If a representative issue must be chosen, issue 43873 is the broadest runtime bug report in the set (offloading/quantization) and has the most generic scope, but it is still not a duplicate of the others.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43421", + "right": "issue:45491", + "accept": false, + "reason": "Different subsystems and failure modes: tokenizer post-processing update bug vs Gemma3 NaN embeddings from sliding-window batching." + }, + { + "left": "issue:10000", + "right": "issue:15354", + "accept": false, + "reason": "Unrelated models and errors: DistilBERT German issue vs TorchScript generator-expression export failure for ViT." + }, + { + "left": "issue:43756", + "right": "issue:45440", + "accept": false, + "reason": "Both concern model implementation mismatches, but they affect different architectures and different bugs (RoPE layer dropout vs DeepSeekV3MoE divergence)." + }, + { + "left": "issue:43873", + "right": "issue:45229", + "accept": false, + "reason": "Both mention memory/offloading, but one is a quantization offloading problem and the other is a Gemma4 multi-GPU OOM; not the same bug." + }, + { + "left": "issue:45372", + "right": "issue:45406", + "accept": false, + "reason": "Both are Gemma4-related, but one is an import dependency break and the other is a missing processor attribute in serve; distinct code paths." + }, + { + "left": "issue:42490", + "right": "issue:43873", + "accept": false, + "reason": "Local-path import warning and quantization offloading are unrelated." + }, + { + "left": "issue:43278", + "right": "issue:43575", + "accept": false, + "reason": "Mixed BF16/FP32 dtype behavior during eval is unrelated to tensor-parallel OOM on a specific Qwen2 load." + }, + { + "left": "issue:43723", + "right": "issue:44554", + "accept": false, + "reason": "Tokenizer loading in v5 and an MPS attention correctness issue are different components and failure modes." + }, + { + "left": "issue:43653", + "right": "issue:44442", + "accept": false, + "reason": "Both involve tokenizers, but one is a BigBird special-token registration bug and the other is AutoTokenizer failing for a specific tokenizer class." + }, + { + "left": "issue:41720", + "right": "issue:45229", + "accept": false, + "reason": "Different models and runtime failures: Qwen3 device-mapping cuda assert vs Gemma4 OOM." + }, + { + "left": "issue:43381", + "right": "issue:43701", + "accept": false, + "reason": "Gradient checkpointing in eval mode and resume-from-checkpoint key mismatch are separate training-control bugs." + }, + { + "left": "issue:43526", + "right": "issue:45834", + "accept": false, + "reason": "ImageProcessor label reduction bug and Kosmos2.5 OCR index error are unrelated." + }, + { + "left": "issue:45103", + "right": "issue:45372", + "accept": false, + "reason": "auto_docstring annotation handling is unrelated to the Gemma4 processor import failure." + }, + { + "left": "issue:43761", + "right": "issue:45859", + "accept": false, + "reason": "CLIPVision hidden_states regression and Qwen3_5Moe CPU-offload incompatibility are unrelated." + }, + { + "left": "issue:45440", + "right": "issue:45593", + "accept": false, + "reason": "DeepSeekV3MoE divergence and D-FINE auxiliary-loss behavior are different model bugs." + }, + { + "left": "issue:43278", + "right": "issue:43329", + "accept": false, + "reason": "Dtype drift in eval and undefined multimodal-token helpers are unrelated." + }, + { + "left": "issue:29942", + "right": "issue:36010", + "accept": false, + "reason": "Flash Attention 2 test failures and a GenerationMixin import error are unrelated." + }, + { + "left": "issue:32090", + "right": "issue:33357", + "accept": false, + "reason": "Trainer broadcast NoneType error and MacOS CLIP bus error are different failure classes." + }, + { + "left": "issue:43334", + "right": "issue:43531", + "accept": false, + "reason": "Qwen3-VL pad_token_id load failure and Qwen3-MoE sliding_window issue are distinct model bugs." + }, + { + "left": "issue:43526", + "right": "issue:44186", + "accept": false, + "reason": "Both are tokenizer/processor-adjacent, but one is label reduction in BeitImageProcessorFast and the other is LayoutLMv2Tokenizer padding/truncation crashes." + }, + { + "left": "issue:44977", + "right": "issue:45245", + "accept": false, + "reason": "Qwen3.5 flash-attention generation bug and category-count RuntimeError are unrelated." + }, + { + "left": "issue:43824", + "right": "issue:44279", + "accept": false, + "reason": "A specific missing export/import and a generic dependency issue are not the same underlying bug." + }, + { + "left": "issue:43526", + "right": "issue:44857", + "accept": false, + "reason": "Image label reduction and float16 AMP loss crash are unrelated." + }, + { + "left": "issue:42490", + "right": "issue:43381", + "accept": false, + "reason": "Path-with-slash import warning and gradient checkpointing in eval mode are unrelated." + }, + { + "left": "issue:44442", + "right": "issue:45072", + "accept": false, + "reason": "Different areas and bugs: tokenizer loading vs bfloat16 dtype mismatches in inference." + }, + { + "left": "issue:43262", + "right": "issue:44206", + "accept": false, + "reason": "Audio chat-template sampling-rate default and unsupported feature-extractor argument are different audio-processing issues." + }, + { + "left": "issue:42915", + "right": "issue:43931", + "accept": false, + "reason": "Qwen3Moe FP8 configuration failure and Qwen3-VL weight-shape mismatch are unrelated model-specific load errors." + }, + { + "left": "issue:44062", + "right": "issue:45907", + "accept": false, + "reason": "AddedToken special-argument conflict and list_repo_files revision forwarding are unrelated API bugs." + }, + { + "left": "issue:43575", + "right": "issue:43701", + "accept": false, + "reason": "Tensor-parallel OOM and resume-from-checkpoint key mismatch are different problems." + }, + { + "left": "issue:43575", + "right": "issue:44387", + "accept": false, + "reason": "Both involve memory, but one is model-load OOM for a specific Qwen2 config and the other is a broader int4 reserved-memory regression; not the same 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": 1, + "component_count": 17, + "review_unit_index": 28, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-410", + "nodes": [ + "issue:28218", + "issue:29127", + "issue:33290", + "issue:33357", + "issue:34567", + "issue:34689", + "issue:35141", + "issue:38175", + "issue:41628", + "issue:42907", + "issue:43316", + "issue:43381", + "issue:43441", + "issue:43493", + "issue:43525", + "issue:43550", + "issue:43611", + "issue:43643", + "issue:43646", + "issue:43720", + "issue:43761", + "issue:43827", + "issue:43873", + "issue:43931", + "issue:44077", + "issue:44079", + "issue:44188", + "issue:44442", + "issue:44464", + "issue:44479", + "issue:44568", + "issue:44743", + "issue:44811", + "issue:44898", + "issue:44913", + "issue:44964", + "issue:44977", + "issue:45216", + "issue:45290", + "issue:45372", + "issue:45440", + "issue:45479", + "issue:45491", + "issue:45584", + "issue:45588", + "issue:45698", + "issue:45759", + "issue:45803" + ], + "soft_pairs": [ + "issue:43441|issue:45588", + "issue:43646|issue:44077", + "issue:44743|issue:44811", + "issue:29127|issue:35141", + "issue:44977|issue:45584", + "issue:44464|issue:45491", + "issue:33357|issue:38175", + "issue:44964|issue:45440", + "issue:43316|issue:43525", + "issue:44479|issue:45290", + "issue:44442|issue:45803", + "issue:28218|issue:29127", + "issue:43761|issue:44079", + "issue:44442|issue:44898", + "issue:42907|issue:45698", + "issue:33290|issue:34567", + "issue:34689|issue:43611", + "issue:43381|issue:43873", + "issue:43931|issue:45216", + "issue:43493|issue:43827", + "issue:43761|issue:44188", + "issue:43316|issue:45759", + "issue:43550|issue:44743", + "issue:43720|issue:44442", + "issue:41628|issue:45372", + "issue:43643|issue:44913", + "issue:44568|issue:45479" + ], + "prepared_review_unit_hash": "3d2ccb14fe79a623f0e76df4c605d3ac9c2dcbb8b7ee84fdcc95eebc84842125", + "component_budget": { + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 27, + "serialized_chars": 36057, + "estimated_input_tokens": 9015, + "estimated_eval_tokens": 18286 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set does not look like a true duplicate cluster: the items span many unrelated bugs across tokenization, loading, config, attention, generation, and docs. All soft-edge pairs are only topic-level similar and should be rejected.", + "confidence": 0.83, + "canonical_issue_reason": "Issue 43873 is the most active open issue in the set and the closest thing to a broad anchor, but the cluster is too heterogeneous for a real canonical duplicate.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43873 is the best representative by discussion and inbound references, with a broad runtime-impact bug report; however, it should be treated as a standalone issue, not a duplicate hub.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43441", + "right": "issue:45588", + "accept": false, + "reason": "Both involve flash attention, but they are different failures: model compatibility/regression vs an AttributeError in flash_attention.py for sink-less models." + }, + { + "left": "issue:43646", + "right": "issue:44077", + "accept": false, + "reason": "Both mention init/post_init behavior, but one is a v5 custom model initialization regression and the other is a patchtsmixer-specific post_init constraint." + }, + { + "left": "issue:44743", + "right": "issue:44811", + "accept": false, + "reason": "Different code paths: recurrent state reset in modular_qwen3_5.py vs Whisper processor batch_decode skipping special tokens." + }, + { + "left": "issue:29127", + "right": "issue:35141", + "accept": false, + "reason": "Unrelated bugs: LayoutLMv3 error-message clarity vs token embedding resize reinitializing output embeddings." + }, + { + "left": "issue:44977", + "right": "issue:45584", + "accept": false, + "reason": "Different model paths and symptoms: Qwen3.5 flash-attention generation bug vs Whisper empty transcription after align_special_tokens." + }, + { + "left": "issue:44464", + "right": "issue:45491", + "accept": false, + "reason": "Both are generation/attention-related, but one is compiled forward chunked generation inconsistency and the other is Gemma3 NaN embeddings with mixed-length batches." + }, + { + "left": "issue:33357", + "right": "issue:38175", + "accept": false, + "reason": "Different models and failure modes: MacOS bus error on CLIP loading vs unexpected zero probabilities on SigLIP2." + }, + { + "left": "issue:44964", + "right": "issue:45440", + "accept": false, + "reason": "Different loading/implementation problems for different model families; not the same underlying bug." + }, + { + "left": "issue:43316", + "right": "issue:43525", + "accept": false, + "reason": "Both are config/API issues, but they concern different fields and model families (`Gemma3TextConfig` vs `Llama4Config.pad_token_id`)." + }, + { + "left": "issue:44479", + "right": "issue:45290", + "accept": false, + "reason": "Different regressions: video-input handling for Qwen VL models vs chat-template crashes on assistant tool-call messages." + }, + { + "left": "issue:44442", + "right": "issue:45803", + "accept": false, + "reason": "Tokenizer loading failure and a bare-except bug in Fuyu tensor conversion are unrelated code paths." + }, + { + "left": "issue:28218", + "right": "issue:29127", + "accept": false, + "reason": "Tokenizer spacing behavior vs a LayoutLMv3 error-message issue; no shared underlying bug." + }, + { + "left": "issue:43761", + "right": "issue:44079", + "accept": false, + "reason": "Both involve outputs, but one is CLIPVision hidden_states regression and the other is ModelOutput key assignment semantics." + }, + { + "left": "issue:44442", + "right": "issue:44898", + "accept": false, + "reason": "Tokenizer loading and Perceiver non-default resolution failure are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:45698", + "accept": false, + "reason": "Both are save/load related, but one is dequantized checkpoint saving and the other is incorrect custom-module resolution after save_pretrained." + }, + { + "left": "issue:33290", + "right": "issue:34567", + "accept": false, + "reason": "An optimizer OOM in deepspeed is not the same bug as TrainerState token counting not updating." + }, + { + "left": "issue:34689", + "right": "issue:43611", + "accept": false, + "reason": "Both are loading regressions, but they affect different mechanisms and model classes; not mergeable as one fix." + }, + { + "left": "issue:43381", + "right": "issue:43873", + "accept": false, + "reason": "Gradient checkpointing in eval mode and quantization offloading are separate subsystems with different failure modes." + }, + { + "left": "issue:43931", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3-VL weight-shape mismatch on load vs a Qwen3.5 save_pretrained regression are different bugs." + }, + { + "left": "issue:43493", + "right": "issue:43827", + "accept": false, + "reason": "A model discrepancy between HF and JAX is unrelated to docs still referencing pipeline() after v5 removals." + }, + { + "left": "issue:43761", + "right": "issue:44188", + "accept": false, + "reason": "Different attention/output issues: missing hidden_states vs divergent kernels from allow_is_bidirectional_skip branching under torch.compile." + }, + { + "left": "issue:43316", + "right": "issue:45759", + "accept": false, + "reason": "Both touch config handling, but one is an API discrepancy in Gemma3TextConfig and the other is unwrapping text_config for composite Qwen multimodal configs." + }, + { + "left": "issue:43550", + "right": "issue:44743", + "accept": false, + "reason": "Bamba torch.compile/SDPA failure and Qwen recurrent-state reset are unrelated." + }, + { + "left": "issue:43720", + "right": "issue:44442", + "accept": false, + "reason": "Accelerate loading of packed BitNet weights is unrelated to AutoTokenizer failing to load a tokenizer class." + }, + { + "left": "issue:41628", + "right": "issue:45372", + "accept": false, + "reason": "Both are import-related, but they involve different missing symbols and different processor/loading paths." + }, + { + "left": "issue:43643", + "right": "issue:44913", + "accept": false, + "reason": "trust_remote_code missing fields and GPTNeoX rotary_pct reset are distinct config/reload bugs." + }, + { + "left": "issue:44568", + "right": "issue:45479", + "accept": false, + "reason": "Tokenizer special-token insertion and sequence-classification zero-loss behavior are different problems." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 29, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-410", + "nodes": [ + "issue:25251", + "issue:28282", + "issue:29127", + "issue:32090", + "issue:33290", + "issue:33357", + "issue:34689", + "issue:35141", + "issue:36010", + "issue:36331", + "issue:41950", + "issue:42617", + "issue:43065", + "issue:43232", + "issue:43295", + "issue:43316", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43452", + "issue:43475", + "issue:43540", + "issue:43550", + "issue:43575", + "issue:43606", + "issue:43701", + "issue:43716", + "issue:43742", + "issue:43761", + "issue:43825", + "issue:43873", + "issue:44077", + "issue:44162", + "issue:44190", + "issue:44479", + "issue:44496", + "issue:44514", + "issue:44617", + "issue:44792", + "issue:44855", + "issue:44871", + "issue:44877", + "issue:45127", + "issue:45137", + "issue:45200", + "issue:45584", + "issue:45656", + "issue:46050" + ], + "soft_pairs": [ + "issue:32090|issue:33290", + "issue:34689|issue:36010", + "issue:43873|issue:44871", + "issue:44190|issue:44496", + "issue:44077|issue:44479", + "issue:44855|issue:45137", + "issue:29127|issue:33357", + "issue:33290|issue:34689", + "issue:43316|issue:44877", + "issue:43540|issue:44514", + "issue:33290|issue:45656", + "issue:43316|issue:43716", + "issue:43404|issue:43441", + "issue:43295|issue:43825", + "issue:44162|issue:44792", + "issue:25251|issue:28282", + "issue:41950|issue:43475", + "issue:43550|issue:43701", + "issue:43606|issue:43701", + "issue:44871|issue:45584", + "issue:43065|issue:44617", + "issue:43295|issue:44871", + "issue:45127|issue:45200", + "issue:42617|issue:43575", + "issue:33290|issue:35141", + "issue:43232|issue:43388", + "issue:33290|issue:36331", + "issue:43761|issue:44479", + "issue:43575|issue:43742", + "issue:43452|issue:44496", + "issue:44871|issue:46050" + ], + "prepared_review_unit_hash": "8f64af31adf721bb076a5e665e6b5aa33cb4f41d92d4f0410b54c85d9e496008", + "component_budget": { + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 37024, + "estimated_input_tokens": 9256, + "estimated_eval_tokens": 18768 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is heterogeneous: the proposed soft pairs mostly connect unrelated issues across model loading, training, pipeline, and quantization/offload regressions. I would not merge any of the soft edges into duplicate clusters.", + "confidence": 0.86, + "canonical_issue_reason": "No single issue cleanly represents the whole set because the cluster is not a true duplicate group; if forced to pick an anchor, #43873 is the broadest active issue, but it does not subsume the others.", + "canonical_pr_reason": null, + "best_issue_reason": "#43873 is the best issue anchor because it is open, actively discussed, and broad enough to serve as a representative bug report, even though it is not a duplicate of the other issues.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:32090", + "right": "issue:33290", + "accept": false, + "reason": "Different bugs: `_gpu_broadcast_one` NoneType trainer failure vs DeepSpeed+Adafactor OOM." + }, + { + "left": "issue:34689", + "right": "issue:36010", + "accept": false, + "reason": "Both are import/model-loading errors, but the failures are unrelated: Llama 3.2 vision loading vs missing `GenerationMixin` import." + }, + { + "left": "issue:43873", + "right": "issue:44871", + "accept": false, + "reason": "Quantization/offload behavior is not the same as Gemma-3 eos token configuration mismatch." + }, + { + "left": "issue:44190", + "right": "issue:44496", + "accept": false, + "reason": "Local dataset loading in a no-trainer script is unrelated to an unrecognized model/config loading error." + }, + { + "left": "issue:44077", + "right": "issue:44479", + "accept": false, + "reason": "`post_init` allowance for patchtsmixer is unrelated to the v5 video-input regression in Qwen models." + }, + { + "left": "issue:44855", + "right": "issue:45137", + "accept": false, + "reason": "Python 3.13 TorchScript parsing failure is unrelated to DeepSpeed ZeRO3 deque/pop errors." + }, + { + "left": "issue:29127", + "right": "issue:33357", + "accept": false, + "reason": "LayoutLMv3 box-content error and MacOS CLIP bus error are different model/runtime problems." + }, + { + "left": "issue:33290", + "right": "issue:34689", + "accept": false, + "reason": "Adafactor/DeepSpeed OOM does not match a specific model-loading regression for Llama 3.2 vision." + }, + { + "left": "issue:43316", + "right": "issue:44877", + "accept": false, + "reason": "Gemma3TextConfig API discrepancy is unrelated to strict config blocking granite_speech loading." + }, + { + "left": "issue:43540", + "right": "issue:44514", + "accept": false, + "reason": "Qwen3OmniMoe video-input ValueError is not the same as Qwen2_5_VL batched chat-template crash." + }, + { + "left": "issue:33290", + "right": "issue:45656", + "accept": false, + "reason": "Both involve training/optimizer behavior, but one is OOM in DeepSpeed Adafactor and the other is double optimizer stepping." + }, + { + "left": "issue:43316", + "right": "issue:43716", + "accept": false, + "reason": "Config API mismatch and image preprocessor dtype mismatch are different issues in different code paths." + }, + { + "left": "issue:43404", + "right": "issue:43441", + "accept": false, + "reason": "Mistral3 lm_head tying bug is unrelated to Ministral-3 FlashAttention failure." + }, + { + "left": "issue:43295", + "right": "issue:43825", + "accept": false, + "reason": "Processor/tokenizer regression is unrelated to the pipeline translation-task error message regression." + }, + { + "left": "issue:44162", + "right": "issue:44792", + "accept": false, + "reason": "ESM2 breakage and janus image-generation test failure do not describe the same bug." + }, + { + "left": "issue:25251", + "right": "issue:28282", + "accept": false, + "reason": "Pipeline top_k nesting bug is unrelated to PyTorch missing ImportError for AutoModel." + }, + { + "left": "issue:41950", + "right": "issue:43475", + "accept": false, + "reason": "Video-classification pipeline processor selection is unrelated to Sam3VisionEncoderOutput missing `fpn_position_embeddings`." + }, + { + "left": "issue:43550", + "right": "issue:43701", + "accept": false, + "reason": "torch.compile+SDPA failure in Bamba is unrelated to a resume_from_checkpoint key mismatch." + }, + { + "left": "issue:43606", + "right": "issue:43701", + "accept": false, + "reason": "CPU offload device mismatch is not the same as checkpoint key mismatch." + }, + { + "left": "issue:44871", + "right": "issue:45584", + "accept": false, + "reason": "Gemma eos-token config mismatch is unrelated to Whisper empty-transcription generation after align_special_tokens." + }, + { + "left": "issue:43065", + "right": "issue:44617", + "accept": false, + "reason": "Dummy Conv2d in Sam3PixelDecoder is a model-implementation concern, not the same as Sam3Video CUDA OOM." + }, + { + "left": "issue:43295", + "right": "issue:44871", + "accept": false, + "reason": "Processor/tokenizer regression and Gemma eos-token list-vs-single-value mismatch are different model-interface bugs." + }, + { + "left": "issue:45127", + "right": "issue:45200", + "accept": false, + "reason": "LoRA merge collapse with extended vocab is not the same as Gemma 4 requiring `mm_token_type_ids` to default to zeros." + }, + { + "left": "issue:42617", + "right": "issue:43575", + "accept": false, + "reason": "Running 3d_parallel.py and OOM loading Qwen2-57B are separate failures with different causes." + }, + { + "left": "issue:33290", + "right": "issue:35141", + "accept": false, + "reason": "DeepSpeed Adafactor OOM is unrelated to embedding reinitialization in `post_init`." + }, + { + "left": "issue:43232", + "right": "issue:43388", + "accept": false, + "reason": "Generation kwargs sync issue is unrelated to `gather_for_metrics` dropping tuple label elements." + }, + { + "left": "issue:33290", + "right": "issue:36331", + "accept": false, + "reason": "Adafactor OOM under DeepSpeed is unrelated to `compute_loss` signature incompatibility." + }, + { + "left": "issue:43761", + "right": "issue:44479", + "accept": false, + "reason": "CLIPVisionModel hidden_states regression is unrelated to Qwen video-input regressions." + }, + { + "left": "issue:43575", + "right": "issue:43742", + "accept": false, + "reason": "OOM loading a 57B model via tensor parallelism is unrelated to a key error loading MobileLLM-125M." + }, + { + "left": "issue:43452", + "right": "issue:44496", + "accept": false, + "reason": "gguf_file handling for tokenizer/model loading is unrelated to the generic unrecognized-model config error." + }, + { + "left": "issue:44871", + "right": "issue:46050", + "accept": false, + "reason": "Gemma eos-token configuration mismatch is unrelated to quantized model save/load breakage after sinq." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 30, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-410", + "nodes": [ + "issue:41720", + "issue:43065", + "issue:43335", + "issue:43504", + "issue:43540", + "issue:43550", + "issue:43644", + "issue:43646", + "issue:43673", + "issue:43761", + "issue:43827", + "issue:43906", + "issue:43931", + "issue:43976", + "issue:43994", + "issue:44060", + "issue:44077", + "issue:44190", + "issue:44242", + "issue:44462", + "issue:44479", + "issue:44521", + "issue:44534", + "issue:44610", + "issue:44617", + "issue:44734", + "issue:44737", + "issue:44743", + "issue:44792", + "issue:44855", + "issue:44877", + "issue:44913", + "issue:44938", + "issue:44964", + "issue:44977", + "issue:45127", + "issue:45245", + "issue:45290", + "issue:45357", + "issue:45381", + "issue:45542", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45698", + "issue:45803", + "issue:45907" + ], + "soft_pairs": [ + "issue:43646|issue:44913", + "issue:43504|issue:45698", + "issue:43673|issue:44743", + "issue:43761|issue:44242", + "issue:44077|issue:44534", + "issue:44479|issue:44734", + "issue:43065|issue:44610", + "issue:44617|issue:45584", + "issue:44792|issue:44977", + "issue:43827|issue:43994", + "issue:43906|issue:45290", + "issue:43931|issue:44060", + "issue:44190|issue:44964", + "issue:44534|issue:44913", + "issue:41720|issue:45245", + "issue:44855|issue:45588", + "issue:44792|issue:45600", + "issue:44737|issue:45803", + "issue:45127|issue:45357", + "issue:44521|issue:45381", + "issue:43335|issue:44855", + "issue:44462|issue:45907", + "issue:43976|issue:44855", + "issue:43550|issue:44190", + "issue:44938|issue:45542", + "issue:43540|issue:44734", + "issue:43644|issue:44913", + "issue:44077|issue:44877" + ], + "prepared_review_unit_hash": "f7220f2be3f0a7e769922bb8aa5f1f3dbc13d0360e17ec89abfa682ff2329268", + "component_budget": { + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 28, + "serialized_chars": 35542, + "estimated_input_tokens": 8886, + "estimated_eval_tokens": 18028 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "One clear duplicate pair stands out: the two reports about non-persistent buffers being filled with junk in Transformers v5. The rest are distinct bugs affecting different models, APIs, or code paths.", + "confidence": 0.89, + "canonical_issue_reason": "issue:43644 is the earlier, more specific report of the non-persistent-buffer regression and has the stronger provenance; issue:44534 reads like a later rewording of the same bug.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43644 best represents the underlying bug cluster because it is the original, version-specific report and captures the concrete failure mode clearly.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43646", + "right": "issue:44913", + "accept": false, + "reason": "Both involve model/config behavior, but one is custom model initialization and the other is GPTNeoX config reload semantics; different bugs." + }, + { + "left": "issue:43504", + "right": "issue:45698", + "accept": false, + "reason": "Legacy-field preset loading and wrong custom-module loading after save_pretrained are different serialization/loading problems." + }, + { + "left": "issue:43673", + "right": "issue:44743", + "accept": false, + "reason": "Both mention cache, but one is missing generation cache in chunked prefill and the other is recurrent-state reset logic; not the same code path." + }, + { + "left": "issue:43761", + "right": "issue:44242", + "accept": false, + "reason": "Unrelated issues: CLIP hidden_states regression versus MoE load-balancing loss omission." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "Optional post_init validation for patchtsmixer is unrelated to the v5 non-persistent buffer junk regression." + }, + { + "left": "issue:44479", + "right": "issue:44734", + "accept": false, + "reason": "Different subsystems and failures: multimodal video regression versus KV-cache continuation tensor indexing." + }, + { + "left": "issue:43065", + "right": "issue:44610", + "accept": false, + "reason": "Sam3PixelDecoder dummy layer and OmDet-Turbo processor size mismatch are unrelated model-specific bugs." + }, + { + "left": "issue:44617", + "right": "issue:45584", + "accept": false, + "reason": "CUDA OOM in Sam3Video and Whisper empty-transcription failure are unrelated runtime bugs." + }, + { + "left": "issue:44792", + "right": "issue:44977", + "accept": false, + "reason": "Janus image-generation test failure and Qwen3.5 flash-attention generation bug do not describe the same defect." + }, + { + "left": "issue:43827", + "right": "issue:43994", + "accept": false, + "reason": "Documentation still referencing pipeline() is not the same as SigLIP2 producing bad outputs through AutoModel/pipeline." + }, + { + "left": "issue:43906", + "right": "issue:45290", + "accept": false, + "reason": "43906 is only an isolated reproduction of an older issue; there is not enough evidence here to say it is the same concrete crash as the tool-call apply_chat_template bug." + }, + { + "left": "issue:43931", + "right": "issue:44060", + "accept": false, + "reason": "Weight-shape mismatch during model loading and an incorrect tied-weights warning are different model-definition issues." + }, + { + "left": "issue:44190", + "right": "issue:44964", + "accept": false, + "reason": "Local dataset loading in a training example and Phi-4 multimodal model loading are unrelated." + }, + { + "left": "issue:44534", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer initialization regression is unrelated to GPTNeoX rotary_pct not persisting on reload." + }, + { + "left": "issue:41720", + "right": "issue:45245", + "accept": false, + "reason": "CUDA assert on A800 with auto device mapping is unrelated to the category-count limit error." + }, + { + "left": "issue:44855", + "right": "issue:45588", + "accept": false, + "reason": "Python 3.13 IndentationError in DebertaV2Model is unrelated to flash-attention crashing on sink-less models." + }, + { + "left": "issue:44792", + "right": "issue:45600", + "accept": false, + "reason": "A Janus test failure and stale auto_mappings entries for removed Sam3LiteText configs are different problems." + }, + { + "left": "issue:44737", + "right": "issue:45803", + "accept": false, + "reason": "XLNet CPU tensor creation bug and a bare-except swallowing errors in FuyuBatchFeature are unrelated." + }, + { + "left": "issue:45127", + "right": "issue:45357", + "accept": false, + "reason": "LoRA merge collapse with extended vocab is a different failure from Qwen3.5 saving incorrect visual-encoder keys." + }, + { + "left": "issue:44521", + "right": "issue:45381", + "accept": false, + "reason": "All-zero assistant masks in chat templating are different from wrong vision_position_ids in qwen2.5-vl video inputs." + }, + { + "left": "issue:43335", + "right": "issue:44855", + "accept": false, + "reason": "Sparse-layer creation in SwitchTransformers and a DebertaV2 import parse error are unrelated." + }, + { + "left": "issue:44462", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer file selection and list_repo_files revision forwarding are separate repository API issues." + }, + { + "left": "issue:43976", + "right": "issue:44855", + "accept": false, + "reason": "Python version support regression and Python 3.13 import parse failure are not the same bug." + }, + { + "left": "issue:43550", + "right": "issue:44190", + "accept": false, + "reason": "torch.compile/SDPA failure in Bamba is unrelated to local dataset loading in the training script." + }, + { + "left": "issue:44938", + "right": "issue:45542", + "accept": false, + "reason": "Python 3.14 import/load failure and tensorboard-without-TensorFlow backend error are different environment/setup issues." + }, + { + "left": "issue:44077", + "right": "issue:44877", + "accept": false, + "reason": "patchtsmixer post_init policy and strict config blocking granite_speech loading are not the same code-path problem." + }, + { + "left": "issue:43644", + "right": "issue:44913", + "accept": false, + "reason": "Non-persistent buffer junk in v5 and GPTNeoX rotary_pct resetting on reload are unrelated regression classes." + }, + { + "left": "issue:44077", + "right": "issue:44534", + "accept": false, + "reason": "These touch initialization, but they target different behaviors and cannot plausibly be merged as one fix." + }, + { + "left": "issue:43644", + "right": "issue:44534", + "accept": true, + "reason": "Same underlying Transformers v5 regression: non-persistent buffers are being initialized with junk; 44534 is a later restatement of the same symptom." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 31, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-410", + "nodes": [ + "issue:35141", + "issue:36246", + "issue:38175", + "issue:38617", + "issue:39692", + "issue:41628", + "issue:41950", + "issue:42490", + "issue:42907", + "issue:43065", + "issue:43295", + "issue:43335", + "issue:43388", + "issue:43404", + "issue:43441", + "issue:43479", + "issue:43643", + "issue:43650", + "issue:43688", + "issue:43854", + "issue:44016", + "issue:44112", + "issue:44186", + "issue:44190", + "issue:44220", + "issue:44246", + "issue:44464", + "issue:44466", + "issue:44496", + "issue:44561", + "issue:44683", + "issue:44734", + "issue:44913", + "issue:44933", + "issue:44964", + "issue:45003", + "issue:45216", + "issue:45245", + "issue:45276", + "issue:45362", + "issue:45375", + "issue:45446", + "issue:45563", + "issue:45584", + "issue:45600", + "issue:45632", + "issue:45803" + ], + "soft_pairs": [ + "issue:35141|issue:42490", + "issue:44112|issue:45600", + "issue:43335|issue:44190", + "issue:43650|issue:44220", + "issue:39692|issue:44190", + "issue:44496|issue:45803", + "issue:45276|issue:45584", + "issue:36246|issue:41628", + "issue:43479|issue:45375", + "issue:45245|issue:45584", + "issue:43295|issue:45276", + "issue:44464|issue:45563", + "issue:44186|issue:44734", + "issue:38175|issue:43065", + "issue:44683|issue:45446", + "issue:44466|issue:44913", + "issue:44933|issue:45362", + "issue:43404|issue:45216", + "issue:44246|issue:45003", + "issue:44734|issue:45632", + "issue:44561|issue:45632", + "issue:36246|issue:38617", + "issue:45563|issue:45584", + "issue:43643|issue:44496", + "issue:44964|issue:45600", + "issue:44112|issue:44964", + "issue:41950|issue:44016", + "issue:42490|issue:45632", + "issue:43854|issue:44964", + "issue:42907|issue:43441", + "issue:43388|issue:43688" + ], + "prepared_review_unit_hash": "66e74064a42f1832d354a4368968ed994c423ea8ec4af1f0487bb1560f1b6594", + "component_budget": { + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36555, + "estimated_input_tokens": 9139, + "estimated_eval_tokens": 18534 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The soft pairs are mostly superficial matches on broad Transformers terms (imports, multimodal, trust_remote_code, generation, CI) rather than the same concrete bug. I\u2019d reject every candidate edge; the set is too heterogeneous to form one duplicate cluster.", + "confidence": 0.78, + "canonical_issue_reason": "No single underlying bug cleanly covers this set; the issues span unrelated import failures, model/config regressions, generation bugs, docs/CI problems, and serialization quirks.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45276 is the strongest standalone report here: it is concrete, model-specific, and describes a clear resize_token_embeddings/output-embedding propagation bug with a plausible fix target.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:35141", + "right": "issue:42490", + "accept": false, + "reason": "Different bug classes: embedding resize/tie-word-weight behavior vs local-path slash warning handling." + }, + { + "left": "issue:44112", + "right": "issue:45600", + "accept": false, + "reason": "Both mention CI, but they fail in different components and on different models; not the same code-path bug." + }, + { + "left": "issue:43335", + "right": "issue:44190", + "accept": false, + "reason": "Unrelated subsystems: SwitchTransformers config creation vs image-classification script dataset loading." + }, + { + "left": "issue:43650", + "right": "issue:44220", + "accept": false, + "reason": "No shared underlying bug; one is a vague placeholder issue, the other is an audio feature extraction problem." + }, + { + "left": "issue:39692", + "right": "issue:44190", + "accept": false, + "reason": "Documentation/model-processor mismatch and quantization issues do not match a local dataset loading failure." + }, + { + "left": "issue:44496", + "right": "issue:45803", + "accept": false, + "reason": "Unrecognized model/config loading vs a bare except swallowing errors in Fuyu tensor conversion are different problems." + }, + { + "left": "issue:45276", + "right": "issue:45584", + "accept": false, + "reason": "Resize-token-embeddings weight propagation and Whisper empty-transcription handling are separate code paths." + }, + { + "left": "issue:36246", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and different modules." + }, + { + "left": "issue:43479", + "right": "issue:45375", + "accept": false, + "reason": "Default config initialization when None is passed is not the same as a missing nested field being dropped by strict serialization." + }, + { + "left": "issue:45245", + "right": "issue:45584", + "accept": false, + "reason": "Category-count limit error in categorical encoding is unrelated to Whisper's empty-transcription failure." + }, + { + "left": "issue:43295", + "right": "issue:45276", + "accept": false, + "reason": "Processor/tokenizer regression is a different bug from resize_token_embeddings not updating output embeddings." + }, + { + "left": "issue:44464", + "right": "issue:45563", + "accept": false, + "reason": "Compiled-forward chunked generation inconsistency is not the same as a stale paged-generation warning." + }, + { + "left": "issue:44186", + "right": "issue:44734", + "accept": false, + "reason": "Tokenizer crash on NER/batched padding is unrelated to KV-cache continuation indexing in transformers serve." + }, + { + "left": "issue:38175", + "right": "issue:43065", + "accept": false, + "reason": "SigLIP2 zero-probabilities and Sam3PixelDecoder dummy Conv2d are unrelated model bugs." + }, + { + "left": "issue:44683", + "right": "issue:45446", + "accept": false, + "reason": "Compiled flex_attention runtime failure on torch>=2.9 is not the same as an incorrect version check for AuxRequest import." + }, + { + "left": "issue:44466", + "right": "issue:44913", + "accept": false, + "reason": "Serialization of lm_head.weight varies by device, while GPTNeoX rotary_pct reloads incorrectly; different defects." + }, + { + "left": "issue:44933", + "right": "issue:45362", + "accept": false, + "reason": "A missing image_utils import and a Qwen3.5 chat crash are different failure modes." + }, + { + "left": "issue:43404", + "right": "issue:45216", + "accept": false, + "reason": "Both involve weights, but one is Mistral3 lm_head tying and the other is Qwen3.5 save_pretrained checkpoint correctness; not the same concrete bug." + }, + { + "left": "issue:44246", + "right": "issue:45003", + "accept": false, + "reason": "Import slowdown is not the same as unsafe sys.modules access." + }, + { + "left": "issue:44734", + "right": "issue:45632", + "accept": false, + "reason": "KV-cache continuation indexing and trust_remote_code cache-path collisions are unrelated." + }, + { + "left": "issue:44561", + "right": "issue:45632", + "accept": false, + "reason": "Breaking trust_remote_code by removing a helper is a different code path from local-model cache-path collision." + }, + { + "left": "issue:36246", + "right": "issue:38617", + "accept": false, + "reason": "Both are import-related, but they target different missing names and different modules; not a single duplicate bug." + }, + { + "left": "issue:45563", + "right": "issue:45584", + "accept": false, + "reason": "Paged generate warning cleanup and Whisper empty-transcription failure are separate issues." + }, + { + "left": "issue:43643", + "right": "issue:44496", + "accept": false, + "reason": "Missing fields from AutoConfig with trust_remote_code is not the same as failing to recognize a model in config.json." + }, + { + "left": "issue:44964", + "right": "issue:45600", + "accept": false, + "reason": "Phi-4 multimodal loading failure and stale auto_mappings references to removed Sam3LiteText configs are different problems." + }, + { + "left": "issue:44112", + "right": "issue:44964", + "accept": false, + "reason": "A CI test failure in GraniteSpeech is not the same as a model-loading regression for Phi-4 multimodal." + }, + { + "left": "issue:41950", + "right": "issue:44016", + "accept": false, + "reason": "Pipeline processor lookup bug vs a notebook syntax error; no shared underlying change." + }, + { + "left": "issue:42490", + "right": "issue:45632", + "accept": false, + "reason": "Trailing-slash path warning and cache-path collision for trust_remote_code are distinct path-handling bugs." + }, + { + "left": "issue:43854", + "right": "issue:44964", + "accept": false, + "reason": "Two different multimodal loading failures affecting different models and likely different code paths." + }, + { + "left": "issue:42907", + "right": "issue:43441", + "accept": false, + "reason": "Dequantized save failure for Ministral/Devstral is unrelated to FlashAttention crashes in v5 RC." + }, + { + "left": "issue:43388", + "right": "issue:43688", + "accept": false, + "reason": "Metric-gathering label truncation and auxiliary-loss normalization are unrelated training bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 32, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-410", + "nodes": [ + "issue:32090", + "issue:35141", + "issue:38175", + "issue:41950", + "issue:42175", + "issue:43295", + "issue:43299", + "issue:43335", + "issue:43381", + "issue:43479", + "issue:43525", + "issue:43526", + "issue:43531", + "issue:43577", + "issue:43673", + "issue:43824", + "issue:43854", + "issue:43901", + "issue:43976", + "issue:44016", + "issue:44062", + "issue:44075", + "issue:44220", + "issue:44242", + "issue:44279", + "issue:44336", + "issue:44351", + "issue:44368", + "issue:44496", + "issue:44617", + "issue:44683", + "issue:44779", + "issue:44933", + "issue:45020", + "issue:45042", + "issue:45200", + "issue:45216", + "issue:45278", + "issue:45335", + "issue:45357", + "issue:45405", + "issue:45542", + "issue:45584", + "issue:45593", + "issue:45600", + "issue:45759", + "issue:45812", + "issue:45823" + ], + "soft_pairs": [ + "issue:43673|issue:44336", + "issue:44016|issue:44220", + "issue:43295|issue:45335", + "issue:43531|issue:45600", + "issue:42175|issue:44279", + "issue:43526|issue:43901", + "issue:44496|issue:45042", + "issue:43299|issue:45216", + "issue:43335|issue:45593", + "issue:44075|issue:44368", + "issue:43381|issue:45593", + "issue:45335|issue:45584", + "issue:43901|issue:44496", + "issue:43299|issue:45357", + "issue:44496|issue:45759", + "issue:43976|issue:45405", + "issue:41950|issue:45020", + "issue:44242|issue:45200", + "issue:44351|issue:45278", + "issue:43479|issue:43525", + "issue:43824|issue:44933", + "issue:44779|issue:45812", + "issue:44683|issue:45542", + "issue:44016|issue:44062", + "issue:41950|issue:45823", + "issue:43577|issue:45216", + "issue:38175|issue:44617", + "issue:32090|issue:35141", + "issue:43299|issue:43854" + ], + "prepared_review_unit_hash": "db466fb854fbb375907b1b1bb95cd01f71de377210a5e24e9b417df113179603", + "component_budget": { + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36382, + "estimated_input_tokens": 9096, + "estimated_eval_tokens": 18448 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No duplicate cluster here: the issues span unrelated models, pipelines, configs, tokenizer behavior, packaging, and docs/runtime regressions. I would not merge any of the soft-edge pairs.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43673", + "right": "issue:44336", + "accept": false, + "reason": "Different subsystems and failure modes: GenerationMixin chunked-prefill cache handling vs ANSI formatting in loading_report." + }, + { + "left": "issue:44016", + "right": "issue:44220", + "accept": false, + "reason": "Notebook syntax error is unrelated to audio feature extraction in _torch_extract_fbank_features()." + }, + { + "left": "issue:43295", + "right": "issue:45335", + "accept": false, + "reason": "Both are regressions, but one is about processor/tokenizer input handling and the other about resizing token embeddings in t5gemma." + }, + { + "left": "issue:43531", + "right": "issue:45600", + "accept": false, + "reason": "Qwen3-MoE sliding_window behavior and stale Sam3LiteText auto_mappings references are unrelated bugs." + }, + { + "left": "issue:42175", + "right": "issue:44279", + "accept": false, + "reason": "Both mention dependencies, but one is a pip extras/backend omission and the other is a vague transformers dependency issue with no shared concrete code path." + }, + { + "left": "issue:43526", + "right": "issue:43901", + "accept": false, + "reason": "BeitImageProcessorFast label reduction bug is unrelated to a documentation mismatch about return_all_scores." + }, + { + "left": "issue:44496", + "right": "issue:45042", + "accept": false, + "reason": "Model config resolution failure and PIL image processor torchvision dependency checks are different issues." + }, + { + "left": "issue:43299", + "right": "issue:45216", + "accept": false, + "reason": "Qwen3VL MoE loading regression and Qwen3.5 save_pretrained checkpoint corruption affect different code paths." + }, + { + "left": "issue:43335", + "right": "issue:45593", + "accept": false, + "reason": "SwitchTransformers sparse-layer construction and D-FINE auxiliary-loss logic are unrelated model-specific bugs." + }, + { + "left": "issue:44075", + "right": "issue:44368", + "accept": false, + "reason": "SGD optimizer arguments not being used is unrelated to a tie_word_embeddings warning during Qwen fine-tuning." + }, + { + "left": "issue:43381", + "right": "issue:45593", + "accept": false, + "reason": "Gradient checkpointing in eval mode and D-FINE auxiliary losses are separate behaviors with no shared root cause." + }, + { + "left": "issue:45335", + "right": "issue:45584", + "accept": false, + "reason": "t5gemma embedding resize propagation and Whisper empty-transcription handling after align_special_tokens are different bugs." + }, + { + "left": "issue:43901", + "right": "issue:44496", + "accept": false, + "reason": "Docs wording for TextClassificationPipeline is unrelated to a model-loading config error." + }, + { + "left": "issue:43299", + "right": "issue:45357", + "accept": false, + "reason": "Both concern Qwen multimodal models, but one is a loading regression and the other is incorrect save_pretrained visual encoder keys." + }, + { + "left": "issue:44496", + "right": "issue:45759", + "accept": false, + "reason": "Unrecognized model config and failure to unwrap text_config in composite Qwen configs are different loader failures." + }, + { + "left": "issue:43976", + "right": "issue:45405", + "accept": false, + "reason": "Python version incompatibility is unrelated to the PEFT minimum-version bump." + }, + { + "left": "issue:41950", + "right": "issue:45020", + "accept": false, + "reason": "Video-classification processor lookup and remote_code breakage are unrelated subsystems." + }, + { + "left": "issue:44242", + "right": "issue:45200", + "accept": false, + "reason": "MoE load-balancing loss computation and Gemma4 mm_token_type_ids defaults are different model-training issues." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A missing HybridCache export is too specific to merge with a broad 'many import errors' report." + }, + { + "left": "issue:43479", + "right": "issue:43525", + "accept": false, + "reason": "Phi4MultimodalConfig default config initialization and Llama4Config missing pad_token_id are separate config bugs." + }, + { + "left": "issue:43824", + "right": "issue:44933", + "accept": false, + "reason": "These are both import errors, but they concern different symbols/modules and do not share the same underlying defect." + }, + { + "left": "issue:44779", + "right": "issue:45812", + "accept": false, + "reason": "Tokenizer regression for Deepseek and wrong token IDs for Granite are model-specific and not the same bug." + }, + { + "left": "issue:44683", + "right": "issue:45542", + "accept": false, + "reason": "Compiled flex_attention on torch>=2.9 and TensorFlow/tensorboard installation behavior are unrelated." + }, + { + "left": "issue:44016", + "right": "issue:44062", + "accept": false, + "reason": "Notebook syntax error is unrelated to AddedToken receiving duplicate special arguments." + }, + { + "left": "issue:41950", + "right": "issue:45823", + "accept": false, + "reason": "Video-classification pipeline processor lookup and Gemma4 device_map forward placement are different issues." + }, + { + "left": "issue:43577", + "right": "issue:45216", + "accept": false, + "reason": "Blip2 dtype propagation on load and Qwen3.5 save_pretrained key corruption are unrelated regressions." + }, + { + "left": "issue:38175", + "right": "issue:44617", + "accept": false, + "reason": "Unexpected zero probabilities in SigLIP2 and CUDA OOM in Sam3Video are different failure classes." + }, + { + "left": "issue:32090", + "right": "issue:35141", + "accept": false, + "reason": "Trainer _gpu_broadcast_one TypeError and token embedding reinitialization in post_init are unrelated bugs." + }, + { + "left": "issue:44351", + "right": "issue:45278", + "accept": false, + "reason": "A single missing HybridCache import is not the same underlying problem as a broad post-upgrade import breakage report." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 33, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-410", + "nodes": [ + "issue:39692", + "issue:41950", + "issue:42994", + "issue:43065", + "issue:43122", + "issue:43295", + "issue:43317", + "issue:43441", + "issue:43450", + "issue:43650", + "issue:43653", + "issue:43723", + "issue:43784", + "issue:43901", + "issue:43976", + "issue:43994", + "issue:44016", + "issue:44162", + "issue:44261", + "issue:44263", + "issue:44279", + "issue:44291", + "issue:44297", + "issue:44361", + "issue:44462", + "issue:44466", + "issue:44521", + "issue:44623", + "issue:44671", + "issue:44683", + "issue:44749", + "issue:44779", + "issue:44898", + "issue:44987", + "issue:45081", + "issue:45276", + "issue:45290", + "issue:45325", + "issue:45397", + "issue:45405", + "issue:45542", + "issue:45593", + "issue:45600", + "issue:45712", + "issue:45823", + "issue:45834", + "issue:45907" + ], + "soft_pairs": [ + "issue:39692|issue:43901", + "issue:44279|issue:45405", + "issue:43295|issue:44779", + "issue:44462|issue:45081", + "issue:41950|issue:43650", + "issue:43976|issue:44987", + "issue:44297|issue:44462", + "issue:43976|issue:44279", + "issue:45081|issue:45907", + "issue:44521|issue:45325", + "issue:43450|issue:44279", + "issue:43441|issue:45834", + "issue:45600|issue:45712", + "issue:43065|issue:44898", + "issue:42994|issue:43317", + "issue:44261|issue:44263", + "issue:44466|issue:45276", + "issue:43441|issue:44683", + "issue:44623|issue:45397", + "issue:44623|issue:44749", + "issue:43650|issue:45290", + "issue:43653|issue:45593", + "issue:43723|issue:44162", + "issue:44016|issue:45823", + "issue:44361|issue:45593", + "issue:44671|issue:44779", + "issue:44987|issue:45542", + "issue:43901|issue:43994", + "issue:43784|issue:45542", + "issue:43122|issue:43650", + "issue:44016|issue:44291" + ], + "prepared_review_unit_hash": "28984978ee6370ac7f88c7f86ea0905e1706c71a380fe07b6311e49f34c2e687", + "component_budget": { + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 31, + "serialized_chars": 36421, + "estimated_input_tokens": 9106, + "estimated_eval_tokens": 18468 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "No soft-edge pair looks like a true duplicate/change-equivalent match. The cluster has some tokenizer/processor/loading regressions, but the paired artifacts still point to different concrete failure modes, models, or code paths.", + "confidence": 0.95, + "canonical_issue_reason": "issue:43723 is the best cluster anchor: it is a clear v5 tokenizer-loading regression and the broadest representative of the tokenizer-related near-matches.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43723 is the most actionable and general issue in this set; it captures the shared tokenizer-loading regression theme better than the more model-specific or unrelated reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:39692", + "right": "issue:43901", + "accept": false, + "reason": "Both involve docs/examples around pipelines, but one reports SigLIP2 example errors and quantization failure while the other is a TextClassificationPipeline docs mismatch; different bugs." + }, + { + "left": "issue:44279", + "right": "issue:45405", + "accept": false, + "reason": "A generic dependency problem is not the same as bumping MIN_PEFT_VERSION; they describe different package/version issues." + }, + { + "left": "issue:43295", + "right": "issue:44779", + "accept": false, + "reason": "One is a processor/tokenizer regression in custom model code, the other is Deepseek tokenization output differences; related area, different underlying bug." + }, + { + "left": "issue:44462", + "right": "issue:45081", + "accept": false, + "reason": "Both are tokenizer-loading related, but one ignores repository tokenizer.json and the other crashes in the Mistral regex patch path; not the same failure." + }, + { + "left": "issue:41950", + "right": "issue:43650", + "accept": false, + "reason": "Video-classification processor lookup and an unrelated placeholder issue ('ADD THE DATA') are not the same bug." + }, + { + "left": "issue:43976", + "right": "issue:44987", + "accept": false, + "reason": "Python-version compatibility and a model-loading failure for physical-intelligence/fast are different issues." + }, + { + "left": "issue:44297", + "right": "issue:44462", + "accept": false, + "reason": "Both concern tokenizer serialization/loading, but one is tokenizer_class metadata mismatch on save and the other is AutoTokenizer ignoring tokenizer.json; distinct code paths." + }, + { + "left": "issue:43976", + "right": "issue:44279", + "accept": false, + "reason": "A Python support regression is not the same as a vague dependency issue." + }, + { + "left": "issue:45081", + "right": "issue:45907", + "accept": false, + "reason": "Tokenizer regex patch crash and list_repo_files missing revision forwarding are unrelated." + }, + { + "left": "issue:44521", + "right": "issue:45325", + "accept": false, + "reason": "Multimodal assistant-mask generation and Qwen2.5-VL rope-index scaling are different multimodal bugs." + }, + { + "left": "issue:43450", + "right": "issue:44279", + "accept": false, + "reason": "Video-processor batch shape bug and a dependency issue do not match." + }, + { + "left": "issue:43441", + "right": "issue:45834", + "accept": false, + "reason": "FlashAttention on Ministral-3 and Kosmos2.5 OCR index errors are unrelated model-specific failures." + }, + { + "left": "issue:45600", + "right": "issue:45712", + "accept": false, + "reason": "Both are repo/CI hygiene issues, but one is stale auto_mappings references and the other is dummy class cleanup; not the same problem." + }, + { + "left": "issue:43065", + "right": "issue:44898", + "accept": false, + "reason": "Both are vision-model issues, but one is a dummy Conv2d in Sam3PixelDecoder and the other is a Perceiver resize/classification failure; different code paths." + }, + { + "left": "issue:42994", + "right": "issue:43317", + "accept": false, + "reason": "Quantized model saving and dequantized model loading with device_map=auto are different quantization/offload failures." + }, + { + "left": "issue:44261", + "right": "issue:44263", + "accept": false, + "reason": "One is a missing config epsilon in MLA norm, the other is torch.split return handling in GlmMoeDsaIndexer; unrelated." + }, + { + "left": "issue:44466", + "right": "issue:45276", + "accept": false, + "reason": "Inconsistent lm_head serialization and resize_token_embeddings not propagating are different model-state bugs." + }, + { + "left": "issue:43441", + "right": "issue:44683", + "accept": false, + "reason": "FlashAttention failure on Ministral-3 and compiled flex_attention failing on torch>=2.9 are separate attention-stack issues." + }, + { + "left": "issue:44623", + "right": "issue:45397", + "accept": false, + "reason": "Processor save_pretrained missing files and gemma-4 zero3 from_pretrained are different save/load paths." + }, + { + "left": "issue:44623", + "right": "issue:44749", + "accept": false, + "reason": "Processor serialization missing files and a Chinese report about slower filtering in v5.3.0 are not the same bug." + }, + { + "left": "issue:43650", + "right": "issue:45290", + "accept": false, + "reason": "'ADD THE DATA' is unrelated to apply_chat_template crashing on tool-call assistant messages." + }, + { + "left": "issue:43653", + "right": "issue:45593", + "accept": false, + "reason": "BigBirdTokenizer special-token registration and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44162", + "accept": false, + "reason": "AutoTokenizer.from_pretrained loading in v5 and ESM2 breaking are different model/loading problems." + }, + { + "left": "issue:44016", + "right": "issue:45823", + "accept": false, + "reason": "Notebook syntax error and Gemma4 PLE device mismatch are unrelated." + }, + { + "left": "issue:44361", + "right": "issue:45593", + "accept": false, + "reason": "MLukeTokenizer task-time AttributeError and D-FINE auxiliary-loss behavior are unrelated." + }, + { + "left": "issue:44671", + "right": "issue:44779", + "accept": false, + "reason": "Both are wrong-output regressions, but CamemBERT masked LM predictions and Deepseek tokenizer results are different code paths/models." + }, + { + "left": "issue:44987", + "right": "issue:45542", + "accept": false, + "reason": "Model-loading failure and a TensorBoard/TensorFlow backend dependency issue are unrelated." + }, + { + "left": "issue:43901", + "right": "issue:43994", + "accept": false, + "reason": "Documentation wording for return_all_scores and SigLIP2 nonsensical inference results are different issues." + }, + { + "left": "issue:43784", + "right": "issue:45542", + "accept": false, + "reason": "A NameError when importing sentence-transformers and a TensorBoard backend dependency problem are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:43650", + "accept": false, + "reason": "Tokenizer-output drift and 'ADD THE DATA' are not the same bug." + }, + { + "left": "issue:44016", + "right": "issue:44291", + "accept": false, + "reason": "A notebook syntax error and an init_empty_weights TypeError 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": 1, + "component_count": 17, + "review_unit_index": 34, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-410", + "nodes": [ + "issue:16998", + "issue:22355", + "issue:36246", + "issue:41628", + "issue:41950", + "issue:42491", + "issue:42757", + "issue:43262", + "issue:43299", + "issue:43352", + "issue:43450", + "issue:43525", + "issue:43643", + "issue:43673", + "issue:43761", + "issue:43824", + "issue:43881", + "issue:43901", + "issue:43976", + "issue:44162", + "issue:44188", + "issue:44220", + "issue:44242", + "issue:44246", + "issue:44295", + "issue:44297", + "issue:44336", + "issue:44351", + "issue:44373", + "issue:44485", + "issue:44496", + "issue:44521", + "issue:44561", + "issue:44589", + "issue:44617", + "issue:44749", + "issue:44779", + "issue:44857", + "issue:44871", + "issue:44964", + "issue:45003", + "issue:45081", + "issue:45200", + "issue:45250", + "issue:45292", + "issue:45362", + "issue:45397", + "issue:45593" + ], + "soft_pairs": [ + "issue:44188|issue:44336", + "issue:44297|issue:45397", + "issue:43450|issue:44617", + "issue:43262|issue:44521", + "issue:43673|issue:43761", + "issue:43525|issue:43881", + "issue:43525|issue:43643", + "issue:44589|issue:45362", + "issue:41628|issue:43976", + "issue:43901|issue:44246", + "issue:44336|issue:44373", + "issue:42491|issue:43299", + "issue:44242|issue:45593", + "issue:16998|issue:22355", + "issue:44295|issue:45397", + "issue:44246|issue:44496", + "issue:41950|issue:44220", + "issue:44336|issue:44485", + "issue:36246|issue:42757", + "issue:36246|issue:44351", + "issue:43352|issue:45250", + "issue:43824|issue:43976", + "issue:43976|issue:44964", + "issue:43673|issue:44561", + "issue:44246|issue:44871", + "issue:44242|issue:44857", + "issue:45081|issue:45362", + "issue:44295|issue:44749", + "issue:44162|issue:45200", + "issue:44779|issue:45292", + "issue:43901|issue:45003" + ], + "prepared_review_unit_hash": "dc21e7da78ada6acec5a1f3988168cf37393633ad51420830b649dee179a1d62", + "component_budget": { + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36764, + "estimated_input_tokens": 9191, + "estimated_eval_tokens": 18638 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These items are mostly unrelated Transformers bugs, regressions, and import/config issues. None of the proposed soft edges look like the same underlying bug or change, so all are rejected. The strongest standalone issue in this set is 44521.", + "confidence": 0.66, + "canonical_issue_reason": "Issue 44521 is the clearest anchor: it is an open, concrete bug in apply_chat_template for multimodal inputs, with clear repro details and multiple inbound references.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 44521 is the best overall issue candidate because it is specific, current, and well-scoped; the rest are mostly isolated import errors, version regressions, or unrelated subsystem complaints.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44188", + "right": "issue:44336", + "accept": false, + "reason": "Different subsystems and failure modes: attention-kernel divergence under torch.compile vs ANSI codes emitted by loading_report." + }, + { + "left": "issue:44297", + "right": "issue:45397", + "accept": false, + "reason": "Tokenizer config metadata mismatch is unrelated to gemma-4 zero3 from_pretrained loading failure." + }, + { + "left": "issue:43450", + "right": "issue:44617", + "accept": false, + "reason": "Video processor batched-shape bug and Sam3Video CUDA OOM are different problems, not one code path." + }, + { + "left": "issue:43262", + "right": "issue:44521", + "accept": false, + "reason": "Both involve apply_chat_template, but one is audio sampling-rate defaulting and the other is multimodal assistant_mask generation; not the same bug." + }, + { + "left": "issue:43673", + "right": "issue:43761", + "accept": false, + "reason": "Generation cache missing in chunked_prefill and CLIPVisionModel hidden_states regression are separate model/runtime issues." + }, + { + "left": "issue:43525", + "right": "issue:43881", + "accept": false, + "reason": "Llama4Config pad_token_id missing and glm-4v loading failed are model-specific loading issues with different causes." + }, + { + "left": "issue:43525", + "right": "issue:43643", + "accept": false, + "reason": "Both mention config fields, but one is a missing pad_token_id attribute and the other is trust_remote_code dropping fields; not the same defect." + }, + { + "left": "issue:44589", + "right": "issue:45362", + "accept": false, + "reason": "Float8 storage import/type error is unrelated to Qwen3.5 chat crash." + }, + { + "left": "issue:41628", + "right": "issue:43976", + "accept": false, + "reason": "Cannot import AutoImageProcessor and Python-version compatibility are different import/runtime problems." + }, + { + "left": "issue:43901", + "right": "issue:44246", + "accept": false, + "reason": "A docs mismatch about return_all_scores is unrelated to intermittent import slowness." + }, + { + "left": "issue:44336", + "right": "issue:44373", + "accept": false, + "reason": "ANSI-code leakage in loading_report and a wrong docstring for position_ids are unrelated." + }, + { + "left": "issue:42491", + "right": "issue:43299", + "accept": false, + "reason": "Both involve Qwen models, but one is LoRA compatibility across hf versions and the other is Qwen3VL Moe loading on v5; different bugs." + }, + { + "left": "issue:44242", + "right": "issue:45593", + "accept": false, + "reason": "Load-balancing loss omission and D-FINE auxiliary-loss omission are different model-training issues." + }, + { + "left": "issue:16998", + "right": "issue:22355", + "accept": false, + "reason": "Model_max_length question for DeBERTa-V3 and missing transformers.onnx are unrelated." + }, + { + "left": "issue:44295", + "right": "issue:45397", + "accept": false, + "reason": "Position_ids buffer access error and gemma-4 zero3 loading failure are not the same code-path problem." + }, + { + "left": "issue:44246", + "right": "issue:44496", + "accept": false, + "reason": "Import slowdown and unrecognized-model config error are different failure classes." + }, + { + "left": "issue:41950", + "right": "issue:44220", + "accept": false, + "reason": "Video-classification pipeline selecting image processors and _torch_extract_fbank_features are different pipeline/audio paths." + }, + { + "left": "issue:44336", + "right": "issue:44485", + "accept": false, + "reason": "ANSI-code formatting leakage and GLM-5 RoPE implementation discussion are unrelated." + }, + { + "left": "issue:36246", + "right": "issue:42757", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor and missing is_offline_mode are both import errors, but for different symbols and modules." + }, + { + "left": "issue:36246", + "right": "issue:44351", + "accept": false, + "reason": "Missing Qwen2_5_VLImageProcessor and missing HybridCache are distinct export/import problems." + }, + { + "left": "issue:43352", + "right": "issue:45250", + "accept": false, + "reason": "Nemotron-specific Flash Attention 2 support error is not the same as a generic Flash Attention 2 topic." + }, + { + "left": "issue:43824", + "right": "issue:43976", + "accept": false, + "reason": "Missing Qwen2_5_VLForConditionalGeneration and Python-version support failure are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44964", + "accept": false, + "reason": "Python-version incompatibility and Phi-4 multimodal loading failure do not share the same underlying bug." + }, + { + "left": "issue:43673", + "right": "issue:44561", + "accept": false, + "reason": "Chunked_prefill cache regression and removal of is_torch_fx_available are separate v5 breakages." + }, + { + "left": "issue:44246", + "right": "issue:44871", + "accept": false, + "reason": "Import slowness and Gemma-3 eos_token_id inconsistency are unrelated." + }, + { + "left": "issue:44242", + "right": "issue:44857", + "accept": false, + "reason": "Load-balancing loss not being added and float16 AMP CUDA crash in LwDetrImageLoss are different bugs." + }, + { + "left": "issue:45081", + "right": "issue:45362", + "accept": false, + "reason": "Mistral regex patch crash and Qwen3.5 chat crash are unrelated model-specific failures." + }, + { + "left": "issue:44295", + "right": "issue:44749", + "accept": false, + "reason": "Reading position_ids after buffer registration and Chinese slowdown after upgrading transformers are not the same issue." + }, + { + "left": "issue:44162", + "right": "issue:45200", + "accept": false, + "reason": "ESM2 breakage and Gemma 4 mm_token_type_ids defaulting are separate model problems." + }, + { + "left": "issue:44779", + "right": "issue:45292", + "accept": false, + "reason": "Deepseek tokenizer correctness regression and resize_token_embeddings not affecting output embeddings are different code paths." + }, + { + "left": "issue:43901", + "right": "issue:45003", + "accept": false, + "reason": "Docstring mismatch and unsafe 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": 1, + "component_count": 17, + "review_unit_index": 35, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-410", + "nodes": [ + "issue:36246", + "issue:42886", + "issue:43065", + "issue:43232", + "issue:43257", + "issue:43262", + "issue:43408", + "issue:43475", + "issue:43526", + "issue:43540", + "issue:43596", + "issue:43653", + "issue:43673", + "issue:43931", + "issue:44060", + "issue:44077", + "issue:44162", + "issue:44246", + "issue:44336", + "issue:44368", + "issue:44466", + "issue:44496", + "issue:44734", + "issue:44877", + "issue:44933", + "issue:44977", + "issue:44987", + "issue:44995", + "issue:45003", + "issue:45137", + "issue:45200", + "issue:45229", + "issue:45292", + "issue:45335", + "issue:45375", + "issue:45397", + "issue:45459", + "issue:45561", + "issue:45563", + "issue:45584", + "issue:45588", + "issue:45600", + "issue:45656", + "issue:45701", + "issue:45759", + "issue:45987", + "issue:46082" + ], + "soft_pairs": [ + "issue:45987|issue:46082", + "issue:36246|issue:43596", + "issue:44877|issue:45375", + "issue:45292|issue:45584", + "issue:45561|issue:45563", + "issue:43526|issue:45003", + "issue:45292|issue:45701", + "issue:43232|issue:44336", + "issue:44987|issue:45459", + "issue:44496|issue:45003", + "issue:43065|issue:43408", + "issue:45375|issue:45759", + "issue:43262|issue:44246", + "issue:43257|issue:45137", + "issue:44995|issue:45200", + "issue:43475|issue:43540", + "issue:43653|issue:44162", + "issue:44995|issue:45588", + "issue:45397|issue:45656", + "issue:44466|issue:45335", + "issue:44368|issue:45563", + "issue:44368|issue:44977", + "issue:42886|issue:45229", + "issue:45003|issue:45561", + "issue:43673|issue:44734", + "issue:45137|issue:45600", + "issue:44060|issue:44077", + "issue:43931|issue:44368", + "issue:44933|issue:45459" + ], + "prepared_review_unit_hash": "ff794b14eae3d8728159a111e084c89edd466a8619cf619bfa46513f2852234d", + "component_budget": { + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35937, + "estimated_input_tokens": 8985, + "estimated_eval_tokens": 18226 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The proposed pairs are mostly superficial or subsystem-level overlaps rather than true duplicates. They should all be rejected. The item set is heterogeneous enough that there is no safe canonical issue or PR for the cluster.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45987", + "right": "issue:46082", + "accept": false, + "reason": "Both concern config/value validation, but one is about StaticCache.get_seq_length() returning the wrong type and the other about LlamaConfig head_dim validation; different code paths and fixes." + }, + { + "left": "issue:36246", + "right": "issue:43596", + "accept": false, + "reason": "Both are import/loading failures, but one is a missing Qwen2.5-VL import and the other is a DeepSpeed ZeRO3/BertModel index error; unrelated bugs." + }, + { + "left": "issue:44877", + "right": "issue:45375", + "accept": false, + "reason": "Both mention strict config handling, but one is about loading granite_speech and the other is a missing Qwen3_5MoeVisionConfig field being dropped; not the same defect." + }, + { + "left": "issue:45292", + "right": "issue:45584", + "accept": false, + "reason": "These both involve token/embedding handling, but one is about resize_token_embeddings not updating output embeddings and the other is a Whisper empty-transcription generation failure after align_special_tokens; distinct behavior." + }, + { + "left": "issue:45561", + "right": "issue:45563", + "accept": false, + "reason": "Both touch testing/runtime warnings, but one is a pytest-xdist race in patched testing utils and the other is a stale warning for paged generate(); different locations and fixes." + }, + { + "left": "issue:43526", + "right": "issue:45003", + "accept": false, + "reason": "Both involve incorrect handling of values in utilities/model code, but one is BeitImageProcessorFast reduce_labels returning one label and the other is unsafe sys.modules access in modeling_utils; not the same issue." + }, + { + "left": "issue:45292", + "right": "issue:45701", + "accept": false, + "reason": "The overlap is only around tokenization/embedding-related symptoms; resize_token_embeddings bugs are unrelated to version-dependent tokenization changes." + }, + { + "left": "issue:43232", + "right": "issue:44336", + "accept": false, + "reason": "One is a generation kwargs/cache bug after sync_gpus, the other is ANSI codes emitted by loading_report when not attached to a terminal; no shared code-path." + }, + { + "left": "issue:44987", + "right": "issue:45459", + "accept": false, + "reason": "Both involve loading/tokenizer-related errors, but one is a model load failure for physical-intelligence/fast under v5.1.0 and the other is protobuf error handling masking tokenizer exceptions; distinct bugs." + }, + { + "left": "issue:44496", + "right": "issue:45003", + "accept": false, + "reason": "One is an unrecognized model/config issue, the other is unsafe sys.modules access in modeling_utils; they do not describe the same underlying failure." + }, + { + "left": "issue:43065", + "right": "issue:43408", + "accept": false, + "reason": "Both are SAM 3 related, but one reports a dummy Conv2d in Sam3PixelDecoder and the other a model-type mismatch warning for sam3_video vs sam3_tracker; different problems." + }, + { + "left": "issue:45375", + "right": "issue:45759", + "accept": false, + "reason": "Both reference Qwen multimodal config handling, but one is a missing deepstack_visual_indexes field in vision config and the other is AutoModelForCausalLM.from_config not unwrapping text_config; separate fixes." + }, + { + "left": "issue:43262", + "right": "issue:44246", + "accept": false, + "reason": "One is audio processor chat-template sampling-rate defaulting incorrectly, the other is slow/occasional import behavior; no duplicate symptom or code path." + }, + { + "left": "issue:43257", + "right": "issue:45137", + "accept": false, + "reason": "One is Qwen3 MOE weight conversion with accelerate+deepspeed, the other is a Zero3 deque underflow; both involve distributed loading but are different failures." + }, + { + "left": "issue:44995", + "right": "issue:45200", + "accept": false, + "reason": "Both mention index/label-related model behavior, but one is a GlmMoeDsa stale indexer cache crash and the other is Gemma 4 requiring mm_token_type_ids defaults; unrelated." + }, + { + "left": "issue:43475", + "right": "issue:43540", + "accept": false, + "reason": "Both are Qwen3 Omni/Video issues, but one is a missing fpn_position_embeddings attribute in SAM 3 Video and the other is a video-input ValueError in Qwen3OmniMoe; not the same bug." + }, + { + "left": "issue:43653", + "right": "issue:44162", + "accept": false, + "reason": "One is BigBirdTokenizer special-token registration/empty decode, the other is a broad ESM2 breakage report; no concrete shared defect." + }, + { + "left": "issue:44995", + "right": "issue:45588", + "accept": false, + "reason": "Both are cache/indexing related, but one is a stale indexer cache crash in GlmMoeDsa and the other is a flash_attention AttributeError on s_aux=None; different code paths." + }, + { + "left": "issue:45397", + "right": "issue:45656", + "accept": false, + "reason": "One is gemma-4 ZeRO3 from_pretrained loading, the other is optimizer.step being called twice with deepspeed; both involve deepspeed but are separate bugs." + }, + { + "left": "issue:44466", + "right": "issue:45335", + "accept": false, + "reason": "Both concern resize_token_embeddings not propagating everywhere, but one is a generic lm_head serialization/tied-weights inconsistency and the other is t5gemma decoder.embed_tokens not updating; related theme, not same fix." + }, + { + "left": "issue:44368", + "right": "issue:45563", + "accept": false, + "reason": "One is a warning about tie_word_embeddings in Qwen3.5 LoRA fine-tuning, the other is a stale num_return_sequences warning in paged generate(); different model/setup and message." + }, + { + "left": "issue:44368", + "right": "issue:44977", + "accept": false, + "reason": "Both are Qwen3.5-related warnings/behavior, but one is tie_word_embeddings warnings during fine-tuning and the other is flash-attention generation failure; distinct code paths." + }, + { + "left": "issue:42886", + "right": "issue:45229", + "accept": false, + "reason": "One is offline cache loading for tokenizers, the other is multi-GPU CUDA OOM for Gemma 4 31B; unrelated." + }, + { + "left": "issue:45003", + "right": "issue:45561", + "accept": false, + "reason": "One is unsafe sys.modules access in modeling_utils, the other is a testing race in captured_info.txt; different subsystems." + }, + { + "left": "issue:43673", + "right": "issue:44734", + "accept": false, + "reason": "Both touch generation cache behavior, but one is missing GenerationMixin cache in chunked_prefill and the other is a serve-time KV cache continuation tensor indexing crash; not the same underlying bug." + }, + { + "left": "issue:45137", + "right": "issue:45600", + "accept": false, + "reason": "Both are DeepSpeed/CI-related failures, but one is a Zero3 deque underflow and the other is broken auto_mappings references to removed Sam3LiteText configs; unrelated." + }, + { + "left": "issue:44060", + "right": "issue:44077", + "accept": false, + "reason": "One is a Qwen3-Next tied-weights warning bug, the other is an optional post_init policy for patchtsmixer; different models and issues." + }, + { + "left": "issue:43931", + "right": "issue:44368", + "accept": false, + "reason": "Both are Qwen model-loading-ish reports, but one is a weight-shape mismatch for Qwen3-VL-30B and the other is tie_word_embeddings warnings for Qwen3.5 fine-tuning." + }, + { + "left": "issue:44933", + "right": "issue:45459", + "accept": false, + "reason": "One is a missing/nonexistent import from image_utils, the other is tokenizer exception masking when protobuf is absent; different modules and symptoms." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 36, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-410", + "nodes": [ + "issue:28282", + "issue:30990", + "issue:36010", + "issue:41628", + "issue:42175", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:42994", + "issue:43232", + "issue:43452", + "issue:43475", + "issue:43482", + "issue:43525", + "issue:43643", + "issue:43646", + "issue:43673", + "issue:43704", + "issue:43824", + "issue:43827", + "issue:44038", + "issue:44162", + "issue:44222", + "issue:44297", + "issue:44351", + "issue:44361", + "issue:44496", + "issue:44623", + "issue:44661", + "issue:44749", + "issue:44869", + "issue:44933", + "issue:44964", + "issue:45003", + "issue:45081", + "issue:45092", + "issue:45103", + "issue:45137", + "issue:45230", + "issue:45310", + "issue:45356", + "issue:45375", + "issue:45381", + "issue:45397", + "issue:45478", + "issue:45561", + "issue:45656", + "issue:45712" + ], + "soft_pairs": [ + "issue:44869|issue:45356", + "issue:44297|issue:44623", + "issue:44361|issue:44749", + "issue:43646|issue:44162", + "issue:43452|issue:45003", + "issue:43673|issue:43827", + "issue:44623|issue:45656", + "issue:44749|issue:45656", + "issue:44749|issue:45310", + "issue:42994|issue:43482", + "issue:43232|issue:43673", + "issue:42371|issue:45092", + "issue:28282|issue:30990", + "issue:43475|issue:45381", + "issue:45230|issue:45397", + "issue:43475|issue:43643", + "issue:44038|issue:44623", + "issue:41628|issue:44933", + "issue:43475|issue:44661", + "issue:45081|issue:45103", + "issue:42994|issue:43525", + "issue:45375|issue:45478", + "issue:45310|issue:45375", + "issue:41628|issue:44351", + "issue:42673|issue:43704", + "issue:42831|issue:44222", + "issue:44222|issue:45310", + "issue:42994|issue:43824", + "issue:36010|issue:41628", + "issue:42175|issue:45712", + "issue:44038|issue:45310", + "issue:44496|issue:45561", + "issue:44964|issue:45137" + ], + "prepared_review_unit_hash": "c041bdf49b4587e6f9e7c1bc83679b107f32bfe2a5cff3c555217125cccba793", + "component_budget": { + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37420, + "estimated_input_tokens": 9355, + "estimated_eval_tokens": 18966 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Most items are unrelated Transformers regressions, import errors, or model-specific bugs. There are at least two clear exact-duplicate issue pairs in the packet: issue:42673/issue:43704 (same Qwen3ForCausalLM VRAM leak symptom) and issue:45310/issue:45478 (identical title about Qwen3.5 MoE from_pretrained errors). Beyond those, the remaining soft edges are mostly conservative and should stay split.", + "confidence": 0.68, + "canonical_issue_reason": "issue:42673 is a strong canonical representative for its duplicate pair because it is the earlier, more detailed report of the Qwen3ForCausalLM multi-dataloader VRAM leak, matching issue:43704.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42673 is the best representative overall among the clearly duplicated issues because it has the strongest duplicate evidence and richer discussion context; issue:45310 and issue:45478 are also exact duplicates, but represent a separate Qwen3.5 MoE from_pretrained problem.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44869", + "right": "issue:45356", + "accept": false, + "reason": "Different models and failure modes: Whisper timestamp decode crash vs Kimi-K2.5 tokenizer regression." + }, + { + "left": "issue:44297", + "right": "issue:44623", + "accept": false, + "reason": "Both involve save_pretrained, but one is tokenizer metadata mismatch and the other is missing processor files." + }, + { + "left": "issue:44361", + "right": "issue:44749", + "accept": false, + "reason": "Unrelated issues: MLukeTokenizer task attribute error vs a Chinese performance regression after upgrading Transformers." + }, + { + "left": "issue:43646", + "right": "issue:44162", + "accept": false, + "reason": "Both are broad breakages, but the affected models and code paths differ; not the same bug." + }, + { + "left": "issue:43452", + "right": "issue:45003", + "accept": false, + "reason": "Loading gguf models/tokenizers is a different path from unsafe sys.modules access in modeling_utils." + }, + { + "left": "issue:43673", + "right": "issue:43827", + "accept": false, + "reason": "Generation cache behavior and deprecated pipeline docs are unrelated changes." + }, + { + "left": "issue:44623", + "right": "issue:45656", + "accept": false, + "reason": "Processor save_pretrained missing files is unrelated to DeepSpeed causing optimizer.step to run twice." + }, + { + "left": "issue:44749", + "right": "issue:45656", + "accept": false, + "reason": "A data-filtering slowdown and a DeepSpeed optimizer-step bug are not the same underlying issue." + }, + { + "left": "issue:44749", + "right": "issue:45310", + "accept": false, + "reason": "Different Qwen model issue types: performance regression versus from_pretrained loading error." + }, + { + "left": "issue:42994", + "right": "issue:43482", + "accept": false, + "reason": "Quantized model save failure and GGUF load failure are opposite directions and different code paths." + }, + { + "left": "issue:43232", + "right": "issue:43673", + "accept": false, + "reason": "Both concern generation, but one is sync_gpus kwargs handling and the other is missing cache in chunked_prefill." + }, + { + "left": "issue:42371", + "right": "issue:45092", + "accept": false, + "reason": "TF backend install packaging and remote-code meta-init incompatibility are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:30990", + "accept": false, + "reason": "Missing PyTorch import error is not the same as Sentence Transformers hanging during load." + }, + { + "left": "issue:43475", + "right": "issue:45381", + "accept": false, + "reason": "Different multimodal models and different bugs: missing attribute vs wrong vision_position_ids." + }, + { + "left": "issue:45230", + "right": "issue:45397", + "accept": false, + "reason": "Generic bug report does not match the specific Gemma-4 ZeRO3 from_pretrained issue." + }, + { + "left": "issue:43475", + "right": "issue:43643", + "accept": false, + "reason": "SAM 3 video encoder attribute error and trust_remote_code field-loss are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44623", + "accept": false, + "reason": "Qwen3-VL-Moe loading issues and processor save_pretrained missing files are different problems." + }, + { + "left": "issue:41628", + "right": "issue:44933", + "accept": false, + "reason": "Both are import-related, but the missing symbols and affected modules do not match closely enough." + }, + { + "left": "issue:43475", + "right": "issue:44661", + "accept": false, + "reason": "A SAM 3 video encoder attribute error is unrelated to tokenizer-mapping model registration." + }, + { + "left": "issue:45081", + "right": "issue:45103", + "accept": false, + "reason": "Tokenizer regex patch crash and auto_docstring annotation parsing crash are different code paths." + }, + { + "left": "issue:42994", + "right": "issue:43525", + "accept": false, + "reason": "Quantized save failure and Llama4Config missing pad_token_id are unrelated." + }, + { + "left": "issue:45375", + "right": "issue:45478", + "accept": false, + "reason": "Both are in the Qwen3.5 MoE area, but one is a missing config field and the other is a generic from_pretrained error; not enough to treat as the same bug." + }, + { + "left": "issue:45310", + "right": "issue:45375", + "accept": false, + "reason": "A Qwen3.5 MoE loading error is not the same as a missing deepstack_visual_indexes config field." + }, + { + "left": "issue:41628", + "right": "issue:44351", + "accept": false, + "reason": "Missing AutoImageProcessor import and missing HybridCache import are different symbol regressions." + }, + { + "left": "issue:42673", + "right": "issue:43704", + "accept": true, + "reason": "Same exact title and symptom: Qwen3ForCausalLM leaks VRAM across multiple dataloader threads." + }, + { + "left": "issue:42831", + "right": "issue:44222", + "accept": false, + "reason": "FineGrainedFP8 accuracy degradation is different from FP8 save_pretrained failing for MoE models." + }, + { + "left": "issue:44222", + "right": "issue:45310", + "accept": false, + "reason": "FP8 MoE save_pretrained and Qwen3.5 MoE from_pretrained errors are different concrete failures." + }, + { + "left": "issue:42994", + "right": "issue:43824", + "accept": false, + "reason": "A quantized model save issue is unrelated to a missing Qwen2.5-VL import." + }, + { + "left": "issue:36010", + "right": "issue:41628", + "accept": false, + "reason": "GenerationMixin import error and AutoImageProcessor import error are separate missing-symbol regressions." + }, + { + "left": "issue:42175", + "right": "issue:45712", + "accept": false, + "reason": "Torch-only install backend packaging and dummy_pt_objects leakage are related only broadly, not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:45310", + "accept": false, + "reason": "Qwen3-VL-Moe and Qwen3.5 MoE loading failures are different model families and likely different fixes." + }, + { + "left": "issue:44496", + "right": "issue:45561", + "accept": false, + "reason": "Unrecognized model/config loading and a pytest-xdist race in testing utils are unrelated." + }, + { + "left": "issue:44964", + "right": "issue:45137", + "accept": false, + "reason": "Phi-4 multimodal loading and DeepSpeed ZeRO3 deque underflow are unrelated failures." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "Reject: the summary is not fully grounded because it misses another clear exact-duplicate pair in the packet, issue:45310 and issue:45478, which have the same title (\u2018[BUG] transformers>=5.4.0, Qwen3.5 Moe from_pretrained error\u2019). Because of that, the claim that issue:42673/issue:43704 is the only clear duplicate pair is overstated. The soft-edge verdicts are mostly conservative, but the overall clustering summary is incomplete." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 37, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-410", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:33290", + "issue:35141", + "issue:42175", + "issue:42222", + "issue:42898", + "issue:43232", + "issue:43278", + "issue:43377", + "issue:43479", + "issue:43673", + "issue:43723", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43901", + "issue:43976", + "issue:44060", + "issue:44079", + "issue:44188", + "issue:44190", + "issue:44222", + "issue:44242", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44448", + "issue:44568", + "issue:44623", + "issue:44734", + "issue:44779", + "issue:44792", + "issue:44933", + "issue:45092", + "issue:45103", + "issue:45125", + "issue:45137", + "issue:45200", + "issue:45310", + "issue:45356", + "issue:45405", + "issue:45561", + "issue:45600", + "issue:45656", + "issue:45712", + "issue:45812", + "issue:46082" + ], + "soft_pairs": [ + "issue:43377|issue:44242", + "issue:45561|issue:45600", + "issue:42222|issue:45200", + "issue:43901|issue:45561", + "issue:43232|issue:44792", + "issue:42898|issue:44568", + "issue:30990|issue:35141", + "issue:43232|issue:44188", + "issue:44623|issue:45310", + "issue:44188|issue:44373", + "issue:43784|issue:43824", + "issue:42898|issue:45812", + "issue:43278|issue:45137", + "issue:44734|issue:45103", + "issue:30333|issue:33290", + "issue:43874|issue:45092", + "issue:43723|issue:44568", + "issue:42898|issue:45356", + "issue:42898|issue:44779", + "issue:44060|issue:45125", + "issue:45405|issue:45712", + "issue:43673|issue:44188", + "issue:42898|issue:44448", + "issue:44295|issue:45656", + "issue:44933|issue:45712", + "issue:42175|issue:44933", + "issue:43479|issue:44079", + "issue:44222|issue:44297", + "issue:43976|issue:44933", + "issue:44190|issue:46082" + ], + "prepared_review_unit_hash": "e1518bb2967f084bdb457ab6442883bef2bd03c0daeaa2ae7c5011b06e577df9", + "component_budget": { + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 30, + "serialized_chars": 36773, + "estimated_input_tokens": 9194, + "estimated_eval_tokens": 18644 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of distinct regressions across tokenizers, multimodal models, generation, DeepSpeed, docs, and packaging. The soft links are mostly superficial subsystem similarity rather than the same underlying bug, so I rejected all of them.", + "confidence": 0.93, + "canonical_issue_reason": "issue:42898 is the broadest, most central report in the tokenizer/regression family and best represents the cluster\u2019s strongest theme, even though the cluster overall is heterogeneous.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:42898 is the clearest and most general issue among the set, with a broad v5 tokenizer behavior regression framing that can anchor related reports.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43377", + "right": "issue:44242", + "accept": false, + "reason": "Different bugs: MIMI batching/padding-mask mismatch vs MoE load-balancing loss gating." + }, + { + "left": "issue:45561", + "right": "issue:45600", + "accept": false, + "reason": "Unrelated: xdist file race in testing utils vs stale Sam3LiteText mappings in auto_mappings.py." + }, + { + "left": "issue:42222", + "right": "issue:45200", + "accept": false, + "reason": "Different models and failures: vitpose import/runtime breakage vs Gemma 4 multimodal token defaults." + }, + { + "left": "issue:43901", + "right": "issue:45561", + "accept": false, + "reason": "Docs mismatch for TextClassificationPipeline vs parallel test-file race; not the same change." + }, + { + "left": "issue:43232", + "right": "issue:44792", + "accept": false, + "reason": "Generation cache/sync_gpus bug vs janus image-generation test failure; no shared code-path." + }, + { + "left": "issue:42898", + "right": "issue:44568", + "accept": false, + "reason": "Both are tokenizer regressions, but one is clean_up_tokenization_spaces and the other is add_special_tokens/BOS-EOS handling." + }, + { + "left": "issue:30990", + "right": "issue:35141", + "accept": false, + "reason": "Stuck loading issue vs token embedding reinitialization on resize; different subsystems." + }, + { + "left": "issue:43232", + "right": "issue:44188", + "accept": false, + "reason": "Generation kwargs propagation vs attention-kernel divergence under torch.compile; unrelated code paths." + }, + { + "left": "issue:44623", + "right": "issue:45310", + "accept": false, + "reason": "Processor save_pretrained file omission vs Qwen3.5 MoE from_pretrained error; not the same bug." + }, + { + "left": "issue:44188", + "right": "issue:44373", + "accept": false, + "reason": "Runtime kernel divergence vs a docstring correction for position_ids." + }, + { + "left": "issue:43784", + "right": "issue:43824", + "accept": false, + "reason": "Import NameError in sentence-transformers vs missing Qwen2.5-VL symbol; different import failures." + }, + { + "left": "issue:42898", + "right": "issue:45812", + "accept": false, + "reason": "Both tokenizer-related, but one is a generic v5 cleanup-space change and the other is Granite-specific token ID regression." + }, + { + "left": "issue:43278", + "right": "issue:45137", + "accept": false, + "reason": "Dtype drift during evaluate vs DeepSpeed ZeRO3 deque IndexError; unrelated." + }, + { + "left": "issue:44734", + "right": "issue:45103", + "accept": false, + "reason": "Serve KV-cache tensor indexing bug vs auto-docstring crash from future annotations; different areas." + }, + { + "left": "issue:30333", + "right": "issue:33290", + "accept": false, + "reason": "Failed MLFlow reporting vs DeepSpeed adafactor OOM; no common root cause." + }, + { + "left": "issue:43874", + "right": "issue:45092", + "accept": false, + "reason": "Missing image-processor method vs remote-code meta-init incompatibility; distinct multimodal issues." + }, + { + "left": "issue:43723", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer loading regression vs special-token insertion behavior; separate tokenizer problems." + }, + { + "left": "issue:42898", + "right": "issue:45356", + "accept": false, + "reason": "Different tokenizer regressions: clean_up_tokenization_spaces behavior vs Kimi-K2.5 codec/warning handling." + }, + { + "left": "issue:42898", + "right": "issue:44779", + "accept": false, + "reason": "Generic tokenizer cleanup change vs DeepSeek tokenizer output regression; not the same defect." + }, + { + "left": "issue:44060", + "right": "issue:45125", + "accept": false, + "reason": "Incorrect tied-weights warning vs missing tensor-parallel plan; different model config/parallelism bugs." + }, + { + "left": "issue:45405", + "right": "issue:45712", + "accept": false, + "reason": "Dependency version bump problem vs leftover dummy-class cleanup; unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44188", + "accept": false, + "reason": "GenerationMixin chunked-prefill cache issue vs attention kernel divergence; different failures." + }, + { + "left": "issue:42898", + "right": "issue:44448", + "accept": false, + "reason": "Both are v5 regressions, but one is tokenizer cleanup behavior and the other is Pegasus output drift." + }, + { + "left": "issue:44295", + "right": "issue:45656", + "accept": false, + "reason": "position_ids buffer access error vs optimizer.step being called twice under deepspeed; different bugs." + }, + { + "left": "issue:44933", + "right": "issue:45712", + "accept": false, + "reason": "Missing import from image_utils vs leftover dummy classes in dummy_pt_objects.py; unrelated cleanup/import issues." + }, + { + "left": "issue:42175", + "right": "issue:44933", + "accept": false, + "reason": "Packaging/backend dependency omission vs image_utils import problem; no shared underlying bug." + }, + { + "left": "issue:43479", + "right": "issue:44079", + "accept": false, + "reason": "Phi4MultimodalConfig default-init bug vs ModelOutput key assignment bug; different object models." + }, + { + "left": "issue:44222", + "right": "issue:44297", + "accept": false, + "reason": "Both involve save_pretrained, but FP8 MoE serialization and tokenizer_class metadata mismatch are distinct problems." + }, + { + "left": "issue:43976", + "right": "issue:44933", + "accept": false, + "reason": "Python version incompatibility vs nonexistent image_utils import; unrelated." + }, + { + "left": "issue:44190", + "right": "issue:46082", + "accept": false, + "reason": "Local dataset loading failure in an example script vs LlamaConfig head_dim validation; different code paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 38, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-410", + "nodes": [ + "issue:28282", + "issue:30333", + "issue:30990", + "issue:34689", + "issue:35141", + "issue:36331", + "issue:38175", + "issue:41628", + "issue:42757", + "issue:42831", + "issue:42907", + "issue:43116", + "issue:43232", + "issue:43479", + "issue:43644", + "issue:43723", + "issue:43761", + "issue:43873", + "issue:44190", + "issue:44206", + "issue:44222", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44360", + "issue:44373", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44623", + "issue:44829", + "issue:44869", + "issue:44871", + "issue:44945", + "issue:44977", + "issue:45071", + "issue:45092", + "issue:45103", + "issue:45310", + "issue:45357", + "issue:45406", + "issue:45656", + "issue:45834", + "issue:46002", + "issue:46050", + "issue:46082" + ], + "soft_pairs": [ + "issue:43116|issue:44190", + "issue:44297|issue:45656", + "issue:42831|issue:44623", + "issue:44222|issue:44623", + "issue:43479|issue:44869", + "issue:44206|issue:45103", + "issue:41628|issue:42757", + "issue:30333|issue:36331", + "issue:45071|issue:46082", + "issue:30333|issue:34689", + "issue:44297|issue:45310", + "issue:44222|issue:44484", + "issue:44263|issue:45092", + "issue:28282|issue:30333", + "issue:43723|issue:44977", + "issue:43232|issue:45834", + "issue:30333|issue:35141", + "issue:43761|issue:46082", + "issue:43873|issue:44945", + "issue:44373|issue:44485", + "issue:44483|issue:45406", + "issue:44263|issue:44360", + "issue:44295|issue:44623", + "issue:44514|issue:45103", + "issue:44261|issue:45092", + "issue:43479|issue:43644", + "issue:45092|issue:45357", + "issue:43723|issue:44871", + "issue:30990|issue:38175", + "issue:44829|issue:46002", + "issue:42907|issue:46050" + ], + "prepared_review_unit_hash": "6b7f748c04a766b796cb18b4a781103c939e9aa1c6dca383a1b58a48662c6198", + "component_budget": { + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 31, + "serialized_chars": 36836, + "estimated_input_tokens": 9209, + "estimated_eval_tokens": 18674 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This set is a noisy mix of unrelated issue reports. The suggested soft pairs share only broad keywords or subsystem areas, not the same concrete bug, so none should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": "No single issue is a defensible canonical representative here; the items span many unrelated regressions, import errors, serialization problems, and example-script bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "No issue stands out as the best cluster anchor because the pairwise similarities are superficial rather than indicating one underlying defect.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43116", + "right": "issue:44190", + "accept": false, + "reason": "Both are example-script problems, but they affect different scripts and different failure modes; not the same bug." + }, + { + "left": "issue:44297", + "right": "issue:45656", + "accept": false, + "reason": "Tokenizer save metadata mismatch and deepspeed optimizer double-step are unrelated issues." + }, + { + "left": "issue:42831", + "right": "issue:44623", + "accept": false, + "reason": "FP8 accuracy drift and missing processor save files are different serialization/runtime problems." + }, + { + "left": "issue:44222", + "right": "issue:44623", + "accept": false, + "reason": "Both mention save_pretrained, but one is FP8 MoE saving and the other is processor file omission; different code paths." + }, + { + "left": "issue:43479", + "right": "issue:44869", + "accept": false, + "reason": "Multimodal config initialization and Whisper timestamp decoding are unrelated." + }, + { + "left": "issue:44206", + "right": "issue:45103", + "accept": false, + "reason": "A feature extractor API crash and an auto-docstring annotation bug are not the same underlying defect." + }, + { + "left": "issue:41628", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different symbols from different libraries and likely different causes." + }, + { + "left": "issue:30333", + "right": "issue:36331", + "accept": false, + "reason": "MLflow job state reporting and custom trainer loss signature incompatibility are unrelated." + }, + { + "left": "issue:45071", + "right": "issue:46082", + "accept": false, + "reason": "Generic PretrainedConfig type checking and LlamaConfig head_dim validation are separate config-breaking changes." + }, + { + "left": "issue:30333", + "right": "issue:34689", + "accept": false, + "reason": "Training-job tracking and Llama 3.2 vision model loading are unrelated." + }, + { + "left": "issue:44297", + "right": "issue:45310", + "accept": false, + "reason": "Tokenizer class metadata mismatch and Qwen3.5 MoE from_pretrained failure are not the same bug." + }, + { + "left": "issue:44222", + "right": "issue:44484", + "accept": false, + "reason": "FP8 MoE save_pretrained behavior and max_shard_size default discussion are different issues." + }, + { + "left": "issue:44263", + "right": "issue:45092", + "accept": false, + "reason": "Torch.split return handling in a DSA indexer and remote-code checkpoint meta-init incompatibility are unrelated." + }, + { + "left": "issue:28282", + "right": "issue:30333", + "accept": false, + "reason": "PyTorch import requirement and MLflow reporting after failed training are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44977", + "accept": false, + "reason": "Tokenizer loading regression and flash-attention generation quality are different problems." + }, + { + "left": "issue:43232", + "right": "issue:45834", + "accept": false, + "reason": "Generation kwargs sync behavior and long OCR index errors are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:35141", + "accept": false, + "reason": "MLflow failure reporting and embedding resize/post_init reinitialization are unrelated." + }, + { + "left": "issue:43761", + "right": "issue:46082", + "accept": false, + "reason": "CLIP hidden_states regression and LlamaConfig head_dim validation are not the same issue." + }, + { + "left": "issue:43873", + "right": "issue:44945", + "accept": false, + "reason": "Quantization offloading and pipeline-parallel output correctness are different distributed-inference bugs." + }, + { + "left": "issue:44373", + "right": "issue:44485", + "accept": false, + "reason": "Docstring wording for position_ids and GLM-5 RoPE implementation are not the same defect." + }, + { + "left": "issue:44483", + "right": "issue:45406", + "accept": false, + "reason": "Chat-completions API request rejection and Gemma4Processor attribute crash are different serve-side failures." + }, + { + "left": "issue:44263", + "right": "issue:44360", + "accept": false, + "reason": "Both involve the DSA indexer, but one is about split return values and the other about a missing ReLU; different code changes." + }, + { + "left": "issue:44295", + "right": "issue:44623", + "accept": false, + "reason": "Reading position_ids after buffer registration and processor.save_pretrained file omission are unrelated." + }, + { + "left": "issue:44514", + "right": "issue:45103", + "accept": false, + "reason": "Batched chat template padding crash and annotation-introspection docstring crash are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:45092", + "accept": false, + "reason": "MLA rms_norm_eps precision issue and InternVL2 meta-init incompatibility are different configuration bugs." + }, + { + "left": "issue:43479", + "right": "issue:43644", + "accept": false, + "reason": "Default multimodal config initialization and non-persistent buffer junk values are unrelated." + }, + { + "left": "issue:43723", + "right": "issue:44871", + "accept": false, + "reason": "Tokenizer loading regression and Gemma eos_token_id mismatch are different model/config issues." + }, + { + "left": "issue:30990", + "right": "issue:38175", + "accept": false, + "reason": "Sentence-transformer loading stall and zero-probabilities in SigLIP are unrelated." + }, + { + "left": "issue:44829", + "right": "issue:46002", + "accept": false, + "reason": "Flash-attention-3 training degeneration and NaNs after checkout/init are different classification-head problems." + }, + { + "left": "issue:42907", + "right": "issue:46050", + "accept": false, + "reason": "Dequantized model save failure and sinq save/load corruption are both quantization-related but not the same concrete bug." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 39, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-410", + "nodes": [ + "issue:22355", + "issue:28282", + "issue:30990", + "issue:33357", + "issue:39401", + "issue:41628", + "issue:42371", + "issue:42757", + "issue:42831", + "issue:42886", + "issue:42907", + "issue:42994", + "issue:43066", + "issue:43122", + "issue:43232", + "issue:43479", + "issue:43576", + "issue:43646", + "issue:43723", + "issue:43756", + "issue:43784", + "issue:43824", + "issue:43937", + "issue:44038", + "issue:44060", + "issue:44117", + "issue:44261", + "issue:44263", + "issue:44295", + "issue:44297", + "issue:44373", + "issue:44442", + "issue:44464", + "issue:44514", + "issue:44568", + "issue:44704", + "issue:44779", + "issue:44913", + "issue:44945", + "issue:45278", + "issue:45290", + "issue:45310", + "issue:45593", + "issue:45600", + "issue:45753", + "issue:46002", + "issue:46082" + ], + "soft_pairs": [ + "issue:41628|issue:43824", + "issue:42831|issue:45310", + "issue:43479|issue:44913", + "issue:44263|issue:44373", + "issue:22355|issue:28282", + "issue:42831|issue:44038", + "issue:39401|issue:44568", + "issue:42757|issue:45278", + "issue:44945|issue:45753", + "issue:42886|issue:42994", + "issue:43576|issue:43784", + "issue:42886|issue:43066", + "issue:44464|issue:46082", + "issue:42371|issue:44263", + "issue:44117|issue:44704", + "issue:43232|issue:45593", + "issue:43646|issue:46002", + "issue:30990|issue:33357", + "issue:44704|issue:45290", + "issue:44295|issue:44297", + "issue:43756|issue:44060", + "issue:42907|issue:44945", + "issue:44261|issue:44373", + "issue:41628|issue:45278", + "issue:43122|issue:44514", + "issue:43723|issue:44442", + "issue:43723|issue:44779", + "issue:43784|issue:45600", + "issue:42907|issue:43937" + ], + "prepared_review_unit_hash": "c26c650a2ca37cad21f5048c1606fffa44b7b1fdacc99002257a292245e9d46f", + "component_budget": { + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 29, + "serialized_chars": 35314, + "estimated_input_tokens": 8829, + "estimated_eval_tokens": 17914 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a loose pile of Transformers issues with superficial title overlap around imports, tokenizers, and v5 regressions. The soft pairs are not true duplicates; they usually point to different symbols, different model families, or different code paths. If a single issue has to anchor the cluster, the broad v5 import-regression report is the best representative.", + "confidence": 0.88, + "canonical_issue_reason": "issue:45278 is the broadest umbrella here: it captures the general \u2018many import errors after upgrade to v5.5.0\u2019 theme that overlaps several import-related reports more than any other single issue.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the most useful representative for triage because it summarizes the common failure mode seen in the import-related subset, even though the cluster is not actually duplicate-tight.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41628", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different subsystems (AutoImageProcessor vs Qwen2.5-VL model export/import)." + }, + { + "left": "issue:42831", + "right": "issue:45310", + "accept": false, + "reason": "One is a FineGrainedFP8 accuracy concern; the other is a Qwen3.5 MoE from_pretrained error. Different bug classes." + }, + { + "left": "issue:43479", + "right": "issue:44913", + "accept": false, + "reason": "Both involve config initialization/reload, but they affect different models and fields (multimodal vision/audio defaults vs GPTNeoX rotary_pct)." + }, + { + "left": "issue:44263", + "right": "issue:44373", + "accept": false, + "reason": "Torch.split return-value behavior is unrelated to a docstring mistake for position_ids." + }, + { + "left": "issue:22355", + "right": "issue:28282", + "accept": false, + "reason": "Different root causes: missing transformers.onnx module vs PyTorch not installed for AutoModel." + }, + { + "left": "issue:42831", + "right": "issue:44038", + "accept": false, + "reason": "Both mention model-specific problems, but the concrete failures differ: FP8 accuracy vs Qwen3-VL-Moe behavior in v5." + }, + { + "left": "issue:39401", + "right": "issue:44568", + "accept": false, + "reason": "Tokenizer offset_mapping correctness and BOS/EOS insertion are different tokenizer bugs on different models." + }, + { + "left": "issue:42757", + "right": "issue:45278", + "accept": false, + "reason": "One is a specific huggingface_hub symbol import failure; the other is a broad report about many import errors after a version upgrade." + }, + { + "left": "issue:44945", + "right": "issue:45753", + "accept": false, + "reason": "Pipeline-parallelism output corruption is unrelated to a Qwen3.5 infinite-loop-on-image report." + }, + { + "left": "issue:42886", + "right": "issue:42994", + "accept": false, + "reason": "Offline cache loading for tokenizers and quantized model saving are different failure modes." + }, + { + "left": "issue:43576", + "right": "issue:43784", + "accept": false, + "reason": "Broken `transformers env` CLI and a `sentence-transformers` import NameError are separate code paths." + }, + { + "left": "issue:42886", + "right": "issue:43066", + "accept": false, + "reason": "Offline tokenizer cache loading is unrelated to a wrong decoder type in Transformers v5." + }, + { + "left": "issue:44464", + "right": "issue:46082", + "accept": false, + "reason": "Chunked generation with compiled forward and LlamaConfig head_dim validation are different issues." + }, + { + "left": "issue:42371", + "right": "issue:44263", + "accept": false, + "reason": "TF32 configuration guidance has nothing to do with torch.split behavior." + }, + { + "left": "issue:44117", + "right": "issue:44704", + "accept": false, + "reason": "A tokenizer mapping assumption bug and an AutoProcessor cached_file kwargs bug affect different call paths." + }, + { + "left": "issue:43232", + "right": "issue:45593", + "accept": false, + "reason": "Generation kwargs after sync_gpus is unrelated to D-FINE auxiliary-loss computation." + }, + { + "left": "issue:43646", + "right": "issue:46002", + "accept": false, + "reason": "Custom model init breakage in v5 and NaNs after checkout/init are different underlying defects." + }, + { + "left": "issue:30990", + "right": "issue:33357", + "accept": false, + "reason": "Sentence Transformers hanging on load and a MacOS bus error on CLIP are not the same bug." + }, + { + "left": "issue:44704", + "right": "issue:45290", + "accept": false, + "reason": "Missing kwargs to cached_file and chat-template crashes with tool-call messages are distinct processor bugs." + }, + { + "left": "issue:44295", + "right": "issue:44297", + "accept": false, + "reason": "Reading a registered position_ids buffer and saving tokenizer_class metadata are unrelated." + }, + { + "left": "issue:43756", + "right": "issue:44060", + "accept": false, + "reason": "Smollm3 RoPE-layer dropping and Qwen3-Next tied-weights warnings are different model/config problems." + }, + { + "left": "issue:42907", + "right": "issue:44945", + "accept": false, + "reason": "Quantized model saving failures do not match pipeline-parallelism output errors." + }, + { + "left": "issue:44261", + "right": "issue:44373", + "accept": false, + "reason": "A precision error from missing rms_norm_eps is unrelated to a wrong docstring." + }, + { + "left": "issue:41628", + "right": "issue:45278", + "accept": false, + "reason": "Both are import-error themed, but 41628 is a specific missing class while 45278 is a broad upgrade regression report." + }, + { + "left": "issue:43122", + "right": "issue:44514", + "accept": false, + "reason": "Different tokenization between versions and a batched chat-template crash are separate bugs." + }, + { + "left": "issue:43723", + "right": "issue:44442", + "accept": false, + "reason": "Both mention AutoTokenizer loading, but they concern different tokenizer classes and likely different failure mechanisms." + }, + { + "left": "issue:43723", + "right": "issue:44779", + "accept": false, + "reason": "A tokenizer loading failure and incorrect Deepseek tokenization results are not the same underlying bug." + }, + { + "left": "issue:43784", + "right": "issue:45600", + "accept": false, + "reason": "The sentence-transformers import NameError and removed Sam3LiteText auto-mapping references are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:43937", + "accept": false, + "reason": "Dequantized-model saving and invalid GenerationConfig are different problem areas." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 40, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-410", + "nodes": [ + "issue:22355", + "issue:28218", + "issue:29127", + "issue:29159", + "issue:30990", + "issue:36296", + "issue:39401", + "issue:42371", + "issue:42757", + "issue:42907", + "issue:43066", + "issue:43116", + "issue:43122", + "issue:43232", + "issue:43408", + "issue:43452", + "issue:43475", + "issue:43493", + "issue:43611", + "issue:43784", + "issue:43824", + "issue:43874", + "issue:43937", + "issue:43976", + "issue:43992", + "issue:44038", + "issue:44222", + "issue:44295", + "issue:44297", + "issue:44351", + "issue:44360", + "issue:44485", + "issue:44488", + "issue:44521", + "issue:44625", + "issue:44704", + "issue:44779", + "issue:44829", + "issue:44964", + "issue:44977", + "issue:45200", + "issue:45216", + "issue:45245", + "issue:45446", + "issue:45478", + "issue:45753", + "issue:46002" + ], + "soft_pairs": [ + "issue:43408|issue:43475", + "issue:44360|issue:44485", + "issue:43232|issue:45245", + "issue:43122|issue:44521", + "issue:44625|issue:44829", + "issue:43116|issue:45200", + "issue:42907|issue:44964", + "issue:44038|issue:44297", + "issue:29127|issue:30990", + "issue:43122|issue:44779", + "issue:44038|issue:44295", + "issue:36296|issue:43116", + "issue:42907|issue:43452", + "issue:43824|issue:44351", + "issue:39401|issue:44488", + "issue:44038|issue:44222", + "issue:45216|issue:45478", + "issue:39401|issue:44521", + "issue:42757|issue:44351", + "issue:43784|issue:45446", + "issue:22355|issue:28218", + "issue:43122|issue:44977", + "issue:22355|issue:29159", + "issue:43992|issue:44704", + "issue:43066|issue:44779", + "issue:43937|issue:44485", + "issue:43611|issue:46002", + "issue:42371|issue:43874", + "issue:43976|issue:45446", + "issue:43493|issue:45753" + ], + "prepared_review_unit_hash": "c886bd4081207718304126cda98168e597a7625a7913a29eee66d3e01c87147a", + "component_budget": { + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 30, + "serialized_chars": 35680, + "estimated_input_tokens": 8920, + "estimated_eval_tokens": 18096 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The cluster is not a duplicate set: it mixes unrelated tokenizer, multimodal, generation, import, and version-check bugs. The soft pairs are mostly superficial topic overlaps rather than the same underlying issue.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43408", + "right": "issue:43475", + "accept": false, + "reason": "Same SAM 3 Video area, but one is a model-type warning and the other is a missing attribute on encoder output; different code paths and fixes." + }, + { + "left": "issue:44360", + "right": "issue:44485", + "accept": false, + "reason": "Completely different topics: DSA indexer/ReLU discussion versus GLM-5 RoPE implementation." + }, + { + "left": "issue:43232", + "right": "issue:45245", + "accept": false, + "reason": "Generation kwargs handling after sync_gpus is unrelated to the 2^24 categories runtime limit." + }, + { + "left": "issue:43122", + "right": "issue:44521", + "accept": false, + "reason": "Both involve tokenization APIs, but one is a version-to-version tokenization regression and the other is assistant mask handling in apply_chat_template for multimodal inputs." + }, + { + "left": "issue:44625", + "right": "issue:44829", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and flash_attention_3 degenerate training are different bugs in different subsystems." + }, + { + "left": "issue:43116", + "right": "issue:45200", + "accept": false, + "reason": "Multi-label classification script behavior is unrelated to Gemma 4 mm_token_type_ids defaults." + }, + { + "left": "issue:42907", + "right": "issue:44964", + "accept": false, + "reason": "Saving dequantized Ministrals/Devstrals and loading Phi-4 multimodal instruct are distinct model-loading/saving failures." + }, + { + "left": "issue:44038", + "right": "issue:44297", + "accept": false, + "reason": "Qwen3-VL-Moe loading/FP8 issues do not match a tokenizer_class mismatch in tokenizer_config.json." + }, + { + "left": "issue:29127", + "right": "issue:30990", + "accept": false, + "reason": "LayoutLMv3 error clarity and Sentence Transformers stuck loading are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer regressions, but they concern different models and behaviors; not the same concrete bug." + }, + { + "left": "issue:44038", + "right": "issue:44295", + "accept": false, + "reason": "Qwen3-VL-Moe save/load issues are unrelated to the position_ids buffer read error." + }, + { + "left": "issue:36296", + "right": "issue:43116", + "accept": false, + "reason": "Tensor parallel training and the multi-label classification example are unrelated." + }, + { + "left": "issue:42907", + "right": "issue:43452", + "accept": false, + "reason": "Dequantized model save failures and gguf_file loading failures are different code paths and likely different fixes." + }, + { + "left": "issue:43824", + "right": "issue:44351", + "accept": false, + "reason": "Both are import errors, but for different missing symbols and different dependency/export problems." + }, + { + "left": "issue:39401", + "right": "issue:44488", + "accept": false, + "reason": "Wrong Qwen3 offset_mapping and failure to load cjvt/sleng-bert are unrelated." + }, + { + "left": "issue:44038", + "right": "issue:44222", + "accept": false, + "reason": "Same broad model family, but one is a Qwen3-VL-Moe issue and the other is FP8 save_pretrained for moe; not the same bug." + }, + { + "left": "issue:45216", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5 and transformers 5.4+, but one is save_pretrained regression and the other is from_pretrained loading error; different failures." + }, + { + "left": "issue:39401", + "right": "issue:44521", + "accept": false, + "reason": "Offset mapping correctness and multimodal assistant mask generation are different tokenizer-related issues." + }, + { + "left": "issue:42757", + "right": "issue:44351", + "accept": false, + "reason": "Missing is_offline_mode from huggingface_hub and missing HybridCache from transformers are separate import/dependency issues." + }, + { + "left": "issue:43784", + "right": "issue:45446", + "accept": false, + "reason": "Sentence-transformers import failure due to nn and a flex_attention version check bug are unrelated." + }, + { + "left": "issue:22355", + "right": "issue:28218", + "accept": false, + "reason": "No module named transformers.onnx and an extra space after an added token are unrelated." + }, + { + "left": "issue:43122", + "right": "issue:44977", + "accept": false, + "reason": "Tokenization regression across versions and Qwen3.5 flash-attention generation problems are different code paths." + }, + { + "left": "issue:22355", + "right": "issue:29159", + "accept": false, + "reason": "Missing transformers.onnx module and slow/fast tokenizer inconsistency are not the same issue." + }, + { + "left": "issue:43992", + "right": "issue:44704", + "accept": false, + "reason": "UMT5Encoder missing embed_tokens.weight and AutoProcessor kwargs forwarding are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:44779", + "accept": false, + "reason": "Wrong tokenizer decoder type in v5 and Deepseek tokenization errors in v5 are both tokenizer-related but not the same concrete bug." + }, + { + "left": "issue:43937", + "right": "issue:44485", + "accept": false, + "reason": "GLM-5 GenerationConfig validation and GLM-5 RoPE implementation are different problems." + }, + { + "left": "issue:43611", + "right": "issue:46002", + "accept": false, + "reason": "base_model_prefix loading breaks and NaNs in classification heads are unrelated." + }, + { + "left": "issue:42371", + "right": "issue:43874", + "accept": false, + "reason": "TF32 API settings warning and missing get_number_of_image_patches are unrelated." + }, + { + "left": "issue:43976", + "right": "issue:45446", + "accept": false, + "reason": "Python version support and AuxRequest import version checks are different version-compatibility issues." + }, + { + "left": "issue:43493", + "right": "issue:45753", + "accept": false, + "reason": "SigLIP2 implementation discrepancy and Qwen3_5 infinite-loop on a specific image are distinct multimodal model bugs." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 41, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-410", + "nodes": [ + "issue:22355", + "issue:29127", + "issue:33453", + "issue:38617", + "issue:39401", + "issue:41628", + "issue:42222", + "issue:42673", + "issue:42831", + "issue:43064", + "issue:43116", + "issue:43381", + "issue:43421", + "issue:43441", + "issue:43450", + "issue:43493", + "issue:43673", + "issue:43825", + "issue:43827", + "issue:43937", + "issue:43986", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44380", + "issue:44410", + "issue:44466", + "issue:44625", + "issue:44779", + "issue:44829", + "issue:44936", + "issue:44945", + "issue:44977", + "issue:45072", + "issue:45081", + "issue:45083", + "issue:45216", + "issue:45278", + "issue:45310", + "issue:45357", + "issue:45405", + "issue:45446", + "issue:45478", + "issue:45563", + "issue:45588", + "issue:45753", + "issue:46002", + "issue:46077" + ], + "soft_pairs": [ + "issue:42222|issue:43441", + "issue:42831|issue:45753", + "issue:44075|issue:44936", + "issue:45357|issue:45478", + "issue:44038|issue:45478", + "issue:43116|issue:43825", + "issue:45083|issue:45446", + "issue:43116|issue:43493", + "issue:43937|issue:45563", + "issue:38617|issue:45278", + "issue:43064|issue:43673", + "issue:44380|issue:46077", + "issue:33453|issue:39401", + "issue:44117|issue:45588", + "issue:44625|issue:46002", + "issue:43827|issue:45446", + "issue:39401|issue:44779", + "issue:22355|issue:29127", + "issue:43381|issue:44945", + "issue:43937|issue:44977", + "issue:44466|issue:46002", + "issue:45405|issue:45446", + "issue:43450|issue:43986", + "issue:44117|issue:45081", + "issue:42673|issue:45072", + "issue:38617|issue:41628", + "issue:44410|issue:45310", + "issue:44829|issue:45216", + "issue:39401|issue:43421" + ], + "prepared_review_unit_hash": "95e2bb9c68b78ae1bb9efc2a1ca4b8378c6c967d8655cdd11fdccabebff41f4e", + "component_budget": { + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 29, + "serialized_chars": 36249, + "estimated_input_tokens": 9063, + "estimated_eval_tokens": 18382 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "The set is mostly a collection of unrelated issue reports across different models and subsystems. I found no soft-edge pair that is clearly the same underlying bug; all candidate links should be kept separate. The strongest likely duplicate among the listed issues is the repeated Qwen3.5 Moe from_pretrained report.", + "confidence": 0.9, + "canonical_issue_reason": "issue:45310 is the clearest canonical issue because it is an early, focused report of the Qwen3.5 Moe from_pretrained failure and matches a later same-title duplicate (issue:45478).", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best representative issue in this set because it is specific, likely the original report for the repeated Qwen3.5 Moe from_pretrained regression, and is more canonical than the later duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:42222", + "right": "issue:43441", + "accept": false, + "reason": "Different failures: VitPose model breakage vs Ministral-3 FlashAttention crash." + }, + { + "left": "issue:42831", + "right": "issue:45753", + "accept": false, + "reason": "Accuracy regression in FineGrainedFP8 is unrelated to a Qwen3_5 image-generation infinite loop." + }, + { + "left": "issue:44075", + "right": "issue:44936", + "accept": false, + "reason": "SGD argument handling and trainer.evaluate() after train() are different code paths and bugs." + }, + { + "left": "issue:45357", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5, but one is save_pretrained visual-key serialization and the other is a from_pretrained error; not the same concrete bug." + }, + { + "left": "issue:44038", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3 variants, but the model and failure mode differ (Qwen3-VL-Moe vs Qwen3.5 Moe from_pretrained)." + }, + { + "left": "issue:43116", + "right": "issue:43825", + "accept": false, + "reason": "Multi-label classification example output is unrelated to a v5 pipeline translation-task error message." + }, + { + "left": "issue:45083", + "right": "issue:45446", + "accept": false, + "reason": "qwen3_omni_moe feature-length helper behavior is unrelated to a flex_attention PyTorch version check." + }, + { + "left": "issue:43116", + "right": "issue:43493", + "accept": false, + "reason": "run_classification.py empty multi-label results and SigLIP2 discrepancy are unrelated bugs." + }, + { + "left": "issue:43937", + "right": "issue:45563", + "accept": false, + "reason": "GenerationConfig validation failure and a stale paged-generate warning are not the same issue." + }, + { + "left": "issue:38617", + "right": "issue:45278", + "accept": false, + "reason": "A specific missing import and a broad upgrade-related import-error cluster are too different to merge." + }, + { + "left": "issue:43064", + "right": "issue:43673", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption and chunked_prefill cache missing are separate training vs generation problems." + }, + { + "left": "issue:44380", + "right": "issue:46077", + "accept": false, + "reason": "GPT2 attention scaling being ignored and Gemma4 causal-mask construction are different attention bugs." + }, + { + "left": "issue:33453", + "right": "issue:39401", + "accept": false, + "reason": "Tokenizer loading regression and Qwen3 offset_mapping correctness are distinct tokenizer issues." + }, + { + "left": "issue:44117", + "right": "issue:45588", + "accept": false, + "reason": "Tokenizer mapping None handling and flash_attention s_aux=None crash are unrelated." + }, + { + "left": "issue:44625", + "right": "issue:46002", + "accept": false, + "reason": "Qwen3.5 num_labels propagation and NaNs in classification heads are different model/config problems." + }, + { + "left": "issue:43827", + "right": "issue:45446", + "accept": false, + "reason": "Docs still referencing pipeline() and a flex_attention import version check are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:44779", + "accept": false, + "reason": "Both are tokenizer bugs, but they concern different models and different incorrect behavior." + }, + { + "left": "issue:22355", + "right": "issue:29127", + "accept": false, + "reason": "Missing transformers.onnx module and a layoutlmv3 error-message clarity issue are unrelated." + }, + { + "left": "issue:43381", + "right": "issue:44945", + "accept": false, + "reason": "Gradient checkpointing in eval mode and incorrect output under pipeline parallelism are separate behaviors." + }, + { + "left": "issue:43937", + "right": "issue:44977", + "accept": false, + "reason": "Invalid GenerationConfig and Qwen3.5 flash-attention generation failure are not the same bug." + }, + { + "left": "issue:44466", + "right": "issue:46002", + "accept": false, + "reason": "lm_head.weight serialization inconsistency and classification-head NaNs are different failure modes." + }, + { + "left": "issue:43450", + "right": "issue:43986", + "accept": false, + "reason": "Batched video processor shape bug and AutoProcessor crash without torchvision are related only by video processing, not the same defect." + }, + { + "left": "issue:44117", + "right": "issue:45081", + "accept": false, + "reason": "Tokenizer mapping fallback logic and Mistral regex patch crash are unrelated code paths." + }, + { + "left": "issue:42673", + "right": "issue:45072", + "accept": false, + "reason": "VRAM leak in Qwen3ForCausalLM threads and bfloat16 dtype mismatches are distinct issues." + }, + { + "left": "issue:38617", + "right": "issue:41628", + "accept": false, + "reason": "Both are import errors, but they involve different missing symbols and likely different fixes." + }, + { + "left": "issue:44410", + "right": "issue:45310", + "accept": false, + "reason": "Missing qkv/gate projections in qwen3next is a model-definition issue, not a from_pretrained error." + }, + { + "left": "issue:44829", + "right": "issue:45216", + "accept": false, + "reason": "FlashAttention-3 degenerate training and incorrect save_pretrained checkpoint contents are unrelated." + }, + { + "left": "issue:39401", + "right": "issue:43421", + "accept": false, + "reason": "Tokenizer offset mapping and runtime special-token post-processor updates are different tokenizer behaviors." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 42, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-410", + "nodes": [ + "issue:38617", + "issue:41628", + "issue:42175", + "issue:42222", + "issue:42371", + "issue:42673", + "issue:42831", + "issue:43012", + "issue:43066", + "issue:43097", + "issue:43122", + "issue:43335", + "issue:43408", + "issue:43441", + "issue:43452", + "issue:43577", + "issue:43742", + "issue:43874", + "issue:43906", + "issue:43931", + "issue:43937", + "issue:44038", + "issue:44075", + "issue:44117", + "issue:44220", + "issue:44261", + "issue:44263", + "issue:44291", + "issue:44368", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44493", + "issue:44496", + "issue:44829", + "issue:44964", + "issue:44977", + "issue:44987", + "issue:45071", + "issue:45278", + "issue:45310", + "issue:45459", + "issue:45464", + "issue:45478", + "issue:45542", + "issue:45656" + ], + "soft_pairs": [ + "issue:44291|issue:45071", + "issue:44484|issue:45310", + "issue:43408|issue:43742", + "issue:42222|issue:45542", + "issue:43937|issue:44496", + "issue:42175|issue:42222", + "issue:44964|issue:45278", + "issue:44483|issue:45464", + "issue:42371|issue:44261", + "issue:44075|issue:45656", + "issue:43066|issue:43122", + "issue:43012|issue:43577", + "issue:43874|issue:44261", + "issue:44410|issue:45478", + "issue:44484|issue:45478", + "issue:38617|issue:44220", + "issue:44263|issue:44485", + "issue:43097|issue:44493", + "issue:41628|issue:45071", + "issue:43012|issue:43408", + "issue:42222|issue:45459", + "issue:45071|issue:45542", + "issue:43441|issue:44829", + "issue:42371|issue:42831", + "issue:42673|issue:44977", + "issue:42673|issue:43906", + "issue:43931|issue:44038", + "issue:43335|issue:45071", + "issue:43097|issue:43452", + "issue:43874|issue:44263", + "issue:43408|issue:44368", + "issue:44117|issue:44987" + ], + "prepared_review_unit_hash": "73e14938b39263c89ebe51ce982f8df037c6e0a402ee06177817c40ee9090984", + "component_budget": { + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 32, + "serialized_chars": 36591, + "estimated_input_tokens": 9148, + "estimated_eval_tokens": 18552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is largely heterogeneous: many separate Transformers v5-era bug reports, but not the same underlying defect. The soft pairs are mostly only thematically similar (imports, tokenizer, model loading, backend regressions) rather than true duplicates.", + "confidence": 0.93, + "canonical_issue_reason": "issue:45278 is the broadest and most representative cluster member: it captures multiple import failures after a Transformers upgrade, which aligns with several other version-regression reports here.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 is the best standalone issue in this set because it is broad, user-facing, and plausibly serves as an umbrella for related upgrade/import breakages.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44291", + "right": "issue:45071", + "accept": false, + "reason": "Different bugs: init_empty_weights/_is_hf_initialized TypeError vs PreTrainedConfig type-checking regression." + }, + { + "left": "issue:44484", + "right": "issue:45310", + "accept": false, + "reason": "Different failures: max_shard_size behavior vs Qwen3.5-Moe from_pretrained error." + }, + { + "left": "issue:43408", + "right": "issue:43742", + "accept": false, + "reason": "Different model-loading warnings/errors: SAM3 model-type mismatch vs MobileLLM key error." + }, + { + "left": "issue:42222", + "right": "issue:45542", + "accept": false, + "reason": "One is a VitPose model breakage; the other is a TensorFlow/tensorboard backend installation issue." + }, + { + "left": "issue:43937", + "right": "issue:44496", + "accept": false, + "reason": "Unrelated: GenerationConfig validation error vs unrecognized model/config.json error." + }, + { + "left": "issue:42175", + "right": "issue:42222", + "accept": false, + "reason": "Different subsystems: backend dependency packaging vs VitPose model breakage." + }, + { + "left": "issue:44964", + "right": "issue:45278", + "accept": false, + "reason": "Different concrete problems: Phi-4 multimodal load failure vs general import errors after upgrade." + }, + { + "left": "issue:44483", + "right": "issue:45464", + "accept": false, + "reason": "Different API surfaces: chat/completions request rejection vs streaming inference failure on Qwen3.5-0.8B." + }, + { + "left": "issue:42371", + "right": "issue:44261", + "accept": false, + "reason": "TF32 API warning/behavior vs MLA q_a_layernorm precision mismatch." + }, + { + "left": "issue:44075", + "right": "issue:45656", + "accept": false, + "reason": "Different optimizer bugs: SGD args ignored vs optimizer.step called twice with deepspeed." + }, + { + "left": "issue:43066", + "right": "issue:43122", + "accept": false, + "reason": "Related tokenizer/version issues, but one is wrong decoder type and the other is changed tokenization behavior." + }, + { + "left": "issue:43012", + "right": "issue:43577", + "accept": false, + "reason": "Different dtype issues: PyTorch warning during compile vs BLIP2 components staying float32." + }, + { + "left": "issue:43874", + "right": "issue:44261", + "accept": false, + "reason": "Different multimodal/audio bugs: missing image-patch method vs MLA layernorm epsilon precision issue." + }, + { + "left": "issue:44410", + "right": "issue:45478", + "accept": false, + "reason": "Different model architectures and failures: qwen3next missing projections vs Qwen3.5-Moe from_pretrained error." + }, + { + "left": "issue:44484", + "right": "issue:45478", + "accept": false, + "reason": "Different problems: save_pretrained sharding limit question vs Qwen3.5-Moe loading failure." + }, + { + "left": "issue:38617", + "right": "issue:44220", + "accept": false, + "reason": "Different import/API issues: missing layer_type_validation vs _torch_extract_fbank_features failure." + }, + { + "left": "issue:44263", + "right": "issue:44485", + "accept": false, + "reason": "Different GLM-related bugs: torch.split return values vs RoPE implementation discussion." + }, + { + "left": "issue:43097", + "right": "issue:44493", + "accept": false, + "reason": "Different version-regression complaints: removed tie_embeddings_and_encoder_decoder vs unexpected position-id keys." + }, + { + "left": "issue:41628", + "right": "issue:45071", + "accept": false, + "reason": "Different regressions: missing AutoImageProcessor import vs PreTrainedConfig type-checking breakage." + }, + { + "left": "issue:43012", + "right": "issue:43408", + "accept": false, + "reason": "Different issues: compile warning for bfloat16 vs model-type mismatch warning." + }, + { + "left": "issue:42222", + "right": "issue:45459", + "accept": false, + "reason": "Different causes: VitPose model breakage vs tokenizer error handling when protobuf is absent." + }, + { + "left": "issue:45071", + "right": "issue:45542", + "accept": false, + "reason": "Type-checking regression is unrelated to backend installation/error handling." + }, + { + "left": "issue:43441", + "right": "issue:44829", + "accept": false, + "reason": "Different code paths: Ministral FlashAttention failure vs sequence-classification training degeneracy with flash_attention_3." + }, + { + "left": "issue:42371", + "right": "issue:42831", + "accept": false, + "reason": "TF32 configuration warning is unrelated to FineGrainedFP8 accuracy regression." + }, + { + "left": "issue:42673", + "right": "issue:44977", + "accept": false, + "reason": "Both concern Qwen3.5 but different manifestations: VRAM leak in dataloader threads vs bad generation with flash-attention." + }, + { + "left": "issue:42673", + "right": "issue:43906", + "accept": false, + "reason": "One is a VRAM leak; the other is an isolated reproduction of a different earlier issue." + }, + { + "left": "issue:43931", + "right": "issue:44038", + "accept": false, + "reason": "Different Qwen3-VL failures: weight-shape mismatch vs a separate transformers 5.0 bug report." + }, + { + "left": "issue:43335", + "right": "issue:45071", + "accept": false, + "reason": "Config constructor bug in SwitchTransformers is unrelated to PreTrainedConfig type-checking changes." + }, + { + "left": "issue:43097", + "right": "issue:43452", + "accept": false, + "reason": "Removed tie_embeddings API issue is unrelated to gguf_file loading failures." + }, + { + "left": "issue:43874", + "right": "issue:44263", + "accept": false, + "reason": "Different GLM46V vs GLM MoE bugs, with distinct failing functions and symptoms." + }, + { + "left": "issue:43408", + "right": "issue:44368", + "accept": false, + "reason": "Different warning types: SAM3 model-type mismatch vs tie_word_embeddings warning during Qwen3.5 fine-tuning." + }, + { + "left": "issue:44117", + "right": "issue:44987", + "accept": false, + "reason": "Different tokenizer bugs: TOKENIZER_MAPPING_NAMES None handling vs a model-loading failure in transformers>=5.1.0." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 43, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-410", + "nodes": [ + "issue:38617", + "issue:42617", + "issue:42673", + "issue:42757", + "issue:42886", + "issue:42907", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43097", + "issue:43208", + "issue:43381", + "issue:43502", + "issue:43550", + "issue:43825", + "issue:43873", + "issue:43906", + "issue:43931", + "issue:43976", + "issue:43986", + "issue:43992", + "issue:44038", + "issue:44062", + "issue:44117", + "issue:44261", + "issue:44315", + "issue:44351", + "issue:44368", + "issue:44410", + "issue:44483", + "issue:44484", + "issue:44485", + "issue:44514", + "issue:44655", + "issue:44704", + "issue:44945", + "issue:44964", + "issue:45103", + "issue:45200", + "issue:45290", + "issue:45341", + "issue:45372", + "issue:45375", + "issue:45561", + "issue:45588", + "issue:45753", + "issue:45859", + "issue:46050" + ], + "soft_pairs": [ + "issue:43976|issue:44945", + "issue:43986|issue:44484", + "issue:38617|issue:42757", + "issue:43064|issue:44315", + "issue:43097|issue:46050", + "issue:44410|issue:45375", + "issue:44062|issue:44117", + "issue:38617|issue:44351", + "issue:43097|issue:45588", + "issue:42673|issue:45200", + "issue:44038|issue:44410", + "issue:44704|issue:45103", + "issue:43931|issue:44410", + "issue:43502|issue:43992", + "issue:44261|issue:44485", + "issue:44964|issue:45341", + "issue:45341|issue:45859", + "issue:43097|issue:43873", + "issue:43986|issue:44117", + "issue:43066|issue:43906", + "issue:42617|issue:45341", + "issue:43986|issue:45290", + "issue:43986|issue:45372", + "issue:45341|issue:45561", + "issue:43986|issue:45341", + "issue:43825|issue:44655", + "issue:45341|issue:45588", + "issue:43992|issue:44484", + "issue:43208|issue:43550", + "issue:43012|issue:43550", + "issue:43012|issue:44368", + "issue:42886|issue:43381", + "issue:42907|issue:45753", + "issue:42907|issue:44655", + "issue:44483|issue:44514" + ], + "prepared_review_unit_hash": "3edb7453502972e0c7d4483fd2d464a5c332bcd48ece3ffde9d4a3da1e4b0b2e", + "component_budget": { + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 35, + "serialized_chars": 38015, + "estimated_input_tokens": 9504, + "estimated_eval_tokens": 19264 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is highly heterogeneous: import/symbol errors, processor/loading regressions, tokenizer issues, model-specific architecture bugs, and unrelated training/offload problems. The soft pairs mostly share only broad Transformers vocabulary, not the same concrete failure mode, so none look safe to merge as duplicates.", + "confidence": 0.19, + "canonical_issue_reason": "Issue 43986 is the closest representative of the dominant user-facing theme here: a loading/processor crash with a clear reproduction and broad impact. Still, the cluster does not form a true duplicate set.", + "canonical_pr_reason": null, + "best_issue_reason": "43986 is the best anchor for this mixed cluster because it is well-scoped, reproducible, and broadly representative of the loading/import failures that appear most often among the candidates.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43976", + "right": "issue:44945", + "accept": false, + "reason": "Different problems: Python version compatibility vs incorrect outputs under pipeline parallelism." + }, + { + "left": "issue:43986", + "right": "issue:44484", + "accept": false, + "reason": "Processor-loading crash vs a save_pretrained shard-size question; no shared bug path." + }, + { + "left": "issue:38617", + "right": "issue:42757", + "accept": false, + "reason": "Both are import errors, but for different missing symbols in different dependencies." + }, + { + "left": "issue:43064", + "right": "issue:44315", + "accept": false, + "reason": "Different training failures: optimizer-state corruption under FSDP2/PEFT vs Liger Kernel not applied with model_init." + }, + { + "left": "issue:43097", + "right": "issue:46050", + "accept": false, + "reason": "Removed tie_embeddings API vs quantized model save/load corruption; unrelated root causes." + }, + { + "left": "issue:44410", + "right": "issue:45375", + "accept": false, + "reason": "Different Qwen3 family bugs: missing projections in a model layer vs a config field being dropped." + }, + { + "left": "issue:44062", + "right": "issue:44117", + "accept": false, + "reason": "Tokenizer constructor TypeError vs mapping lookup returning None; separate code paths." + }, + { + "left": "issue:38617", + "right": "issue:44351", + "accept": false, + "reason": "Two distinct missing imports from transformers, with different symbols and likely different compatibility breaks." + }, + { + "left": "issue:43097", + "right": "issue:45588", + "accept": false, + "reason": "One is about a removed config option; the other is a flash_attention crash on sink-less models." + }, + { + "left": "issue:42673", + "right": "issue:45200", + "accept": false, + "reason": "VRAM leak in multi-threaded dataloading vs a Gemma 4 multimodal token-id defaulting issue." + }, + { + "left": "issue:44038", + "right": "issue:44410", + "accept": false, + "reason": "Related model family, but different concrete failures and no evidence of the same code path." + }, + { + "left": "issue:44704", + "right": "issue:45103", + "accept": false, + "reason": "AutoProcessor kwargs forwarding bug vs an auto-docstring crash with future annotations." + }, + { + "left": "issue:43931", + "right": "issue:44410", + "accept": false, + "reason": "Model weight-shape mismatch vs missing layer projections; not the same defect." + }, + { + "left": "issue:43502", + "right": "issue:43992", + "accept": false, + "reason": "local_files_only network leak vs missing embed_tokens weight in UMT5Encoder; unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44485", + "accept": false, + "reason": "Layernorm epsilon precision bug vs GLM-5 RoPE implementation discussion; different issues." + }, + { + "left": "issue:44964", + "right": "issue:45341", + "accept": false, + "reason": "Model loading regression vs a small testing_utils bug; no overlap in underlying behavior." + }, + { + "left": "issue:45341", + "right": "issue:45859", + "accept": false, + "reason": "Testing utility bug vs CPU offload incompatibility in Qwen3_5MoeTextRotaryEmbedding." + }, + { + "left": "issue:43097", + "right": "issue:43873", + "accept": false, + "reason": "API deprecation/removal warning vs quantization offloading not working; too broad to merge." + }, + { + "left": "issue:43986", + "right": "issue:44117", + "accept": false, + "reason": "Different failures: missing torchvision during processor loading vs tokenizer mapping assumptions." + }, + { + "left": "issue:43066", + "right": "issue:43906", + "accept": false, + "reason": "Wrong tokenizer decoder type vs an isolated reproduction of another issue; no shared concrete bug." + }, + { + "left": "issue:42617", + "right": "issue:45341", + "accept": false, + "reason": "3d_parallel.py execution issue vs a testing_utils bug; unrelated." + }, + { + "left": "issue:43986", + "right": "issue:45290", + "accept": false, + "reason": "Both involve chat/processor behavior, but one is a missing-dependency loading crash and the other is a tool-call templating bug." + }, + { + "left": "issue:43986", + "right": "issue:45372", + "accept": false, + "reason": "Loading crash due to missing torchvision vs Gemma 4 processor break from a missing mistral_common symbol." + }, + { + "left": "issue:45341", + "right": "issue:45561", + "accept": false, + "reason": "Different testing-related problems: a small utility bug vs xdist race on captured_info.txt." + }, + { + "left": "issue:43986", + "right": "issue:45341", + "accept": false, + "reason": "Processor-loading crash vs testing_utils bug; no same underlying defect." + }, + { + "left": "issue:43825", + "right": "issue:44655", + "accept": false, + "reason": "Different API surface issues: pipeline error message semantics vs inability to save Pipeline objects." + }, + { + "left": "issue:45341", + "right": "issue:45588", + "accept": false, + "reason": "Testing utility bug vs flash_attention AttributeError; unrelated code paths." + }, + { + "left": "issue:43992", + "right": "issue:44484", + "accept": false, + "reason": "Missing encoder weight on load vs save shard size default; different functionality." + }, + { + "left": "issue:43208", + "right": "issue:43550", + "accept": false, + "reason": "xLSTM training blockers vs Bamba torch.compile+SDPA failure; not the same bug." + }, + { + "left": "issue:43012", + "right": "issue:43550", + "accept": false, + "reason": "bfloat16 compile warning vs model-specific torch.compile/SDPA failure." + }, + { + "left": "issue:43012", + "right": "issue:44368", + "accept": false, + "reason": "Precision warning during compile vs a tie_word_embeddings warning in fine-tuning; different symptoms and causes." + }, + { + "left": "issue:42886", + "right": "issue:43381", + "accept": false, + "reason": "Offline cache loading regression vs gradient checkpointing not usable in eval mode." + }, + { + "left": "issue:42907", + "right": "issue:45753", + "accept": false, + "reason": "Saving dequantized models vs an infinite-loop generation bug on a specific image." + }, + { + "left": "issue:42907", + "right": "issue:44655", + "accept": false, + "reason": "Dequantized save failure vs inability to save Pipeline objects; different save paths and causes." + }, + { + "left": "issue:44483", + "right": "issue:44514", + "accept": false, + "reason": "Chat/completions endpoint behavior vs Qwen2_5_VLProcessor batching crash; not the same code-path problem." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 44, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-410", + "nodes": [ + "issue:36010", + "issue:36683", + "issue:38617", + "issue:42490", + "issue:42757", + "issue:42898", + "issue:42994", + "issue:43012", + "issue:43064", + "issue:43066", + "issue:43208", + "issue:43299", + "issue:43352", + "issue:43475", + "issue:43502", + "issue:43525", + "issue:43526", + "issue:43611", + "issue:43618", + "issue:43756", + "issue:43761", + "issue:43824", + "issue:43867", + "issue:43881", + "issue:43901", + "issue:43906", + "issue:43937", + "issue:43976", + "issue:44038", + "issue:44222", + "issue:44230", + "issue:44242", + "issue:44263", + "issue:44380", + "issue:44483", + "issue:44485", + "issue:44625", + "issue:44655", + "issue:44683", + "issue:45216", + "issue:45276", + "issue:45290", + "issue:45381", + "issue:45440", + "issue:45478", + "issue:45753", + "issue:46077", + "issue:46082" + ], + "soft_pairs": [ + "issue:44222|issue:45478", + "issue:43208|issue:43526", + "issue:43012|issue:44683", + "issue:42490|issue:43012", + "issue:42757|issue:43824", + "issue:38617|issue:43502", + "issue:44038|issue:44230", + "issue:44483|issue:45290", + "issue:43618|issue:43761", + "issue:43064|issue:44380", + "issue:44483|issue:45381", + "issue:43299|issue:43867", + "issue:43901|issue:44655", + "issue:36683|issue:43475", + "issue:42994|issue:44655", + "issue:45276|issue:46077", + "issue:43352|issue:43937", + "issue:36010|issue:42757", + "issue:43867|issue:45216", + "issue:42898|issue:43066", + "issue:43756|issue:44485", + "issue:43611|issue:44655", + "issue:44625|issue:46077", + "issue:46077|issue:46082", + "issue:36683|issue:43525", + "issue:43618|issue:45216", + "issue:43906|issue:45753", + "issue:44263|issue:45440", + "issue:36683|issue:44242", + "issue:43299|issue:45753", + "issue:36683|issue:43881", + "issue:43901|issue:46077", + "issue:43352|issue:43976" + ], + "prepared_review_unit_hash": "b6951fa258bf00cb15c996e11c29e01dbf7fc36809e0ac6d15b4d23c19623ecf", + "component_budget": { + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 33, + "serialized_chars": 37178, + "estimated_input_tokens": 9295, + "estimated_eval_tokens": 18846 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "Loose similarity cluster of many unrelated Transformers regressions: import failures, model load/save bugs, config propagation errors, attention/back-end issues, and a few model-specific vision/MoE problems. None of the soft pairs look like true duplicates; they mostly share only broad version/subsystem context.", + "confidence": 0.96, + "canonical_issue_reason": "If one issue must anchor the cluster, issue 43611 is the broadest representative of the v5 loading-regression theme; several others are narrower model-specific load/save failures.", + "canonical_pr_reason": null, + "best_issue_reason": "Best overall representative of the dominant regression pattern in this set, but still only a partial umbrella because the cluster also spans configs, attention masks, tokenizer/template behavior, and backend warnings.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44222", + "right": "issue:45478", + "accept": false, + "reason": "Both involve Qwen3.5/MoE and save/load APIs, but one is FP8 save_pretrained while the other is a from_pretrained loading error; different concrete bugs." + }, + { + "left": "issue:43208", + "right": "issue:43526", + "accept": false, + "reason": "Completely different models and code paths: xLSTM training bugs vs BeitImageProcessorFast label reduction." + }, + { + "left": "issue:43012", + "right": "issue:44683", + "accept": false, + "reason": "Both touch compile/backend warnings, but one is a bfloat16 precision warning and the other is a flex_attention failure on torch>=2.9." + }, + { + "left": "issue:42490", + "right": "issue:43012", + "accept": false, + "reason": "Import warning on local-path handling is unrelated to the PyTorch bfloat16 precision warning." + }, + { + "left": "issue:42757", + "right": "issue:43824", + "accept": false, + "reason": "Both are import errors, but they concern different symbols and different causes." + }, + { + "left": "issue:38617", + "right": "issue:43502", + "accept": false, + "reason": "One is an import failure, the other is network requests despite local_files_only=True; not the same bug." + }, + { + "left": "issue:44038", + "right": "issue:44230", + "accept": false, + "reason": "Both are Qwen/MoE-related, but one is a loading regression and the other is FP8 inference support." + }, + { + "left": "issue:44483", + "right": "issue:45290", + "accept": false, + "reason": "Chat/completions request rejection is unrelated to a chat-template crash on tool-call assistant messages." + }, + { + "left": "issue:43618", + "right": "issue:43761", + "accept": false, + "reason": "Same model family, but different regressions: missing attentions vs hidden_states=None." + }, + { + "left": "issue:43064", + "right": "issue:44380", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state corruption is unrelated to GPT-2 attention scaling under SDPA/FlashAttention." + }, + { + "left": "issue:44483", + "right": "issue:45381", + "accept": false, + "reason": "Different areas entirely: chat API request validation vs Qwen2.5-VL video position IDs." + }, + { + "left": "issue:43299", + "right": "issue:43867", + "accept": false, + "reason": "Both are loading failures, but one is Qwen3-VL-MoE specific and the other is a state_dict ordering issue." + }, + { + "left": "issue:43901", + "right": "issue:44655", + "accept": false, + "reason": "Documentation mismatch about return_all_scores is not the same as failing to save Pipeline objects." + }, + { + "left": "issue:36683", + "right": "issue:43475", + "accept": false, + "reason": "Both are attribute errors, but they involve different models and missing fields." + }, + { + "left": "issue:42994", + "right": "issue:44655", + "accept": false, + "reason": "Both mention saving, but quantized model saving and Pipeline.save_pretrained are different failure modes." + }, + { + "left": "issue:45276", + "right": "issue:46077", + "accept": false, + "reason": "Same Gemma4 family, but resize_token_embeddings and bidirectional-attention masking are separate code paths." + }, + { + "left": "issue:43352", + "right": "issue:43937", + "accept": false, + "reason": "Different issues: FlashAttention 2 support check vs invalid GenerationConfig for GLM-5." + }, + { + "left": "issue:36010", + "right": "issue:42757", + "accept": false, + "reason": "Different missing imports from different modules; no shared underlying defect." + }, + { + "left": "issue:43867", + "right": "issue:45216", + "accept": false, + "reason": "Both are model loading/saving problems, but one is state_dict sorting and the other is Qwen3.5 checkpoint correctness in save_pretrained." + }, + { + "left": "issue:42898", + "right": "issue:43066", + "accept": false, + "reason": "Tokenizer behavior change and wrong decoder type are distinct tokenizer regressions." + }, + { + "left": "issue:43756", + "right": "issue:44485", + "accept": false, + "reason": "Both reference RoPE, but they are different models and different implementation bugs." + }, + { + "left": "issue:43611", + "right": "issue:44655", + "accept": false, + "reason": "Both are v5 regressions, but one is about loading with base_model_prefix and the other is Pipeline.save_pretrained." + }, + { + "left": "issue:44625", + "right": "issue:46077", + "accept": false, + "reason": "Num-label propagation and Gemma4 attention masking are unrelated configuration bugs." + }, + { + "left": "issue:46077", + "right": "issue:46082", + "accept": false, + "reason": "Different config/attention bugs in different models; not the same underlying issue." + }, + { + "left": "issue:36683", + "right": "issue:43525", + "accept": false, + "reason": "Both are missing config attributes, but they are separate model-specific regressions." + }, + { + "left": "issue:43618", + "right": "issue:45216", + "accept": false, + "reason": "CLIP output attentions regression is unrelated to Qwen3.5 save_pretrained checkpoint corruption." + }, + { + "left": "issue:43906", + "right": "issue:45753", + "accept": false, + "reason": "An isolated reproduction of an earlier issue is not the same bug as the Qwen3_5 infinite-loop image case." + }, + { + "left": "issue:44263", + "right": "issue:45440", + "accept": false, + "reason": "Different MoE internals and different models; these are not the same concrete code-path problem." + }, + { + "left": "issue:36683", + "right": "issue:44242", + "accept": false, + "reason": "Missing Gemma3Config vocab_size is unrelated to the load-balancing-loss omission." + }, + { + "left": "issue:43299", + "right": "issue:45753", + "accept": false, + "reason": "Both involve Qwen vision models, but loading failure and infinite-loop generation are distinct defects." + }, + { + "left": "issue:43352", + "right": "issue:43976", + "accept": false, + "reason": "FlashAttention support for Nemotron is unrelated to the Python version compatibility issue." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 45, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-410", + "nodes": [ + "issue:28282", + "issue:33453", + "issue:36296", + "issue:36683", + "issue:41669", + "issue:42490", + "issue:42548", + "issue:42890", + "issue:43064", + "issue:43097", + "issue:43352", + "issue:43441", + "issue:43502", + "issue:43575", + "issue:43618", + "issue:43867", + "issue:43901", + "issue:43976", + "issue:43992", + "issue:44062", + "issue:44075", + "issue:44112", + "issue:44117", + "issue:44222", + "issue:44246", + "issue:44351", + "issue:44355", + "issue:44360", + "issue:44380", + "issue:44484", + "issue:44492", + "issue:44655", + "issue:44855", + "issue:44857", + "issue:44938", + "issue:44964", + "issue:44977", + "issue:45125", + "issue:45310", + "issue:45341", + "issue:45357", + "issue:45375", + "issue:45440", + "issue:45478", + "issue:45479", + "issue:45561", + "issue:45588", + "issue:45600" + ], + "soft_pairs": [ + "issue:43992|issue:45310", + "issue:43441|issue:44380", + "issue:44380|issue:45479", + "issue:43352|issue:44380", + "issue:43867|issue:45375", + "issue:43352|issue:45478", + "issue:41669|issue:44246", + "issue:44355|issue:44855", + "issue:43618|issue:44380", + "issue:36683|issue:44117", + "issue:42890|issue:45561", + "issue:43064|issue:44492", + "issue:43097|issue:43352", + "issue:43867|issue:45357", + "issue:43976|issue:44938", + "issue:43992|issue:45478", + "issue:36296|issue:43575", + "issue:42490|issue:44075", + "issue:43064|issue:44655", + "issue:28282|issue:33453", + "issue:44360|issue:45440", + "issue:43867|issue:44484", + "issue:43618|issue:44857", + "issue:43618|issue:44977", + "issue:43618|issue:45588", + "issue:44655|issue:44938", + "issue:42890|issue:44964", + "issue:43901|issue:44938", + "issue:42890|issue:44112", + "issue:42890|issue:45600", + "issue:43502|issue:44062", + "issue:42890|issue:45341", + "issue:44222|issue:45125", + "issue:42548|issue:44351" + ], + "prepared_review_unit_hash": "2f4d83ec0ac10ebba2e7c0e3527a5b5b95b73d26ccd2ab3e31e09ce82f2b007c", + "component_budget": { + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 34, + "serialized_chars": 37455, + "estimated_input_tokens": 9364, + "estimated_eval_tokens": 18984 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is largely heterogeneous: most items are unrelated import/load, model config, flash-attention, tensor-parallel, or test-flake reports. The only obvious exact duplicate in the set is the Qwen3.5 MoE from_pretrained regression (issue:45310 / issue:45478), but none of the supplied soft edges are strong enough to merge.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45310 is the cleaner canonical for the duplicated Qwen3.5 MoE from_pretrained regression: it is earlier and has a follow-up duplicate (issue:45478) with the same title and symptom.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45310 is the best representative issue because it captures the recurring Qwen3.5 MoE from_pretrained bug clearly and is the earliest linked report; the rest of the set is mostly unrelated noise.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43992", + "right": "issue:45310", + "accept": false, + "reason": "Different failures: missing embed_tokens.weight in UMT5Encoder vs Qwen3.5 MoE from_pretrained error." + }, + { + "left": "issue:43441", + "right": "issue:44380", + "accept": false, + "reason": "Both involve attention backends, but the concrete bugs differ: Ministral-3 FlashAttention failure vs GPT2 attention scaling being ignored." + }, + { + "left": "issue:44380", + "right": "issue:45479", + "accept": false, + "reason": "Unrelated model/code-paths: GPT2 attention scaling vs a sequence-classification zero-loss bug across multiple models." + }, + { + "left": "issue:43352", + "right": "issue:44380", + "accept": false, + "reason": "Nemotron FlashAttention support error is not the same underlying bug as GPT2 attention scaling being ignored." + }, + { + "left": "issue:43867", + "right": "issue:45375", + "accept": false, + "reason": "Both are load/model issues, but one is state_dict sorting and the other is a missing config field; different root causes." + }, + { + "left": "issue:43352", + "right": "issue:45478", + "accept": false, + "reason": "Different models and symptoms; Nemotron FlashAttention support is unrelated to Qwen3.5 MoE from_pretrained." + }, + { + "left": "issue:41669", + "right": "issue:44246", + "accept": false, + "reason": "Related to import performance in a broad sense, but not the same concrete bug or fix scope." + }, + { + "left": "issue:44355", + "right": "issue:44855", + "accept": false, + "reason": "Both are Python import errors, but one is about compiled Python files and the other is a torch.jit.script parsing/indentation issue." + }, + { + "left": "issue:43618", + "right": "issue:44380", + "accept": false, + "reason": "CLIPOutput attentions assignment and GPT2 attention scaling are different attention-related regressions." + }, + { + "left": "issue:36683", + "right": "issue:44117", + "accept": false, + "reason": "Gemma3Config missing vocab_size and TOKENIZER_MAPPING_NAMES returning None are separate from_pretrained/config issues." + }, + { + "left": "issue:42890", + "right": "issue:45561", + "accept": false, + "reason": "A missing set_seed in a model integration test is not the same as a pytest-xdist race in captured_info.txt." + }, + { + "left": "issue:43064", + "right": "issue:44492", + "accept": false, + "reason": "FSDP2/PEFT optimizer-state bug and a cache-strategy typo are unrelated." + }, + { + "left": "issue:43097", + "right": "issue:43352", + "accept": false, + "reason": "Missing tie_embeddings_and_encoder_decoder indication is unrelated to FlashAttention support errors." + }, + { + "left": "issue:43867", + "right": "issue:45357", + "accept": false, + "reason": "State_dict ordering load failure and incorrect visual encoder keys during save_pretrained are different bugs." + }, + { + "left": "issue:43976", + "right": "issue:44938", + "accept": false, + "reason": "Both concern Python/version compatibility, but they target different Python versions and failure modes." + }, + { + "left": "issue:43992", + "right": "issue:45478", + "accept": false, + "reason": "UMT5Encoder missing weights is unrelated to the Qwen3.5 MoE from_pretrained regression." + }, + { + "left": "issue:36296", + "right": "issue:43575", + "accept": false, + "reason": "Tensor-parallel training bug and tensor-parallel OOM on model load are different problems." + }, + { + "left": "issue:42490", + "right": "issue:44075", + "accept": false, + "reason": "Local path trailing-slash import warning and unused SGD args are unrelated." + }, + { + "left": "issue:43064", + "right": "issue:44655", + "accept": false, + "reason": "Optimizer state corruption in training is unrelated to save_pretrained for Pipeline objects." + }, + { + "left": "issue:28282", + "right": "issue:33453", + "accept": false, + "reason": "PyTorch-missing ImportError and tokenizer-loading regression are different issues." + }, + { + "left": "issue:44360", + "right": "issue:45440", + "accept": false, + "reason": "A DSA indexer/ReLU discussion is not the same as DeepseekV3MoE diverging from the remote implementation." + }, + { + "left": "issue:43867", + "right": "issue:44484", + "accept": false, + "reason": "A load error from sorted state_dict keys is unrelated to the 50GB max_shard_size question." + }, + { + "left": "issue:43618", + "right": "issue:44857", + "accept": false, + "reason": "CLIPOutput attentions assignment and an AMP/CUDA crash in LwDetrImageLoss are different failures." + }, + { + "left": "issue:43618", + "right": "issue:44977", + "accept": false, + "reason": "CLIPOutput attentions regression is unrelated to Qwen3.5 generation issues with flash-attention." + }, + { + "left": "issue:43618", + "right": "issue:45588", + "accept": false, + "reason": "Both touch flash_attention code, but one is about CLIPOutput attentions and the other is an s_aux=None crash in sink-less models." + }, + { + "left": "issue:44655", + "right": "issue:44938", + "accept": false, + "reason": "Saving Pipeline objects and Python 3.14 import/load failures are unrelated." + }, + { + "left": "issue:42890", + "right": "issue:44964", + "accept": false, + "reason": "A flaky SamHQ integration test is not the same bug as Phi-4-multimodal load failure." + }, + { + "left": "issue:43901", + "right": "issue:44938", + "accept": false, + "reason": "Docs mismatch for return_all_scores is unrelated to Python 3.14 import failures." + }, + { + "left": "issue:42890", + "right": "issue:44112", + "accept": false, + "reason": "Set_seed omissions in one test suite and a stale GraniteSpeech device override CI failure are different test bugs." + }, + { + "left": "issue:42890", + "right": "issue:45600", + "accept": false, + "reason": "SamHQ test flakiness is unrelated to auto_mappings.py referencing removed Sam3LiteText configs." + }, + { + "left": "issue:43502", + "right": "issue:44062", + "accept": false, + "reason": "local_files_only network leakage and AddedToken keyword duplication are unrelated." + }, + { + "left": "issue:44222", + "right": "issue:45125", + "accept": false, + "reason": "FP8 save_pretrained for MoE and missing _tp_plan for tensor parallelism are different subsystems and failure modes." + }, + { + "left": "issue:42548", + "right": "issue:44351", + "accept": false, + "reason": "Both are import-name errors, but they involve different exported symbols and likely different root causes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 46, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-410", + "nodes": [ + "issue:30333", + "issue:30990", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:38617", + "issue:41628", + "issue:42548", + "issue:42757", + "issue:42831", + "issue:43010", + "issue:43299", + "issue:43502", + "issue:43526", + "issue:43576", + "issue:43723", + "issue:43824", + "issue:43827", + "issue:43874", + "issue:43901", + "issue:43976", + "issue:44222", + "issue:44230", + "issue:44261", + "issue:44315", + "issue:44355", + "issue:44360", + "issue:44368", + "issue:44387", + "issue:44485", + "issue:44556", + "issue:44623", + "issue:44655", + "issue:44749", + "issue:44908", + "issue:44938", + "issue:44961", + "issue:45071", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45375", + "issue:45468", + "issue:45478", + "issue:45656", + "issue:45850" + ], + "soft_pairs": [ + "issue:43502|issue:44485", + "issue:44355|issue:44749", + "issue:45125|issue:45478", + "issue:30990|issue:31795", + "issue:45125|issue:45375", + "issue:30333|issue:33453", + "issue:44387|issue:44556", + "issue:43010|issue:45278", + "issue:43723|issue:44556", + "issue:42831|issue:43874", + "issue:43502|issue:44222", + "issue:43010|issue:44368", + "issue:43010|issue:45850", + "issue:43502|issue:44961", + "issue:44315|issue:44360", + "issue:44355|issue:45071", + "issue:30333|issue:36296", + "issue:43827|issue:44961", + "issue:44355|issue:44655", + "issue:44222|issue:44230", + "issue:43299|issue:44556", + "issue:33453|issue:34689", + "issue:42757|issue:43576", + "issue:33453|issue:36296", + "issue:43576|issue:45071", + "issue:43010|issue:45656", + "issue:43576|issue:43824", + "issue:31795|issue:38617", + "issue:41628|issue:42548", + "issue:44961|issue:45468", + "issue:43010|issue:43976", + "issue:38617|issue:43576", + "issue:43576|issue:44938", + "issue:44908|issue:44961", + "issue:36296|issue:43901", + "issue:41628|issue:44355", + "issue:36296|issue:43526", + "issue:44261|issue:44360", + "issue:44623|issue:45230" + ], + "prepared_review_unit_hash": "eb146be0e324dbdb0b999d95831511b131c3852866bd3bf5024a1049e091777a", + "component_budget": { + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 + }, + "budget": { + "node_count": 47, + "item_count": 47, + "soft_pair_count": 39, + "serialized_chars": 38248, + "estimated_input_tokens": 9562, + "estimated_eval_tokens": 19380 + }, + "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; most look like distinct regressions, import failures, model-specific bugs, or docs problems. Only one soft edge looks plausibly like the same underlying breakage in the v5 `env` path.", + "confidence": 0.68, + "canonical_issue_reason": "issue:45278 is the broadest representative of the cluster\u2019s recurring theme: upgrade-related import/loading breakages after moving from 4.57.x to v5.x.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 best fits as the umbrella issue because it is general enough to cover multiple nearby v5 regression reports without being as vague as the catch-all titles.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43502", + "right": "issue:44485", + "accept": false, + "reason": "Different problems: one is an offline-loading network request bug, the other is a GLM-5 RoPE implementation discussion." + }, + { + "left": "issue:44355", + "right": "issue:44749", + "accept": false, + "reason": "One concerns compiled Python file execution errors; the other is a post-upgrade data filtering slowdown." + }, + { + "left": "issue:45125", + "right": "issue:45478", + "accept": false, + "reason": "Both mention Qwen3.5 MoE, but one is a missing tensor-parallel plan and the other is a from_pretrained load failure; not clearly the same bug." + }, + { + "left": "issue:30990", + "right": "issue:31795", + "accept": false, + "reason": "Sentence-transformers loading hang and model.forward documentation confusion are unrelated." + }, + { + "left": "issue:45125", + "right": "issue:45375", + "accept": false, + "reason": "Tensor-parallel support and a missing config field in vision config are different code paths and symptoms." + }, + { + "left": "issue:30333", + "right": "issue:33453", + "accept": false, + "reason": "MLflow reporting on failed training jobs and tokenizer loading regression are unrelated." + }, + { + "left": "issue:44387", + "right": "issue:44556", + "accept": false, + "reason": "One is int4 quantization memory growth/OOM; the other is checkpoint reload compatibility after version upgrade." + }, + { + "left": "issue:43010", + "right": "issue:45278", + "accept": false, + "reason": "No-grad cache updates and import errors after a major upgrade are different bugs." + }, + { + "left": "issue:43723", + "right": "issue:44556", + "accept": false, + "reason": "Tokenizer loading failure and checkpoint reload incompatibility are both loading-related but not the same concrete failure." + }, + { + "left": "issue:42831", + "right": "issue:43874", + "accept": false, + "reason": "FineGrainedFP8 accuracy drift and a missing image-patch method in a processor are distinct issues." + }, + { + "left": "issue:43502", + "right": "issue:44222", + "accept": false, + "reason": "Local-files-only API requests and FP8 save_pretrained for MoE are different behaviors." + }, + { + "left": "issue:43010", + "right": "issue:44368", + "accept": false, + "reason": "Cache update no-grad decoration and a tie_word_embeddings warning are unrelated." + }, + { + "left": "issue:43010", + "right": "issue:45850", + "accept": false, + "reason": "A specific autograd/cache bug is not the same as a generic 'too many models break' complaint." + }, + { + "left": "issue:43502", + "right": "issue:44961", + "accept": false, + "reason": "Offline-loading API requests and the 'racoon' issue are unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44360", + "accept": false, + "reason": "Liger kernel application in model_init and a DSA ReLU omission are different subsystems." + }, + { + "left": "issue:44355", + "right": "issue:45071", + "accept": false, + "reason": "Compiled Python file execution errors and PretrainedConfig type-checking breakage are unrelated." + }, + { + "left": "issue:30333", + "right": "issue:36296", + "accept": false, + "reason": "MLflow failure reporting and tensor-parallel training bugs do not share the same code path." + }, + { + "left": "issue:43827", + "right": "issue:44961", + "accept": false, + "reason": "Docs still referencing pipeline() and an unrelated 'racoon' issue are not duplicates." + }, + { + "left": "issue:44355", + "right": "issue:44655", + "accept": false, + "reason": "Compiled-file errors and inability to save Pipeline objects are different failures." + }, + { + "left": "issue:44222", + "right": "issue:44230", + "accept": false, + "reason": "FP8 save_pretrained vs FP8 inference support for Qwen3-VL/Qwen3.5 MoE are related only at a broad feature level, not the same bug." + }, + { + "left": "issue:43299", + "right": "issue:44556", + "accept": false, + "reason": "Both involve model loading after version changes, but they target different model families and likely different regressions." + }, + { + "left": "issue:33453", + "right": "issue:34689", + "accept": false, + "reason": "Tokenizer loading regression and Llama 3.2 Vision model loading failure are not the same issue." + }, + { + "left": "issue:42757", + "right": "issue:43576", + "accept": true, + "reason": "These plausibly describe the same underlying v5 breakage in the `transformers env` path: an import/API removal around `is_offline_mode` that makes the command fail." + }, + { + "left": "issue:33453", + "right": "issue:36296", + "accept": false, + "reason": "Tokenizer loading and tensor-parallel training are unrelated." + }, + { + "left": "issue:43576", + "right": "issue:45071", + "accept": false, + "reason": "The env-command failure and PretrainedConfig typing regression are different bugs." + }, + { + "left": "issue:43576", + "right": "issue:43824", + "accept": false, + "reason": "The env command breakage and Qwen2.5-VL import failure are distinct model/import paths." + }, + { + "left": "issue:31795", + "right": "issue:38617", + "accept": false, + "reason": "Docs confusion around forward arguments and a missing import symbol are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:42548", + "accept": false, + "reason": "AutoImageProcessor import failure and PreTrainedModel import failure are separate API regressions." + }, + { + "left": "issue:44961", + "right": "issue:45468", + "accept": false, + "reason": "No meaningful relation between 'racoon' and Gemma-4 audio positional encoding." + }, + { + "left": "issue:43010", + "right": "issue:43976", + "accept": false, + "reason": "Cache update no-grad behavior and Python 3.9/3.10 compatibility are unrelated." + }, + { + "left": "issue:38617", + "right": "issue:43576", + "accept": false, + "reason": "Missing layer_type_validation import and env-command breakage are different import failures with different surfaces." + }, + { + "left": "issue:43576", + "right": "issue:44938", + "accept": false, + "reason": "The env command issue and Python 3.14 load failure are distinct compatibility problems." + }, + { + "left": "issue:44908", + "right": "issue:44961", + "accept": false, + "reason": "Scheduler kwargs handling and the 'racoon' issue are unrelated." + }, + { + "left": "issue:36296", + "right": "issue:43901", + "accept": false, + "reason": "Tensor-parallel training and pipeline docs mentioning return_all_scores are unrelated." + }, + { + "left": "issue:41628", + "right": "issue:44355", + "accept": false, + "reason": "AutoImageProcessor import failure and compiled-file execution errors are different failure modes." + }, + { + "left": "issue:36296", + "right": "issue:43526", + "accept": false, + "reason": "Tensor-parallel training bug and BeitImageProcessorFast label reduction bug are unrelated." + }, + { + "left": "issue:44261", + "right": "issue:44360", + "accept": false, + "reason": "MLA q_a_layernorm precision/config issue and a missing ReLU in DSA indexer are unrelated." + }, + { + "left": "issue:44623", + "right": "issue:45230", + "accept": false, + "reason": "Missing save_pretrained files and a generic 'Bug report' are not enough to establish a duplicate underlying bug." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded and conservative overall. The summary matches the packet well: most pairs are clearly unrelated, and the one accepted soft edge (issue:42757 vs issue:43576) is plausibly the same v5 env/import breakage. The choice of issue:45278 as the umbrella is supported by its broad title about many import errors after the 4.57.0 -> 5.5.0 upgrade." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 47, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-410", + "nodes": [ + "issue:31795", + "issue:33453", + "issue:41669", + "issue:42371", + "issue:42890", + "issue:43352", + "issue:43408", + "issue:43525", + "issue:43572", + "issue:43576", + "issue:43673", + "issue:43827", + "issue:43874", + "issue:43976", + "issue:44038", + "issue:44077", + "issue:44230", + "issue:44246", + "issue:44273", + "issue:44295", + "issue:44297", + "issue:44315", + "issue:44351", + "issue:44360", + "issue:44373", + "issue:44393", + "issue:44492", + "issue:44556", + "issue:44655", + "issue:44704", + "issue:44829", + "issue:44861", + "issue:44908", + "issue:44961", + "issue:45003", + "issue:45071", + "issue:45092", + "issue:45125", + "issue:45230", + "issue:45278", + "issue:45341", + "issue:45362", + "issue:45468", + "issue:45478", + "issue:45542", + "issue:45753", + "issue:45850", + "issue:46095" + ], + "soft_pairs": [ + "issue:44273|issue:45542", + "issue:44273|issue:45003", + "issue:44393|issue:45753", + "issue:44038|issue:45125", + "issue:44393|issue:45071", + "issue:44230|issue:46095", + "issue:43576|issue:44556", + "issue:44373|issue:44961", + "issue:41669|issue:43673", + "issue:43525|issue:45850", + "issue:44556|issue:45092", + "issue:45362|issue:45850", + "issue:43572|issue:45850", + "issue:42890|issue:44908", + "issue:44704|issue:44908", + "issue:44246|issue:44273", + "issue:43408|issue:44315", + "issue:43976|issue:44393", + "issue:43352|issue:44393", + "issue:43576|issue:44908", + "issue:44297|issue:45230", + "issue:44295|issue:45230", + "issue:44908|issue:45071", + "issue:41669|issue:44351", + "issue:41669|issue:45341", + "issue:43673|issue:44492", + "issue:45278|issue:45850", + "issue:43874|issue:45850", + "issue:44393|issue:45478", + "issue:44077|issue:44861", + "issue:43827|issue:44908", + "issue:41669|issue:44492", + "issue:41669|issue:44908", + "issue:31795|issue:33453", + "issue:44315|issue:44829", + "issue:42371|issue:44492", + "issue:43576|issue:44273", + "issue:44360|issue:45468", + "issue:44655|issue:44861" + ], + "prepared_review_unit_hash": "b7f0786bd7c50702735e7e4b8bc7ce4c0a15fefea15a5c60662689b7c4c73656", + "component_budget": { + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 + }, + "budget": { + "node_count": 48, + "item_count": 48, + "soft_pair_count": 39, + "serialized_chars": 38768, + "estimated_input_tokens": 9692, + "estimated_eval_tokens": 19640 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is a loose mix of post-v5 regressions, import/lazy-loading problems, model-specific config errors, and a few docs/tests issues. None of the soft pairs look like the same concrete bug or change, so I would not merge any of them as duplicates.", + "confidence": 0.69, + "canonical_issue_reason": "issue:45278 is the best umbrella issue for the dominant theme here: broad import/load breakage after upgrading to v5. It is more representative than the very generic \"breaks too many models\" report and more central than the isolated model-specific bugs.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45278 has the clearest, most general description of the recurring regression class in this cluster (many import errors after a v4.57 -> v5.5 upgrade), making it the most useful canonical reference despite the cluster being heterogeneous.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44273", + "right": "issue:45542", + "accept": false, + "reason": "Lazy loading/import mechanics vs a TensorFlow backend install error; different failure modes." + }, + { + "left": "issue:44273", + "right": "issue:45003", + "accept": false, + "reason": "Both touch import behavior, but one is lazy loading and the other is unsafe sys.modules access; not the same bug." + }, + { + "left": "issue:44393", + "right": "issue:45753", + "accept": false, + "reason": "Both are Qwen3-VL related, but one is 2D box output hallucination/error and the other is an infinite-loop case on a specific image." + }, + { + "left": "issue:44038", + "right": "issue:45125", + "accept": false, + "reason": "Generic Qwen3-VL-Moe bug vs missing tensor-parallel plan for Qwen3_5Moe; different code paths." + }, + { + "left": "issue:44393", + "right": "issue:45071", + "accept": false, + "reason": "Model output bug vs global PretrainedConfig type-checking regression; unrelated." + }, + { + "left": "issue:44230", + "right": "issue:46095", + "accept": false, + "reason": "FP8 inference support request vs weight-conversion script question; not the same change or defect." + }, + { + "left": "issue:43576", + "right": "issue:44556", + "accept": false, + "reason": "Both are v5 upgrade regressions, but one is the env command and the other is checkpoint reload compatibility; too broad to be duplicates." + }, + { + "left": "issue:44373", + "right": "issue:44961", + "accept": false, + "reason": "Docstring issue vs a content-free placeholder issue." + }, + { + "left": "issue:41669", + "right": "issue:43673", + "accept": false, + "reason": "Import-star/lazy-loading performance regression vs missing GenerationMixin cache in chunked prefill; different problems." + }, + { + "left": "issue:43525", + "right": "issue:45850", + "accept": false, + "reason": "Specific missing pad_token_id error vs a vague umbrella complaint about v5 breaking many models." + }, + { + "left": "issue:44556", + "right": "issue:45092", + "accept": false, + "reason": "Both concern loading older checkpoints in v5, but the concrete failure is different: generic reload compatibility vs InternVL2 remote-code/meta-init incompatibility." + }, + { + "left": "issue:45362", + "right": "issue:45850", + "accept": false, + "reason": "Specific chat crash in one model vs broad v5 complaint; not the same underlying bug." + }, + { + "left": "issue:43572", + "right": "issue:45850", + "accept": false, + "reason": "Missing StableLmConfig field vs generic v5 breakage report; unrelated specifics." + }, + { + "left": "issue:42890", + "right": "issue:44908", + "accept": false, + "reason": "Integration-test seed flakiness vs inverse_sqrt scheduler kwargs handling; different subsystems." + }, + { + "left": "issue:44704", + "right": "issue:44908", + "accept": false, + "reason": "AutoProcessor kwargs propagation bug vs scheduler kwargs bug; not the same code path." + }, + { + "left": "issue:44246", + "right": "issue:44273", + "accept": false, + "reason": "Import performance complaint vs lazy-loading malfunction; related theme, but not a concrete duplicate." + }, + { + "left": "issue:43408", + "right": "issue:44315", + "accept": false, + "reason": "Model-type warning vs Liger Kernel application with model_init; unrelated." + }, + { + "left": "issue:43976", + "right": "issue:44393", + "accept": false, + "reason": "Python-version compatibility issue vs a Qwen3-VL output bug; no overlap." + }, + { + "left": "issue:43352", + "right": "issue:44393", + "accept": false, + "reason": "Flash Attention 2 support gap vs multimodal bounding-box error; different defects." + }, + { + "left": "issue:43576", + "right": "issue:44908", + "accept": false, + "reason": "Env command breakage vs scheduler-kwargs bug; both v5 issues, but not the same bug." + }, + { + "left": "issue:44297", + "right": "issue:45230", + "accept": false, + "reason": "Tokenizer save-pretrained class mismatch vs an unspecified bug report placeholder." + }, + { + "left": "issue:44295", + "right": "issue:45230", + "accept": false, + "reason": "position_ids buffer access error vs placeholder report; unrelated." + }, + { + "left": "issue:44908", + "right": "issue:45071", + "accept": false, + "reason": "Scheduler kwargs handling vs PretrainedConfig type-checking; different areas." + }, + { + "left": "issue:41669", + "right": "issue:44351", + "accept": false, + "reason": "Import-star/lazy-loading cost issue vs missing HybridCache import; similar import surface, but not the same bug." + }, + { + "left": "issue:41669", + "right": "issue:45341", + "accept": false, + "reason": "Import performance refactor vs a small testing_utils bug; unrelated." + }, + { + "left": "issue:43673", + "right": "issue:44492", + "accept": false, + "reason": "Chunked-prefill cache bug vs cache-strategies typo; one is functional, the other cosmetic." + }, + { + "left": "issue:45278", + "right": "issue:45850", + "accept": false, + "reason": "Both are broad v5 breakage complaints, but they do not identify the same concrete failure mode." + }, + { + "left": "issue:43874", + "right": "issue:45850", + "accept": false, + "reason": "Missing multimodal token helper in one processor vs generic v5 breakage; not the same issue." + }, + { + "left": "issue:44393", + "right": "issue:45478", + "accept": false, + "reason": "Qwen3-VL 2D box issue vs Qwen3.5-Moe from_pretrained error; different model families and code paths." + }, + { + "left": "issue:44077", + "right": "issue:44861", + "accept": false, + "reason": "Optional post_init validation vs tied-weights-key list crash; unrelated implementation details." + }, + { + "left": "issue:43827", + "right": "issue:44908", + "accept": false, + "reason": "Docs still referencing pipeline() vs inverse_sqrt scheduler kwargs; unrelated." + }, + { + "left": "issue:41669", + "right": "issue:44492", + "accept": false, + "reason": "Import-star removal/performance concern vs cache-strategy typo; not the same bug." + }, + { + "left": "issue:41669", + "right": "issue:44908", + "accept": false, + "reason": "Import/lazy-loading performance vs scheduler parameter plumbing; different subsystems." + }, + { + "left": "issue:31795", + "right": "issue:33453", + "accept": false, + "reason": "Doc confusion around model.forward arguments vs tokenizer loading regression; unrelated." + }, + { + "left": "issue:44315", + "right": "issue:44829", + "accept": false, + "reason": "Liger Kernel not applied with model_init vs flash_attention_3 training degeneration; both training-related, but not the same bug." + }, + { + "left": "issue:42371", + "right": "issue:44492", + "accept": false, + "reason": "TF32 API-settings warning vs cache-strategy typo; unrelated." + }, + { + "left": "issue:43576", + "right": "issue:44273", + "accept": false, + "reason": "Broken env command vs lazy loading not working; both v5-related, but not the same concrete defect." + }, + { + "left": "issue:44360", + "right": "issue:45468", + "accept": false, + "reason": "DSA indexer ReLU discussion vs Gemma4 audio positional encoding bug; unrelated." + }, + { + "left": "issue:44655", + "right": "issue:44861", + "accept": false, + "reason": "Pipeline save_pretrained issue vs tied-weight key crash; different serialization paths." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 1, + "component_count": 17, + "review_unit_index": 48, + "review_unit_count": 48, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-10000-410", + "nodes": [ + "issue:30333", + "issue:31515", + "issue:31795", + "issue:33453", + "issue:34689", + "issue:36296", + "issue:37428", + "issue:38617", + "issue:41669", + "issue:42371", + "issue:42913", + "issue:43066", + "issue:43298", + "issue:43502", + "issue:43519", + "issue:43525", + "issue:43572", + "issue:43606", + "issue:43704", + "issue:44230", + "issue:44261", + "issue:44263", + "issue:44273", + "issue:44315", + "issue:44360", + "issue:44485", + "issue:44492", + "issue:44623", + "issue:44861", + "issue:44908", + "issue:44998", + "issue:45092", + "issue:45230", + "issue:45290", + "issue:45310", + "issue:45468", + "issue:45850", + "issue:46095" + ], + "soft_pairs": [ + "issue:45230|issue:45310", + "issue:44273|issue:44908", + "issue:44492|issue:45850", + "issue:43519|issue:44485", + "issue:43519|issue:44908", + "issue:41669|issue:43704", + "issue:31795|issue:34689", + "issue:31795|issue:37428", + "issue:44315|issue:45092", + "issue:44485|issue:45468", + "issue:43704|issue:44485", + "issue:43298|issue:46095", + "issue:43502|issue:43519", + "issue:42371|issue:43704", + "issue:43519|issue:44623", + "issue:43519|issue:43704", + "issue:44263|issue:45468", + "issue:43606|issue:45468", + "issue:44261|issue:45468", + "issue:42913|issue:43066", + "issue:44908|issue:44998", + "issue:44861|issue:45290", + "issue:43525|issue:44861", + "issue:43704|issue:44998", + "issue:41669|issue:44998", + "issue:43572|issue:44861", + "issue:43066|issue:44998", + "issue:31515|issue:38617", + "issue:44230|issue:44623", + "issue:44360|issue:44998", + "issue:30333|issue:31515", + "issue:31515|issue:36296", + "issue:31515|issue:31795", + "issue:44230|issue:45310", + "issue:31515|issue:33453", + "issue:43298|issue:44230" + ], + "prepared_review_unit_hash": "83973ecc774fbaf59bcc0f9e9af39b1c9a53966f33bc92fb54fbcc6901efe392", + "component_budget": { + "node_count": 410, + "item_count": 410, + "soft_pair_count": 1534, + "serialized_chars": 791437, + "estimated_input_tokens": 197860, + "estimated_eval_tokens": 395976 + }, + "budget": { + "node_count": 38, + "item_count": 38, + "soft_pair_count": 36, + "serialized_chars": 32173, + "estimated_input_tokens": 8044, + "estimated_eval_tokens": 16344 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "This cluster is mostly a grab bag of Transformers v5/v5.x regression reports and model-specific bugs, but they do not appear to be duplicates of one another. No soft-edge pair looks safe to merge as the same underlying issue.", + "confidence": 0.84, + "canonical_issue_reason": "issue:45850 is the broadest representative of the cluster\u2019s theme: widespread breakage after the v5 transition. It best captures the general regression umbrella, even though it is vague.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45850 is the best overall issue anchor because it generalizes the repeated \u201cv5 breaks models/loading\u201d pattern seen across the set and has the most umbrella-like scope.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45230", + "right": "issue:45310", + "accept": false, + "reason": "Both are model/processor-related failures, but one is a chat-template crash with tool calls and the other is a Qwen3.5 MoE from_pretrained error. Different code paths and symptoms." + }, + { + "left": "issue:44273", + "right": "issue:44908", + "accept": false, + "reason": "Lazy loading failure is unrelated to inverse_sqrt scheduler kwargs being ignored." + }, + { + "left": "issue:44492", + "right": "issue:45850", + "accept": false, + "reason": "A typo in cache strategy naming is not the same bug as broad v5 model breakage." + }, + { + "left": "issue:43519", + "right": "issue:44485", + "accept": false, + "reason": "Qwen3VL timestamp calculation and GLM-5 RoPE implementation are distinct model-specific bugs." + }, + { + "left": "issue:43519", + "right": "issue:44908", + "accept": false, + "reason": "Timestamp calculation in a processor is unrelated to scheduler keyword handling." + }, + { + "left": "issue:41669", + "right": "issue:43704", + "accept": false, + "reason": "Import-star cleanup/performance concerns are unrelated to a VRAM leak in dataloader threads." + }, + { + "left": "issue:31795", + "right": "issue:34689", + "accept": false, + "reason": "Documentation confusion about input_ids/past_key_values is not the same as a model-loading regression." + }, + { + "left": "issue:31795", + "right": "issue:37428", + "accept": false, + "reason": "Doc ambiguity and flash-attention import failure are different issues." + }, + { + "left": "issue:44315", + "right": "issue:45092", + "accept": false, + "reason": "Liger Kernel not applied with model_init and remote-code checkpoint/meta-init incompatibility are separate problems." + }, + { + "left": "issue:44485", + "right": "issue:45468", + "accept": false, + "reason": "GLM-5 RoPE implementation and Gemma-4 audio positional encoding are different model-specific implementation bugs." + }, + { + "left": "issue:43704", + "right": "issue:44485", + "accept": false, + "reason": "VRAM leak under multithreaded dataloading is unrelated to RoPE implementation." + }, + { + "left": "issue:43298", + "right": "issue:46095", + "accept": false, + "reason": "Audio-model continuous batching support and a DeepSeek weight-conversion question are not duplicates." + }, + { + "left": "issue:43502", + "right": "issue:43519", + "accept": false, + "reason": "local_files_only still triggering API calls is unrelated to Qwen3VL timestamp computation." + }, + { + "left": "issue:42371", + "right": "issue:43704", + "accept": false, + "reason": "TF32 settings guidance is unrelated to a VRAM leak bug." + }, + { + "left": "issue:43519", + "right": "issue:44623", + "accept": false, + "reason": "Processor timestamp math and missing files from save_pretrained are different failure modes." + }, + { + "left": "issue:43519", + "right": "issue:43704", + "accept": false, + "reason": "Timestamp calculation in a processor is unrelated to multithreaded VRAM leakage." + }, + { + "left": "issue:44263", + "right": "issue:45468", + "accept": false, + "reason": "torch.split return values in a DSA indexer and Gemma-4 audio positional encoding are unrelated." + }, + { + "left": "issue:43606", + "right": "issue:45468", + "accept": false, + "reason": "CPU offload device mismatch for bark-small and Gemma-4 audio positional encoding are different bugs." + }, + { + "left": "issue:44261", + "right": "issue:45468", + "accept": false, + "reason": "Missing rms_norm_eps in MLA q_a_layernorm is unrelated to Gemma-4 audio positional encoding." + }, + { + "left": "issue:42913", + "right": "issue:43066", + "accept": false, + "reason": "Both mention tokenizer behavior in v5, but one is a general behavior difference and the other is a specific wrong decoder type issue; not enough evidence they are the same bug." + }, + { + "left": "issue:44908", + "right": "issue:44998", + "accept": false, + "reason": "Scheduler kwargs handling and an unrelated unemployment placeholder issue are not duplicates." + }, + { + "left": "issue:44861", + "right": "issue:45290", + "accept": false, + "reason": "_get_tied_weight_keys AttributeError and apply_chat_template tool-call crash affect different code paths." + }, + { + "left": "issue:43525", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_id in Llama4Config is not the same as _get_tied_weight_keys crashing on a list." + }, + { + "left": "issue:43704", + "right": "issue:44998", + "accept": false, + "reason": "VRAM leak and an unrelated placeholder issue are not duplicates." + }, + { + "left": "issue:41669", + "right": "issue:44998", + "accept": false, + "reason": "Import-star cleanup/perf work is unrelated to the placeholder issue." + }, + { + "left": "issue:43572", + "right": "issue:44861", + "accept": false, + "reason": "Missing pad_token_idx in StableLmConfig and tied-weight key extraction crash are unrelated." + }, + { + "left": "issue:43066", + "right": "issue:44998", + "accept": false, + "reason": "Tokenizer decoder-type regression and an unrelated placeholder issue are not duplicates." + }, + { + "left": "issue:31515", + "right": "issue:38617", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading and an ImportError for layer_type_validation are different problems." + }, + { + "left": "issue:44230", + "right": "issue:44623", + "accept": false, + "reason": "fp8 qwen3-vl/qwen3.5 support and processor.save_pretrained missing files are unrelated." + }, + { + "left": "issue:44360", + "right": "issue:44998", + "accept": false, + "reason": "DSA indexer ReLU discussion and the placeholder issue are not duplicates." + }, + { + "left": "issue:30333", + "right": "issue:31515", + "accept": false, + "reason": "MLflow job-status reporting after failed training and slow checkpoint loading are unrelated." + }, + { + "left": "issue:31515", + "right": "issue:36296", + "accept": false, + "reason": "Slow from_pretrained checkpoint loading and a tensor-parallel training bug are different issues." + }, + { + "left": "issue:31515", + "right": "issue:31795", + "accept": false, + "reason": "Checkpoint loading slowness and documentation confusion in model.forward do not describe the same bug." + }, + { + "left": "issue:44230", + "right": "issue:45310", + "accept": false, + "reason": "FP8 support for qwen3-vl/qwen3.5 and a from_pretrained error on Qwen3.5 MoE are related only by model family, not the same concrete bug." + }, + { + "left": "issue:31515", + "right": "issue:33453", + "accept": false, + "reason": "Slow checkpoint loading and a tokenizer-loading regression are both loading-related but not the same failure." + }, + { + "left": "issue:43298", + "right": "issue:44230", + "accept": false, + "reason": "Continuous batching for audio models and fp8 qwen3-vl/qwen3.5 support are different feature gaps." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 2, + "component_count": 17, + "review_unit_index": 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": "7f6a67aa1ca6adbc0edf86a1ab96017269c143cd65659e7cfa5288f136be94bb", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 2478, + "estimated_input_tokens": 620, + "estimated_eval_tokens": 1496 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Only the two model-loading issues are loosely related at the subsystem level; the Tapas tokenization issue is unrelated. The available titles do not support true duplicate status for either soft pair.", + "confidence": 0.81, + "canonical_issue_reason": "issue:16618 is the broadest and most central of the remaining issues ('Can't load the model for bert-base-uncased'), so it is the best candidate to represent the model-loading side of the cluster, even though it is not a confirmed duplicate of the auth-related issue.", + "canonical_pr_reason": null, + "best_issue_reason": "As an issue representative, issue:16618 is the most general user-visible failure and most likely to anchor discussion, but the cluster still appears to contain at least one unrelated report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:13244", + "right": "issue:16618", + "accept": false, + "reason": "Different products/problems: Tapas tokenization vs. model loading for bert-base-uncased. They do not look like the same underlying bug." + }, + { + "left": "issue:15980", + "right": "issue:16618", + "accept": false, + "reason": "Both mention model download/load failures, but one is specifically a private-model login/error-message issue while the other is a generic inability to load a public model; not enough evidence that they are 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": 3, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-26350-2", + "nodes": [ + "issue:26350", + "issue:33260" + ], + "soft_pairs": [ + "issue:26350|issue:33260" + ], + "prepared_review_unit_hash": "22b69d2b1b2df1131c18a278e5b5dc2ca321781a2185f11dcdd9a93c8d37f6d0", + "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": "The two issues are about different requested features: Flash Attention 2 support for more architectures vs GGUF support for more architectures. They are not duplicates and should not be clustered as the same underlying request.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:26350", + "right": "issue:33260", + "accept": false, + "reason": "Different feature requests and code paths; one targets Flash Attention 2 architecture support, the other targets GGUF support. They are not the same underlying bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 4, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-27088-5", + "nodes": [ + "issue:27088", + "issue:28936", + "issue:43834", + "issue:44365", + "issue:44370" + ], + "soft_pairs": [ + "issue:27088|issue:44370", + "issue:27088|issue:44365", + "issue:27088|issue:43834", + "issue:27088|issue:28936", + "issue:28936|issue:43834", + "issue:28936|issue:44365", + "issue:28936|issue:44370", + "issue:43834|issue:44370", + "issue:43834|issue:44365", + "issue:44365|issue:44370" + ], + "prepared_review_unit_hash": "0d6e10c8deeaef48aa9d40d70e5b739aa3a9c4bdfb11ecd1d681c0916c1b623e", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 10, + "serialized_chars": 6443, + "estimated_input_tokens": 1611, + "estimated_eval_tokens": 3478 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 10, + "serialized_chars": 6443, + "estimated_input_tokens": 1611, + "estimated_eval_tokens": 3478 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster is not one true duplicate set. Three issues are near-identical generic template requests for translating docs to , and those look like duplicates of each other. The Turkish and Spanish issues are separate language-specific requests and should not be merged with the generic template group or with each other.", + "confidence": 0.92, + "canonical_issue_reason": "issue:43834 is the earliest of the near-identical generic template translation issues and is the best representative of that duplicate subgroup.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:43834 is the strongest overall issue representative for the duplicate subgroup because it is the earliest and effectively identical to issue:44365 and issue:44370; the Turkish and Spanish issues are distinct requests.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:27088", + "right": "issue:44370", + "accept": false, + "reason": "Different target languages; this is Turkish vs a generic placeholder translation request, so they are not the same underlying issue." + }, + { + "left": "issue:27088", + "right": "issue:44365", + "accept": false, + "reason": "Different target languages; Turkish does not duplicate the generic placeholder request." + }, + { + "left": "issue:27088", + "right": "issue:43834", + "accept": false, + "reason": "Different target languages and different concrete request; do not collapse Turkish into the generic placeholder issue." + }, + { + "left": "issue:27088", + "right": "issue:28936", + "accept": false, + "reason": "Turkish and Spanish are separate translation requests, not the same issue." + }, + { + "left": "issue:28936", + "right": "issue:43834", + "accept": false, + "reason": "Different target languages; Spanish is not a duplicate of the generic placeholder request." + }, + { + "left": "issue:28936", + "right": "issue:44365", + "accept": false, + "reason": "Different target languages; Spanish is distinct from the generic placeholder translation issue." + }, + { + "left": "issue:28936", + "right": "issue:44370", + "accept": false, + "reason": "Different target languages; Spanish and the generic placeholder request are not the same underlying issue." + }, + { + "left": "issue:43834", + "right": "issue:44370", + "accept": true, + "reason": "These look like the same generic translation issue with nearly identical wording and no distinguishing language-specific details." + }, + { + "left": "issue:43834", + "right": "issue:44365", + "accept": true, + "reason": "Near-identical generic template issue; same request, just a duplicate opening." + }, + { + "left": "issue:44365", + "right": "issue:44370", + "accept": true, + "reason": "Effectively identical placeholder translation issues; same underlying request." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the Turkish and Spanish issues are clearly language-specific by title, while 43834/44365/44370 are near-identical generic template issues. The duplicate claims among the generic-template trio are conservative enough given the titles and high similarity scores. No overreach stands out." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 5, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-36817-15", + "nodes": [ + "issue:36817", + "issue:36879", + "issue:37015", + "issue:41115", + "issue:41211", + "issue:42503", + "issue:42738", + "issue:43671", + "issue:43837", + "issue:43909", + "issue:44121", + "issue:44205", + "issue:45027", + "issue:45177", + "issue:45322" + ], + "soft_pairs": [ + "issue:36817|issue:41211", + "issue:36817|issue:43671", + "issue:36817|issue:36879", + "issue:36879|issue:41211", + "issue:36879|issue:43909", + "issue:36879|issue:44121", + "issue:36879|issue:43837", + "issue:36879|issue:43671", + "issue:37015|issue:43837", + "issue:37015|issue:44121", + "issue:37015|issue:43909", + "issue:36879|issue:37015", + "issue:37015|issue:42503", + "issue:41115|issue:43837", + "issue:41115|issue:44121", + "issue:41115|issue:42503", + "issue:41115|issue:45027", + "issue:41211|issue:43671", + "issue:42503|issue:43837", + "issue:42503|issue:43671", + "issue:42503|issue:42738", + "issue:42738|issue:45027", + "issue:43671|issue:43837", + "issue:43671|issue:45027", + "issue:43671|issue:45177", + "issue:43671|issue:44121", + "issue:43837|issue:45322", + "issue:43837|issue:43909", + "issue:43909|issue:44205", + "issue:43671|issue:43909", + "issue:44121|issue:45322", + "issue:43837|issue:44121", + "issue:43837|issue:45027", + "issue:37015|issue:45027", + "issue:43837|issue:45177" + ], + "prepared_review_unit_hash": "d5b9a4e2686f1431c8705b2af41063fd7131afb3d49e186bf961ff8cae5bf9c5", + "component_budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 35, + "serialized_chars": 20703, + "estimated_input_tokens": 5176, + "estimated_eval_tokens": 10608 + }, + "budget": { + "node_count": 15, + "item_count": 15, + "soft_pair_count": 35, + "serialized_chars": 20703, + "estimated_input_tokens": 5176, + "estimated_eval_tokens": 10608 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly a loose theme of model-add/support requests, not true duplicates. The items span unrelated model families and modalities (BERT variants, detection, audio TTS/ASR, OCR, sparse transformers), so the shared wording is superficial.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "issue:43671 is the most central representative of the repeated 'add model support' pattern, but the cluster is too heterogeneous for it to serve as a true duplicate canonical.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:36817", + "right": "issue:41211", + "accept": false, + "reason": "Both are model-add requests, but EuroBert and DEIMv2 are unrelated models and likely different code paths." + }, + { + "left": "issue:36817", + "right": "issue:43671", + "accept": false, + "reason": "EuroBert config support and Qwen3-TTS support are different model families and different functionality." + }, + { + "left": "issue:36817", + "right": "issue:36879", + "accept": false, + "reason": "EuroBert and RF-DETR are unrelated models; this is only a broad 'add model' similarity." + }, + { + "left": "issue:36879", + "right": "issue:41211", + "accept": false, + "reason": "RF-DETR and DEIMv2 are different detection models with no evidence of the same underlying fix." + }, + { + "left": "issue:36879", + "right": "issue:43909", + "accept": false, + "reason": "RF-DETR and LFM2.5 Audio 1.5B are different tasks and code paths." + }, + { + "left": "issue:36879", + "right": "issue:44121", + "accept": false, + "reason": "A detection model request and a sparse-transformer request are not the same underlying change." + }, + { + "left": "issue:36879", + "right": "issue:43837", + "accept": false, + "reason": "RF-DETR and Qwen3-ASR are unrelated models; same broad support theme only." + }, + { + "left": "issue:36879", + "right": "issue:43671", + "accept": false, + "reason": "RF-DETR and Qwen3-TTS are different model families and different implementation work." + }, + { + "left": "issue:37015", + "right": "issue:43837", + "accept": false, + "reason": "NeoBERT and Qwen3-ASR are unrelated model additions with different behavior and integration points." + }, + { + "left": "issue:37015", + "right": "issue:44121", + "accept": false, + "reason": "NeoBERT and the weight-sparse transformer request are distinct architectures, not one concrete bug/change." + }, + { + "left": "issue:37015", + "right": "issue:43909", + "accept": false, + "reason": "NeoBERT and an audio model request are clearly different artifacts." + }, + { + "left": "issue:36879", + "right": "issue:37015", + "accept": false, + "reason": "RF-DETR and NeoBERT are unrelated model requests; no shared underlying defect." + }, + { + "left": "issue:37015", + "right": "issue:42503", + "accept": false, + "reason": "NeoBERT and ModernVBERT are both BERT-like, but they are different model-specific integrations." + }, + { + "left": "issue:41115", + "right": "issue:43837", + "accept": false, + "reason": "MiniCPM3 architecture support and Qwen3-ASR support are different model requests." + }, + { + "left": "issue:41115", + "right": "issue:44121", + "accept": false, + "reason": "MiniCPM3 and the sparse-transformer request are distinct model/architecture additions." + }, + { + "left": "issue:41115", + "right": "issue:42503", + "accept": false, + "reason": "MiniCPM3 and ModernVBERT are different model-specific changes, not one mergeable PR/issue." + }, + { + "left": "issue:41115", + "right": "issue:45027", + "accept": false, + "reason": "MiniCPM3 and Voxtral TTS are different model families and modalities." + }, + { + "left": "issue:41211", + "right": "issue:43671", + "accept": false, + "reason": "DEIMv2 and Qwen3-TTS are unrelated requests; only the generic support wording overlaps." + }, + { + "left": "issue:42503", + "right": "issue:43837", + "accept": false, + "reason": "ModernVBERT and Qwen3-ASR are different models and tasks." + }, + { + "left": "issue:42503", + "right": "issue:43671", + "accept": false, + "reason": "ModernVBERT and Qwen3-TTS are unrelated model support requests." + }, + { + "left": "issue:42503", + "right": "issue:42738", + "accept": false, + "reason": "ModernVBERT and 'BERT-like models with RoPE' are related only at a high level, not the same concrete change." + }, + { + "left": "issue:42738", + "right": "issue:45027", + "accept": false, + "reason": "A broad RoPE-related BERT proposal and Voxtral TTS support are different changes." + }, + { + "left": "issue:43671", + "right": "issue:43837", + "accept": false, + "reason": "Qwen3-TTS and Qwen3-ASR are sibling modalities, but they are separate model integrations and not one underlying fix." + }, + { + "left": "issue:43671", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-TTS and Voxtral TTS are different speech models and would not plausibly merge into one PR." + }, + { + "left": "issue:43671", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-TTS and DeepSeek-OCR2 are different modalities and code paths." + }, + { + "left": "issue:43671", + "right": "issue:44121", + "accept": false, + "reason": "TTS support and a sparse-transformer model request are unrelated changes." + }, + { + "left": "issue:43837", + "right": "issue:45322", + "accept": false, + "reason": "Qwen3-ASR and EUPE are different model families and tasks." + }, + { + "left": "issue:43837", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-ASR and LFM2.5 Audio are both audio-related, but they are distinct model requests." + }, + { + "left": "issue:43909", + "right": "issue:44205", + "accept": false, + "reason": "LFM2.5 Audio and SAM3-LiteText are unrelated model support requests." + }, + { + "left": "issue:43671", + "right": "issue:43909", + "accept": false, + "reason": "Qwen3-TTS and LFM2.5 Audio are different audio models with different implementation details." + }, + { + "left": "issue:44121", + "right": "issue:45322", + "accept": false, + "reason": "Sparse-transformer support and EUPE are not the same underlying model change." + }, + { + "left": "issue:43837", + "right": "issue:44121", + "accept": false, + "reason": "Qwen3-ASR and the sparse-transformer request are unrelated model integrations." + }, + { + "left": "issue:43837", + "right": "issue:45027", + "accept": false, + "reason": "Qwen3-ASR and Voxtral TTS are different speech model requests." + }, + { + "left": "issue:37015", + "right": "issue:45027", + "accept": false, + "reason": "NeoBERT and Voxtral TTS are unrelated models and code paths." + }, + { + "left": "issue:43837", + "right": "issue:45177", + "accept": false, + "reason": "Qwen3-ASR and DeepSeek-OCR2 are different modalities and 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": "issue", + "component_index": 6, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-37934-7", + "nodes": [ + "issue:37934", + "issue:42936", + "issue:43240", + "issue:43668", + "issue:43813", + "issue:44031", + "issue:46018" + ], + "soft_pairs": [ + "issue:37934|issue:43668", + "issue:42936|issue:43240", + "issue:42936|issue:46018", + "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": "26bcf6253ddff442c315110dfd876b5b5b15ad9df724197f56aa4491b341c67b", + "component_budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 7185, + "estimated_input_tokens": 1797, + "estimated_eval_tokens": 3850 + }, + "budget": { + "node_count": 7, + "item_count": 7, + "soft_pair_count": 9, + "serialized_chars": 7185, + "estimated_input_tokens": 1797, + "estimated_eval_tokens": 3850 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These issues are only superficially similar (mostly model/config/tokenizer bugs) and do not describe the same underlying defect or change. I would not collapse any of the suggested pairs.", + "confidence": 0.96, + "canonical_issue_reason": "No clear canonical issue: the cluster spans unrelated topics (norm implementation, loss kwargs, config type hints, typo fixes, tokenizer warning behavior, and a model gating bug).", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43240 is the most concrete and broadly actionable runtime bug report: a specific code path where kwargs are not forwarded into loss computation.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:37934", + "right": "issue:43668", + "accept": false, + "reason": "Both are model/config questions, but one is about Llama4 normalization semantics and the other is a ModernBERT type hint; different code paths and fixes." + }, + { + "left": "issue:42936", + "right": "issue:43240", + "accept": false, + "reason": "Both are runtime behavior bugs, but one is Mask2Former ignore_value handling and the other is loss kwargs forwarding; unrelated implementations." + }, + { + "left": "issue:42936", + "right": "issue:46018", + "accept": false, + "reason": "Different models and different defects: Mask2Former ignore_value usage vs DeepSeek-V4 expert gating." + }, + { + "left": "issue:42936", + "right": "issue:44031", + "accept": false, + "reason": "One is a model-specific ignore_value bug; the other is a global tokenizer regex warning regression. Not the same issue." + }, + { + "left": "issue:42936", + "right": "issue:43813", + "accept": false, + "reason": "A model loss/label handling bug and a typo in a quantization attribute are unrelated." + }, + { + "left": "issue:42936", + "right": "issue:43668", + "accept": false, + "reason": "Different components and fix types: Mask2Former runtime bug vs ModernBERT config annotation typo." + }, + { + "left": "issue:43240", + "right": "issue:43668", + "accept": false, + "reason": "One is missing kwargs propagation into loss computation; the other is an incorrect type hint. No shared code defect." + }, + { + "left": "issue:43668", + "right": "issue:44031", + "accept": false, + "reason": "ModernBERT config typing and tokenizer warning regression are distinct changes in different subsystems." + }, + { + "left": "issue:43668", + "right": "issue:43813", + "accept": false, + "reason": "A config type hint issue and a quantization-attribute typo are not the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 7, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41084-2", + "nodes": [ + "issue:41084", + "issue:43037" + ], + "soft_pairs": [ + "issue:41084|issue:43037" + ], + "prepared_review_unit_hash": "423c4c103819ef728e836ffa491b43c9b78e413f2629bc38af759475125a5e38", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1480, + "estimated_input_tokens": 370, + "estimated_eval_tokens": 996 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues do not describe the same problem: one is a vague request about block decoding, while the other is a model-specific support request for DeepSeek v3.2.", + "confidence": 0.97, + "canonical_issue_reason": "Issue #43037 is the better representative issue because it names a concrete target (DeepSeek v3.2) and likely maps to a specific feature request, whereas #41084 is too broad and ambiguous.", + "canonical_pr_reason": null, + "best_issue_reason": "#43037 is the strongest issue in this pair for triage and tracking because it is specific and actionable; #41084 lacks enough detail to serve as a clear canonical reference.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:41084", + "right": "issue:43037", + "accept": false, + "reason": "The titles and apparent intents are unrelated: block decoding vs. DeepSeek v3.2 support. No evidence they refer to the same underlying bug or change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 8, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43598-2", + "nodes": [ + "issue:43598", + "issue:43600" + ], + "soft_pairs": [ + "issue:43598|issue:43600" + ], + "prepared_review_unit_hash": "5863a8ab9e6ba87b4e827df3d13434c3fea301d347499c6eb8f98ea360c2780c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1584, + "estimated_input_tokens": 396, + "estimated_eval_tokens": 1048 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are related to custom trainers but describe different problems: one is about `remove_unused_column` behavior and trainer customizability, the other about FLOPS estimation for custom trainers. They should not be merged as duplicates.", + "confidence": 0.9, + "canonical_issue_reason": "Issue 43598 is the broader and more representative Trainer customizability request; it is more central to the cluster theme than the FLOPS-estimation-specific issue.", + "canonical_pr_reason": null, + "best_issue_reason": "Issue 43598 is the best issue to represent the cluster because it targets a concrete Trainer customization behavior rather than a narrower accounting concern.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43598", + "right": "issue:43600", + "accept": false, + "reason": "They touch the same general Trainer customization area, but the underlying problems differ: `remove_unused_column` customizability versus FLOPS estimation for custom trainers. Different code paths and fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 9, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43684-2", + "nodes": [ + "issue:43684", + "issue:44405" + ], + "soft_pairs": [ + "issue:43684|issue:44405" + ], + "prepared_review_unit_hash": "a78cc3ce4e6872c6377de3b8aac116859c953bc03797487d8d1865c9276e90ee", + "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 related only at a very broad level (both ask for Hugging Face auto-class support for Qwen variants), but they target different model families and different auto tasks, so they are not duplicates.", + "confidence": 0.95, + "canonical_issue_reason": "Issue 43684 is the broader auto-model registration request and is the better anchor for this cluster, but it should not be treated as the same underlying problem as 44405.", + "canonical_pr_reason": null, + "best_issue_reason": "43684 is the best representative issue because it concerns a more general registration gap across AutoModel/AutoModelForConditionalGeneration, while 44405 is a separate, task-specific sequence-classification request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43684", + "right": "issue:44405", + "accept": false, + "reason": "Different underlying changes: Qwen3-Omni auto-model/conditional-generation registration vs Qwen3.5 AutoModelForSequenceClassification support. They touch different model families and tasks, 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": "issue", + "component_index": 10, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43835-4", + "nodes": [ + "issue:43835", + "issue:43845", + "issue:43846", + "issue:43859" + ], + "soft_pairs": [ + "issue:43835|issue:43845", + "issue:43835|issue:43846", + "issue:43835|issue:43859", + "issue:43845|issue:43846", + "issue:43845|issue:43859", + "issue:43846|issue:43859" + ], + "prepared_review_unit_hash": "03262450dccb701f605020c20d4f532d09e28658fe5c94a1ec130bfdcf631d2e", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4265, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 4265, + "estimated_input_tokens": 1067, + "estimated_eval_tokens": 2390 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Three issues share the exact title 'huggingface' and were opened close together, making them likely duplicates; 'Fett' looks unrelated and should stay separate.", + "confidence": 0.68, + "canonical_issue_reason": "Issue 43845 is the earliest of the repeated 'huggingface' reports and best represents that duplicate set; 43835 has a different title and appears unrelated.", + "canonical_pr_reason": null, + "best_issue_reason": "43845 is the cleanest cluster representative because it is one of the repeated identical-title issues and is the earliest among them; 43859 has a bit more discussion but less body content.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:43835", + "right": "issue:43845", + "accept": false, + "reason": "Different titles ('Fett' vs 'huggingface') and no shared target/body evidence suggest unrelated issues." + }, + { + "left": "issue:43835", + "right": "issue:43846", + "accept": false, + "reason": "Different titles and no concrete evidence of the same underlying problem." + }, + { + "left": "issue:43835", + "right": "issue:43859", + "accept": false, + "reason": "'Fett' does not match the repeated 'huggingface' reports, so this looks like a separate issue." + }, + { + "left": "issue:43845", + "right": "issue:43846", + "accept": true, + "reason": "Exact same title, same topic, and nearly simultaneous creation strongly indicate a duplicate report." + }, + { + "left": "issue:43845", + "right": "issue:43859", + "accept": true, + "reason": "Exact same title and close timestamps make these very likely duplicates of the same issue." + }, + { + "left": "issue:43846", + "right": "issue:43859", + "accept": true, + "reason": "Exact same title and close creation window point to the same underlying report." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "Grounded in the packet: 43845/43846/43859 share the same title and are temporally close enough to plausibly form a duplicate set, while 43835 has a different title and no other evidence tying it in. The chosen canonical representative (43845) is the earliest of the repeated 'huggingface' issues." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 11, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44371-5", + "nodes": [ + "issue:44371", + "issue:44418", + "issue:44572", + "issue:44573", + "issue:44937" + ], + "soft_pairs": [ + "issue:44371|issue:44572", + "issue:44371|issue:44573", + "issue:44371|issue:44418", + "issue:44371|issue:44937", + "issue:44418|issue:44572", + "issue:44418|issue:44573", + "issue:44572|issue:44573", + "issue:44572|issue:44937", + "issue:44573|issue:44937" + ], + "prepared_review_unit_hash": "5156294e794132c89f28b07323568f6d2c3658806c6d2532db2dc1482e84fb24", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 9, + "serialized_chars": 5788, + "estimated_input_tokens": 1447, + "estimated_eval_tokens": 3150 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All candidates look like unrelated low-signal spam/off-topic issues rather than duplicates of one concrete bug or request. No pair should be merged in the cluster.", + "confidence": 0.98, + "canonical_issue_reason": "No issue stands out as a real canonical report; the set is dominated by spam/off-topic placeholders with no actionable description.", + "canonical_pr_reason": null, + "best_issue_reason": "None of these issues provides a meaningful problem statement or durable target for deduplication, so there is no good global best issue.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:44371", + "right": "issue:44572", + "accept": false, + "reason": "Both are spam placeholders with no concrete shared bug or request; same superficial label only." + }, + { + "left": "issue:44371", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders; no evidence they describe the same underlying issue." + }, + { + "left": "issue:44371", + "right": "issue:44418", + "accept": false, + "reason": "One is spam and the other is a generic documentation suggestion; not the same actionable problem." + }, + { + "left": "issue:44371", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder vs. off-topic company mention; no shared bug/change target." + }, + { + "left": "issue:44418", + "right": "issue:44572", + "accept": false, + "reason": "Generic documentation enhancement does not match a spam placeholder as the same issue." + }, + { + "left": "issue:44418", + "right": "issue:44573", + "accept": false, + "reason": "Generic documentation enhancement and spam are unrelated." + }, + { + "left": "issue:44572", + "right": "issue:44573", + "accept": false, + "reason": "Both are spam placeholders, but there is no concrete bug or request to confirm they are the same underlying report." + }, + { + "left": "issue:44572", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder vs. unrelated off-topic title; not a duplicate." + }, + { + "left": "issue:44573", + "right": "issue:44937", + "accept": false, + "reason": "Spam placeholder vs. unrelated off-topic title; no 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": 12, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45145-2", + "nodes": [ + "issue:45145", + "issue:45151" + ], + "soft_pairs": [ + "issue:45145|issue:45151" + ], + "prepared_review_unit_hash": "237877c796572e50ec158931a7c68160c01dbcd50f206710541d5a3bc8aedee1", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1646, + "estimated_input_tokens": 412, + "estimated_eval_tokens": 1080 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two closed issues share the same title and very similar body text, so they are likely duplicate reports of the same energy-optimization proposal.", + "confidence": 0.93, + "canonical_issue_reason": "Issue #45145 is the better canonical issue because it was created earlier and already has an inbound reference, while #45151 adds no distinguishing information.", + "canonical_pr_reason": null, + "best_issue_reason": "#45145 is the strongest representative for the issue cluster due to earliest creation time and slightly more linkage activity.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45145", + "right": "issue:45151", + "accept": true, + "reason": "Likely duplicate / probably the same issue: the titles match exactly and the bodies are highly similar, but the evidence is only soft_similarity, so this is a cautious accept rather than a strong one." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The packet supports a likely duplicate relationship, but the soft-edge verdict is a bit too strong for the evidence provided. Here the only pair evidence is `soft_similarity` with no deterministic accept, so the verdict should stay conservative (e.g. \"likely duplicate\" or \"probably the same issue\") rather than stating it as a strong indication. The canonical issue choice and earlier-creation rationale are grounded." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 13, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45295-2", + "nodes": [ + "issue:45295", + "issue:45373" + ], + "soft_pairs": [], + "prepared_review_unit_hash": "f5fd95fada2f530ab0999e343c17c16266cde0c7182bb22509972ca44827cd49", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 0, + "serialized_chars": 1286, + "estimated_input_tokens": 322, + "estimated_eval_tokens": 900 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two issues describe the same missing Gemma 4 sequence-classification support; the later, more specific open issue is the better cluster representative.", + "confidence": 0.94, + "canonical_issue_reason": "issue #45373 is the clearest canonical tracker: it is open, explicitly names the missing class `Gemma4ForSequenceClassification`, and states the module-level gap relative to Gemma 2/3.", + "canonical_pr_reason": null, + "best_issue_reason": "issue #45373 best captures the concrete request and likely remaining work, while #45295 is a shorter earlier duplicate with less detail and is already closed.", + "best_pr_reason": null, + "soft_edge_verdicts": [] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 14, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45672-2", + "nodes": [ + "issue:45672", + "issue:45674" + ], + "soft_pairs": [ + "issue:45672|issue:45674" + ], + "prepared_review_unit_hash": "3061d74a5bfbcf1ac5365aa8b2c10f409dbe7fa1743eebe1554b298cb0bc0b71", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1669, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1669, + "estimated_input_tokens": 418, + "estimated_eval_tokens": 1092 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues are related to 4-bit inference, but they describe different bugs and different fix paths: Gemma4 uint8/NF4 audio-module TypeError vs. BitsAndBytesConfig skipping lm_head exclusion and triggering an AssertionError.", + "confidence": 0.96, + "canonical_issue_reason": "issue:45674 is the clearer representative of its own bug: it has a specific configuration trigger and a general 4-bit inference failure mode. issue:45672 is Gemma4/audio-module-specific and appears to be a separate problem.", + "canonical_pr_reason": null, + "best_issue_reason": "issue:45674 is the better standalone issue to keep visible because its title and mechanism are more explicit; issue:45672 is a separate Gemma4-specific bug, not a duplicate.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45672", + "right": "issue:45674", + "accept": false, + "reason": "They share the same broad area (4-bit inference) but not the same underlying bug: one is a torch.finfo TypeError on uint8 weights in Gemma4 audio modules, the other is llm_int8_skip_modules clearing lm_head exclusion and causing an AssertionError. Different trigger, code path, and fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 15, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45762-2", + "nodes": [ + "issue:45762", + "issue:45763" + ], + "soft_pairs": [ + "issue:45762|issue:45763" + ], + "prepared_review_unit_hash": "a8394b428735c9e783329c63a2139565f11b957698cd20f3680fd1721cfd8be5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1476, + "estimated_input_tokens": 369, + "estimated_eval_tokens": 994 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two issues look unrelated and appear to be standalone name/date entries rather than duplicate bug reports. There is no clear canonical duplicate pair here.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": "Neither issue is a strong canonical candidate; both are sparse, unrelated, and not obviously part of the same underlying report.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45762", + "right": "issue:45763", + "accept": false, + "reason": "The titles reference different people and different dates, with no shared issue content or concrete underlying bug/change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 16, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45764-2", + "nodes": [ + "issue:45764", + "issue:45765" + ], + "soft_pairs": [ + "issue:45764|issue:45765" + ], + "prepared_review_unit_hash": "f1fe72dfe55770f793b35d1e21d0613313ff5255af477cf17d119f1bfaab41be", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 1481, + "estimated_input_tokens": 371, + "estimated_eval_tokens": 998 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two closed issues appear unrelated: both are empty, title-only items with different personal-name/date strings and no shared evidence of a duplicate relationship.", + "confidence": 0.98, + "canonical_issue_reason": "No clear canonical issue exists here because the items do not look like duplicate reports of the same problem; they have different titles and no body or linkage evidence.", + "canonical_pr_reason": null, + "best_issue_reason": "If forced to pick a representative issue, 45764 is only marginally cleaner, but neither issue is a good cluster representative because the pair does not appear to describe the same underlying bug or request.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45764", + "right": "issue:45765", + "accept": false, + "reason": "Different title content with no body, filenames, targets, or references tying them to the same underlying issue; this looks unrelated rather than duplicate." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "issue", + "component_index": 17, + "component_count": 17, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45869-5", + "nodes": [ + "issue:45869", + "issue:45870", + "issue:45871", + "issue:45872", + "issue:45873" + ], + "soft_pairs": [ + "issue:45869|issue:45870", + "issue:45869|issue:45871", + "issue:45870|issue:45871", + "issue:45870|issue:45872", + "issue:45870|issue:45873", + "issue:45871|issue:45872", + "issue:45871|issue:45873", + "issue:45872|issue:45873" + ], + "prepared_review_unit_hash": "0b838f156c852154e84638da6665d39f35460a44b0ea8a5f1b34588a5accc3b3", + "component_budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5729, + "estimated_input_tokens": 1433, + "estimated_eval_tokens": 3122 + }, + "budget": { + "node_count": 5, + "item_count": 5, + "soft_pair_count": 8, + "serialized_chars": 5729, + "estimated_input_tokens": 1433, + "estimated_eval_tokens": 3122 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster contains two clear duplicate pairs: 45870/45871 and 45872/45873. Issue 45869 is only loosely related by the financial-data theme and should not be merged with the others.", + "confidence": 0.92, + "canonical_issue_reason": "45872 is the best canonical representative: it is the earlier of the exact duplicate pair 45872/45873 and has the most descriptive, project-specific title in the cluster.", + "canonical_pr_reason": null, + "best_issue_reason": "45872 is the strongest standalone issue to keep because it clearly states the DataForge financial time-series + scraping-service use case and is duplicated verbatim by 45873.", + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "issue:45869", + "right": "issue:45870", + "accept": false, + "reason": "Related topic only; one is a dataset/sample listing and the other is an example request. They do not look like the same underlying issue." + }, + { + "left": "issue:45869", + "right": "issue:45871", + "accept": false, + "reason": "Related topic only; the dataset bundle request is not the same concrete issue as the DataForge example request." + }, + { + "left": "issue:45870", + "right": "issue:45871", + "accept": true, + "reason": "Exact duplicate titles and same example request; these clearly refer to the same issue." + }, + { + "left": "issue:45870", + "right": "issue:45872", + "accept": false, + "reason": "Same general financial/DataForge theme, but different concrete requests: an example vs a scraping-service integration." + }, + { + "left": "issue:45870", + "right": "issue:45873", + "accept": false, + "reason": "Same general financial/DataForge theme, but not the same underlying request as the scraping-service issue." + }, + { + "left": "issue:45871", + "right": "issue:45872", + "accept": false, + "reason": "The example request and the scraping-service request are different enough that they should not be merged as duplicates." + }, + { + "left": "issue:45871", + "right": "issue:45873", + "accept": false, + "reason": "Different concrete requests despite overlapping domain keywords; not the same underlying issue." + }, + { + "left": "issue:45872", + "right": "issue:45873", + "accept": true, + "reason": "Exact duplicate titles and same DataForge financial time-series + scraping-service request; clearly the same issue." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: the only exact title duplicates are 45870/45871 and 45872/45873, and the conservative non-duplicate calls for 45869 and the cross-theme pairs are consistent with the available evidence. No soft-edge verdict overstates the evidence." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 1, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-39895-16", + "nodes": [ + "pull_request:39895", + "pull_request:41855", + "pull_request:42668", + "pull_request:43251", + "pull_request:43254", + "pull_request:43424", + "pull_request:43823", + "pull_request:43995", + "pull_request:44827", + "pull_request:45170", + "pull_request:45213", + "pull_request:45655", + "pull_request:46048", + "pull_request:46065", + "pull_request:46067", + "pull_request:46091" + ], + "soft_pairs": [ + "pull_request:39895|pull_request:43424", + "pull_request:41855|pull_request:43823", + "pull_request:41855|pull_request:43424", + "pull_request:42668|pull_request:43823", + "pull_request:43251|pull_request:46067", + "pull_request:43251|pull_request:43823", + "pull_request:43251|pull_request:46065", + "pull_request:43251|pull_request:44827", + "pull_request:43424|pull_request:46065", + "pull_request:43424|pull_request:46067", + "pull_request:43424|pull_request:46091", + "pull_request:43424|pull_request:44827", + "pull_request:43823|pull_request:45655", + "pull_request:43823|pull_request:43995", + "pull_request:43823|pull_request:46067", + "pull_request:43995|pull_request:44827", + "pull_request:43995|pull_request:45213", + "pull_request:44827|pull_request:46065", + "pull_request:44827|pull_request:46067", + "pull_request:44827|pull_request:46091", + "pull_request:44827|pull_request:45170", + "pull_request:45170|pull_request:46065", + "pull_request:44827|pull_request:45213", + "pull_request:43823|pull_request:45213", + "pull_request:44827|pull_request:45655", + "pull_request:44827|pull_request:46048", + "pull_request:46065|pull_request:46067", + "pull_request:46065|pull_request:46091", + "pull_request:43823|pull_request:46091", + "pull_request:43251|pull_request:43254" + ], + "prepared_review_unit_hash": "fbca8782f98a5e01201dda1de68e65c7e7742477078765d95b141ea51ac8bfb8", + "component_budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 30, + "serialized_chars": 45302, + "estimated_input_tokens": 11326, + "estimated_eval_tokens": 22908 + }, + "budget": { + "node_count": 16, + "item_count": 16, + "soft_pair_count": 30, + "serialized_chars": 45302, + "estimated_input_tokens": 11326, + "estimated_eval_tokens": 22908 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "This cluster is mostly heterogeneous: new-model scaffolding, tokenizer/docs additions, export tests, conversion/loading fixes, and a single duplicated loss-function change. Only the two `fixed_cross_entropy` PRs appear to be the same underlying fix; the rest are broad-theme similarities, not true duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 43251 is the best canonical representative of the duplicated loss fix: it has the explicit issue target, clearer bug framing, and more review/activity than 43254, which is a shorter near-identical variant.", + "best_issue_reason": null, + "best_pr_reason": "PR 43251 is the strongest overall representative of the only true duplicate pair in the cluster and is the clearest concrete code change here.", + "soft_edge_verdicts": [ + { + "left": "pull_request:39895", + "right": "pull_request:43424", + "accept": false, + "reason": "Unrelated PRs: VideoPrism model/docs addition vs Executorch dynamic-shape export test. Similarity is only that both are framework changes." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43823", + "accept": false, + "reason": "Different fixes: Mistral tokenizer helper methods vs adding a new MobileLLM model. Shared tokenization/model codebase is too broad." + }, + { + "left": "pull_request:41855", + "right": "pull_request:43424", + "accept": false, + "reason": "Tokenizer method addition vs executorch export test are not the same bug or change." + }, + { + "left": "pull_request:42668", + "right": "pull_request:43823", + "accept": false, + "reason": "Processor auto-loading robustness changes are unrelated to adding a new model implementation." + }, + { + "left": "pull_request:43251", + "right": "pull_request:46067", + "accept": false, + "reason": "`cross_entropy` kwargs fix vs conversion loading/base_model_prefix handling are distinct codepaths and bugs." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43823", + "accept": false, + "reason": "Loss-function kwargs fix is unrelated to MobileLLM model addition." + }, + { + "left": "pull_request:43251", + "right": "pull_request:46065", + "accept": false, + "reason": "Loss-function fix vs testing-utils device property fix are different issues with no shared concrete change." + }, + { + "left": "pull_request:43251", + "right": "pull_request:44827", + "accept": false, + "reason": "Cross-entropy kwargs support is unrelated to Mistral4 test/model plumbing." + }, + { + "left": "pull_request:43424", + "right": "pull_request:46065", + "accept": false, + "reason": "Executorch dynamic-shape test and device-property test-utils fix are different concerns." + }, + { + "left": "pull_request:43424", + "right": "pull_request:46067", + "accept": false, + "reason": "Executorch export test vs conversion mapping/loading fix are unrelated." + }, + { + "left": "pull_request:43424", + "right": "pull_request:46091", + "accept": false, + "reason": "Executorch export testing and tokenizer mapping updates are different changes." + }, + { + "left": "pull_request:43424", + "right": "pull_request:44827", + "accept": false, + "reason": "Executorch export test does not match the Mistral4 test/model fix change-set." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45655", + "accept": false, + "reason": "New MobileLLM model addition is unrelated to the class-annotation/config resolution fix." + }, + { + "left": "pull_request:43823", + "right": "pull_request:43995", + "accept": false, + "reason": "Adding MobileLLM and refactoring Falcon output collection are different model integrations." + }, + { + "left": "pull_request:43823", + "right": "pull_request:46067", + "accept": false, + "reason": "MobileLLM model addition vs loading/conversion prefix fix are distinct changes." + }, + { + "left": "pull_request:43995", + "right": "pull_request:44827", + "accept": false, + "reason": "Falcon output-interface refactor is unrelated to Mistral4 test fixes." + }, + { + "left": "pull_request:43995", + "right": "pull_request:45213", + "accept": false, + "reason": "Falcon refactor vs model-creation skill PR are not the same underlying change." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46065", + "accept": false, + "reason": "Mistral4 test/model changes and testing-utils device detection fix are different bugs." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46067", + "accept": false, + "reason": "Mistral4 test/model changes do not match the conversion/loading prefix bug fix." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46091", + "accept": false, + "reason": "Mistral4 test/model changes are unrelated to tokenizer mapping updates." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45170", + "accept": false, + "reason": "Mistral4 fixes and `layrnorm`\u2192`layernorm` renaming are different model families and changes." + }, + { + "left": "pull_request:45170", + "right": "pull_request:46065", + "accept": false, + "reason": "Weight-renaming cleanup for CLIP-like models is unrelated to testing-utils device-property handling." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45213", + "accept": false, + "reason": "Mistral4 test/model fixes are unrelated to the new-model skill PR." + }, + { + "left": "pull_request:43823", + "right": "pull_request:45213", + "accept": false, + "reason": "Model addition PR and a repository skill/documentation PR are not duplicates." + }, + { + "left": "pull_request:44827", + "right": "pull_request:45655", + "accept": false, + "reason": "Mistral4 fixes are unrelated to the `cls.config` resolution order bug." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46048", + "accept": false, + "reason": "Mistral4 test/model fixes and TDT loss kernel integration are different features." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46067", + "accept": false, + "reason": "Different areas: Mistral4 test/model work vs conversion mapping/loading logic." + }, + { + "left": "pull_request:44827", + "right": "pull_request:46091", + "accept": false, + "reason": "Mistral4 work and tokenizer backend mapping updates are unrelated." + }, + { + "left": "pull_request:46065", + "right": "pull_request:46067", + "accept": false, + "reason": "Testing-utils device detection and conversion-prefix loading fixes are distinct infrastructure bugs." + }, + { + "left": "pull_request:46065", + "right": "pull_request:46091", + "accept": false, + "reason": "Testing-utils device property fix is unrelated to tokenizer mapping changes." + }, + { + "left": "pull_request:43251", + "right": "pull_request:43254", + "accept": true, + "reason": "Same underlying bug fix in `fixed_cross_entropy`: both add supported kwargs/parameters to pass through to `nn.functional.cross_entropy` for the same loss-path behavior." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays conservative. The only accepted duplicate pair is the explicitly issue-linked `fixed_cross_entropy` pair, which is well supported by the shared file and matching kwargs passthrough change. The other rejections are appropriately cautious and do not overstate weak thematic similarity." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 2, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40546-2", + "nodes": [ + "pull_request:40546", + "pull_request:42781" + ], + "soft_pairs": [ + "pull_request:40546|pull_request:42781" + ], + "prepared_review_unit_hash": "6d4d369d5afe4a6c3aa95fae32d0cff791020261a6a397495179e136b8cda45b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 7225, + "estimated_input_tokens": 1807, + "estimated_eval_tokens": 3870 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs are about the VibeVoice model family, but they are not the same concrete change: #40546 implements the base VibeVoice support, while #42781 is a separate draft for VibeVoice Realtime with additional acoustic-tokenizer and generation changes. Shared files mostly reflect common model integration scaffolding, not a duplicate fix/change.", + "confidence": 0.82, + "canonical_issue_reason": null, + "canonical_pr_reason": "#40546 is the broader, more established base VibeVoice implementation and is the best representative of this cluster; #42781 is a narrower follow-up/realtime variant and remains draft.", + "best_issue_reason": null, + "best_pr_reason": "#40546 is the strongest standalone PR in the set because it introduces the core VibeVoice integration with docs, auto classes, modeling, processing, and conversion support. #42781 is related but not a duplicate and appears to extend the family rather than deliver the same change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40546", + "right": "pull_request:42781", + "accept": false, + "reason": "Do not merge as duplicates: #40546 adds the base VibeVoice model, while #42781 targets VibeVoice Realtime and includes extra acoustic-tokenizer/generation work. They overlap by subsystem, but they are distinct features and not the same code-path 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": 3, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-40755-2", + "nodes": [ + "pull_request:40755", + "pull_request:41224" + ], + "soft_pairs": [ + "pull_request:40755|pull_request:41224" + ], + "prepared_review_unit_hash": "f88250501340b4e3b4ce7094e5d7f4f1406dad5759742420ca297cf34075ecb9", + "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 unrelated feature PRs: one adds TimesFM covariate forecasting, the other adds DINOv3 image-classification support. They do not look like the same underlying change.", + "confidence": 0.99, + "canonical_issue_reason": null, + "canonical_pr_reason": "41224 is the more focused representative PR in this cluster; 40755 is a separate TimesFM feature change.", + "best_issue_reason": null, + "best_pr_reason": "41224 is the tighter, more self-contained PR to represent the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:40755", + "right": "pull_request:41224", + "accept": false, + "reason": "Different models and different code paths: TimesFM covariate forecasting vs DINOv3 image-classification support. 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": 4, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41356-2", + "nodes": [ + "pull_request:41356", + "pull_request:44339" + ], + "soft_pairs": [ + "pull_request:41356|pull_request:44339" + ], + "prepared_review_unit_hash": "aead1308c167b0bae6ff11bf9358340baa5e76f816618383418b505a10a9cd01", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6050, + "estimated_input_tokens": 1513, + "estimated_eval_tokens": 3282 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two DEIMv2 pull requests target the same model family, but they are not the same change: PR 41356 is an early/basic model + image processor add, while PR 44339 is a much broader follow-up that adds loss code, auto-mappings, conversion tooling, modular files, and more integration work.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44339 is the more complete and representative DEIMv2 implementation; PR 41356 looks like an earlier partial version of the same model bring-up.", + "best_issue_reason": null, + "best_pr_reason": "PR 44339 is the strongest single artifact for the cluster because it subsumes the basic model work and includes the broader integration needed for a full Transformers addition.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41356", + "right": "pull_request:44339", + "accept": false, + "reason": "Same model area, but not the same concrete change: 44339 expands the implementation substantially and adds new code paths beyond the basic PR 41356. They look like related iterations, not mergeable duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 5, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-41797-3", + "nodes": [ + "pull_request:41797", + "pull_request:45186", + "pull_request:45630" + ], + "soft_pairs": [ + "pull_request:41797|pull_request:45186", + "pull_request:45186|pull_request:45630" + ], + "prepared_review_unit_hash": "29c1762d699376cf85062a61c38ba28acd831a4a3cd9ec059bcc37faca11e8b2", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10436, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 10436, + "estimated_input_tokens": 2609, + "estimated_eval_tokens": 5474 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All three pull requests are separate new-model additions (DeepSeek OCR, Isaac, and Kimi2-6). They share the same Transformers scaffolding patterns, but they target different models and codepaths, so this is not a duplicate cluster.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "No true duplicate exists in this set. If a single representative PR is needed, 45630 is the broadest and most reviewed new-model addition, but it is still distinct from the others.", + "best_issue_reason": null, + "best_pr_reason": "45630 is the strongest representative for the cluster only in the sense that it is a substantial, well-scoped new model integration; however, it should not be treated as the same change as the other PRs.", + "soft_edge_verdicts": [ + { + "left": "pull_request:41797", + "right": "pull_request:45186", + "accept": false, + "reason": "Different models and different implementation targets: DeepSeek OCR vs Isaac. Shared framework files are just standard new-model plumbing, not the same underlying change." + }, + { + "left": "pull_request:45186", + "right": "pull_request:45630", + "accept": false, + "reason": "Different model families and different concrete integrations: Isaac vs Kimi2-6. The overlap is broad Transformers boilerplate, not one mergeable 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": 6, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42975-2", + "nodes": [ + "pull_request:42975", + "pull_request:42976" + ], + "soft_pairs": [ + "pull_request:42975|pull_request:42976" + ], + "prepared_review_unit_hash": "f34c4a6ea5ea4532b60237925aa2c443132eeba5ab4c94bc3661198bb12fa28d", + "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": "Both pull requests are broad GitHub Actions maintenance bumps, but they target different concrete changes: PR 42975 is about Node 24 compatibility across many workflow actions, while PR 42976 is mainly upgrading docker/build-push-action and a few other workflow actions to newer versions. They overlap in the general area, but not the same underlying fix/change set.", + "confidence": 0.79, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 42975 is the better canonical PR because it is the more explicit umbrella change and touches the larger set of workflow action upgrades tied to a clear compatibility goal.", + "best_issue_reason": null, + "best_pr_reason": "PR 42975 is the strongest representative of the cluster: it has the broader scope, clearer intent, and better matches the shared workflow-maintenance theme than the narrower docker-action bump in PR 42976.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42975", + "right": "pull_request:42976", + "accept": false, + "reason": "Do not merge: both are workflow-action upgrades, but one is a Node 24 compatibility sweep and the other is a docker/build-push-action version bump. They do not fix the same concrete bug 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": 7, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-42978-4", + "nodes": [ + "pull_request:42978", + "pull_request:43448", + "pull_request:43451", + "pull_request:45490" + ], + "soft_pairs": [ + "pull_request:42978|pull_request:43448", + "pull_request:42978|pull_request:43451", + "pull_request:42978|pull_request:45490", + "pull_request:43448|pull_request:43451", + "pull_request:43448|pull_request:45490", + "pull_request:43451|pull_request:45490" + ], + "prepared_review_unit_hash": "1b74306bce56a92a327dd5c8711321ee4a8da684e4a1241172cdb8c39d446234", + "component_budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14074, + "estimated_input_tokens": 3519, + "estimated_eval_tokens": 7294 + }, + "budget": { + "node_count": 4, + "item_count": 4, + "soft_pair_count": 6, + "serialized_chars": 14074, + "estimated_input_tokens": 3519, + "estimated_eval_tokens": 7294 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "All four PRs are separate model-addition efforts (ViT NEPA, Molmo, Molmo2, CTSM). They share the same repo-wide scaffolding patterns, but they do not fix the same bug or implement the same concrete change, so none should be merged as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "Molmo2 is the broadest and most complete representative of the cluster (largest change surface and highest review activity), but it is not a duplicate of the others; the PRs are for different models.", + "best_issue_reason": null, + "best_pr_reason": "Molmo2 is the best single representative of this cluster because it is the most substantial model-integration PR and includes the most surrounding infrastructure (docs, auto mappings, processing, tests), making it the clearest exemplar of the pattern.", + "soft_edge_verdicts": [ + { + "left": "pull_request:42978", + "right": "pull_request:43448", + "accept": false, + "reason": "ViT NEPA and Molmo are different model additions with different files, configs, and tests; shared auto/docs scaffolding is not enough to call them the same change." + }, + { + "left": "pull_request:42978", + "right": "pull_request:43451", + "accept": false, + "reason": "ViT NEPA and Molmo2 are distinct model integrations for different architectures and codepaths, not one concrete bugfix or reusable patch." + }, + { + "left": "pull_request:42978", + "right": "pull_request:45490", + "accept": false, + "reason": "ViT NEPA and CTSM are unrelated model-addition PRs; they only overlap on standard registry/documentation plumbing." + }, + { + "left": "pull_request:43448", + "right": "pull_request:43451", + "accept": false, + "reason": "Molmo and Molmo2 are separate model families/releases with different model, processor, and test implementations; they are not the same underlying change." + }, + { + "left": "pull_request:43448", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo and CTSM target different model codepaths and add different APIs; the overlap is just common transformer boilerplate." + }, + { + "left": "pull_request:43451", + "right": "pull_request:45490", + "accept": false, + "reason": "Molmo2 and CTSM are different model integrations with no shared concrete bug or feature implementation beyond generic auto-registration/doc updates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 8, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43291-3", + "nodes": [ + "pull_request:43291", + "pull_request:43665", + "pull_request:44815" + ], + "soft_pairs": [ + "pull_request:43291|pull_request:43665", + "pull_request:43291|pull_request:44815", + "pull_request:43665|pull_request:44815" + ], + "prepared_review_unit_hash": "b1a3d641e8e77b93ba92656d2c5a7e9039c478ba593e582b608b28325fa1a749", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7093, + "estimated_input_tokens": 1774, + "estimated_eval_tokens": 3804 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 7093, + "estimated_input_tokens": 1774, + "estimated_eval_tokens": 3804 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are not duplicates of the same underlying change. One is a Whisper tokenization/test fix, one is a suspicious test-only PR in CLIP/ViT, and one is a broader FP8/dequantization fix across loading, quantization, and Mistral4 support. Shared similarity is only superficial.", + "confidence": 0.95, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #44815 is the most substantial and coherent code change in the set, with real implementation updates across model loading and FP8 quantization; the others are narrower test-focused changes and do not align to the same bug or patch.", + "best_issue_reason": null, + "best_pr_reason": "PR #44815 is the best representative artifact because it contains the clearest non-test code path changes and the broadest implementation context, whereas #43291 is Whisper-specific and #43665 appears unrelated/synthetic test noise.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43291", + "right": "pull_request:43665", + "accept": false, + "reason": "These touch different model families and different concerns: Whisper tokenization/timestamp decoding versus CLIP/ViT test edits. They do not appear to fix the same concrete bug or merge into one PR." + }, + { + "left": "pull_request:43291", + "right": "pull_request:44815", + "accept": false, + "reason": "Whisper decode/test changes are unrelated to FP8 dequantization, core model loading, and Mistral4 support. No shared code path or underlying defect is evident." + }, + { + "left": "pull_request:43665", + "right": "pull_request:44815", + "accept": false, + "reason": "The CLIP/ViT test-only changes are unrelated to the FP8/dequantization implementation work. They do not describe the same change and 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": 9, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43488-2", + "nodes": [ + "pull_request:43488", + "pull_request:43532" + ], + "soft_pairs": [ + "pull_request:43488|pull_request:43532" + ], + "prepared_review_unit_hash": "ece7972da44f5ffecfa01cda37b58fb472316cc7a4f04dbc31437dd00f3a01ce", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4563, + "estimated_input_tokens": 1141, + "estimated_eval_tokens": 2538 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The cluster contains two unrelated open PRs. #43488 is a repository-bot/check-format style change around setup/versioning and a ViT test, while #43532 changes CI/workflow and testing utility code. The only overlap is an incidental shared test file, so they should not be treated as duplicates.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43532 is the better canonical representative because it contains the more substantive code-path and workflow changes; #43488 is a narrow bot/check-style PR and is not representative of the cluster as a whole.", + "best_issue_reason": null, + "best_pr_reason": "PR #43532 is the strongest standalone PR in the set: it makes a coherent set of workflow/testing updates across several files. #43488 is largely a synthetic repo-bot check and is less suitable as the cluster's representative PR.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43488", + "right": "pull_request:43532", + "accept": false, + "reason": "These PRs target different concerns: #43488 is a setup/version/dependency formatting check with a test tweak, while #43532 modifies CI workflows and testing utilities. The shared test file is incidental and 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": 10, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43612-2", + "nodes": [ + "pull_request:43612", + "pull_request:43613" + ], + "soft_pairs": [ + "pull_request:43612|pull_request:43613" + ], + "prepared_review_unit_hash": "5bbd0bf4b60ef6819745b2b3045437c40372b1a8b9feb2bd90d607d6bdaf0adc", + "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": "Two open PRs add different segmentation pipelines with overlapping scaffolding, but they implement distinct features and should not be deduplicated.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": null, + "soft_edge_verdicts": [ + { + "left": "pull_request:43612", + "right": "pull_request:43613", + "accept": false, + "reason": "Different pipeline features: Promptable Concept Segmentation vs Promptable Visual Segmentation. They share registration/docs boilerplate, but the changed model/test files and task targets are not the same concrete code-path change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 11, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43651-2", + "nodes": [ + "pull_request:43651", + "pull_request:43663" + ], + "soft_pairs": [ + "pull_request:43651|pull_request:43663" + ], + "prepared_review_unit_hash": "64665a1bf929f59738ca6af85eea7b433cc49496f3e6124dbba11d36a201bc9f", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4291, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4291, + "estimated_input_tokens": 1073, + "estimated_eval_tokens": 2402 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are two separate open PRs in `trainer.py`: one changes gradient-accumulation loss scaling, the other extracts signature-column filtering for customization. They share a file and broad trainer context but not the same underlying bug/change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: PR #43651 and PR #43663 address different trainer code paths and are not duplicates.", + "best_issue_reason": null, + "best_pr_reason": "PR #43651 is the more concrete, behavior-changing fix in `training_step` and is the better representative of the cluster if one must be chosen.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43651", + "right": "pull_request:43663", + "accept": false, + "reason": "Different features in the same file: #43651 adjusts gradient-accumulation loss normalization, while #43663 adds an overridable helper for signature-column filtering. They do not fix the same concrete bug and would not plausibly be merged as one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 12, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43656-2", + "nodes": [ + "pull_request:43656", + "pull_request:43842" + ], + "soft_pairs": [ + "pull_request:43656|pull_request:43842" + ], + "prepared_review_unit_hash": "b3ab2816d0aec26356a0b212d5632f8ce2bb8c1c31fdeb80f584192e84ac211b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 3663, + "estimated_input_tokens": 916, + "estimated_eval_tokens": 2088 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "The two PRs are related in `src/transformers/cli/serve.py` and both concern typing/runtime annotation handling, but the packet does not prove they fix the same concrete bug. #43842 is the narrower, explicitly targeted `TypeAdapter` NameError fix; #43656 is a broader annotations cleanup that may overlap but is not clearly the same issue.", + "confidence": 0.67, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43842 is the more specific and clearly scoped fix, directly targeting the `TypeAdapter` NameError path described in its title and diff.", + "best_issue_reason": null, + "best_pr_reason": "PR #43842 is the best representative because it addresses a concrete, named runtime failure, while #43656 reads as a broader typing cleanup in the same file.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43656", + "right": "pull_request:43842", + "accept": false, + "reason": "They touch the same file and both involve typing annotations, but the evidence does not show they fix the same underlying bug; #43656 is broader, while #43842 is a specific `TypeAdapter` NameError fix." + } + ] + }, + "evaluator_result": { + "accept": false, + "feedback": "The cluster is only weakly supported by the packet: both PRs touch `src/transformers/cli/serve.py` and are about typing/runtime annotation issues, but the evidence does not show they fix the exact same bug. PR #43656 appears to be a broader `from __future__ import annotations` / typing cleanup, while PR #43842 specifically moves `TypeAdapter` under `TYPE_CHECKING` and quotes a single annotation. The soft-edge verdict overstates the evidence by saying they fix the same underlying `TypeAdapter` NameError and can definitely be merged as one bugfix PR; the safer reading is that they are related but not proven to be the same issue." + }, + "evaluator_used": true, + "retried": true, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 13, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43779-2", + "nodes": [ + "pull_request:43779", + "pull_request:43816" + ], + "soft_pairs": [ + "pull_request:43779|pull_request:43816" + ], + "prepared_review_unit_hash": "e7c674adcc031aa8883109a5dfc678b4407fb20b10764302092e384d031ba83a", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4362, + "estimated_input_tokens": 1091, + "estimated_eval_tokens": 2438 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests appear to implement the same SwanLab integration change: adding run id/resume support in `integration_utils.py` for issue #43698, with one variant also expanding the docs. They are strong duplicate PR candidates.", + "confidence": 0.94, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #43816 is the cleaner representative: it carries the same SwanLab id/resume support plus the accompanying documentation updates, making it the more complete version of the shared change.", + "best_issue_reason": null, + "best_pr_reason": "PR #43816 is the best global representative because it appears to include the full feature change and docs for SwanLab run id/resume support, while #43779 is the narrower implementation-focused variant.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43779", + "right": "pull_request:43816", + "accept": true, + "reason": "Same underlying SwanLab callback enhancement for id/resume support in the same file and same issue target; the doc differences do not change the core code-path change, so these are duplicate PRs." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet: both PRs target issue #43698, touch the same file, and the previews indicate the same SwanLab id/resume support with #43816 adding docs. The duplicate/mergeable verdict is conservative enough given the shared target and overlapping code change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 2, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43996-28", + "nodes": [ + "pull_request:43996", + "pull_request:43997", + "pull_request:44007", + "pull_request:44010", + "pull_request:44013", + "pull_request:44017", + "pull_request:44018", + "pull_request:44019", + "pull_request:44024", + "pull_request:44044", + "pull_request:44056", + "pull_request:44059", + "pull_request:44066", + "pull_request:44068", + "pull_request:44071", + "pull_request:44072", + "pull_request:44073", + "pull_request:44074", + "pull_request:44076", + "pull_request:44085", + "pull_request:44086", + "pull_request:44098", + "pull_request:44101", + "pull_request:44116", + "pull_request:44129", + "pull_request:44154", + "pull_request:44161", + "pull_request:44722" + ], + "soft_pairs": [ + "pull_request:43996|pull_request:44085", + "pull_request:43996|pull_request:44044", + "pull_request:44066|pull_request:44085", + "pull_request:44007|pull_request:44072", + "pull_request:44072|pull_request:44722", + "pull_request:44066|pull_request:44072", + "pull_request:44013|pull_request:44044", + "pull_request:44066|pull_request:44086", + "pull_request:44066|pull_request:44071", + "pull_request:44018|pull_request:44068", + "pull_request:44066|pull_request:44068", + "pull_request:44018|pull_request:44066", + "pull_request:44019|pull_request:44722", + "pull_request:44086|pull_request:44722", + "pull_request:44019|pull_request:44085", + "pull_request:44018|pull_request:44019", + "pull_request:44019|pull_request:44071", + "pull_request:44068|pull_request:44722", + "pull_request:44068|pull_request:44116", + "pull_request:44071|pull_request:44722", + "pull_request:44018|pull_request:44116", + "pull_request:44018|pull_request:44086", + "pull_request:44018|pull_request:44085", + "pull_request:44068|pull_request:44086", + "pull_request:44071|pull_request:44085", + "pull_request:44059|pull_request:44086", + "pull_request:44085|pull_request:44086", + "pull_request:44098|pull_request:44101", + "pull_request:44059|pull_request:44722", + "pull_request:44018|pull_request:44071", + "pull_request:44017|pull_request:44722", + "pull_request:44017|pull_request:44161", + "pull_request:44017|pull_request:44073", + "pull_request:44068|pull_request:44071", + "pull_request:44071|pull_request:44086", + "pull_request:43997|pull_request:44073", + "pull_request:44017|pull_request:44071", + "pull_request:44073|pull_request:44101", + "pull_request:44059|pull_request:44071", + "pull_request:44056|pull_request:44101", + "pull_request:44073|pull_request:44161", + "pull_request:44059|pull_request:44068", + "pull_request:44018|pull_request:44059", + "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:44071|pull_request:44129", + "pull_request:44010|pull_request:44018", + "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": "54e2d775bfe70ab9e82fe6f27859225129062a42bbeeda64f04a943ddc856d78", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84507, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 + }, + "budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 72, + "serialized_chars": 76938, + "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 model-specific refactors for the same standardized output-tracing initiative under issue #43979. The only true duplicate/revision threads are the GPT-Neo pair and the GPT-J/CodeGen pair; the rest are distinct per-model adaptations that share the same theme but not the same concrete code path.", + "confidence": 0.87, + "canonical_issue_reason": "All of these PRs point at the same umbrella tracker (#43979), but no separate issue artifact was included in the provided set, so there is no issue candidate to rank.", + "canonical_pr_reason": "PR 44722 is the best canonical representative of the actual duplicate subthread: it covers the GPT-J/CodeGen output-tracing refactor, overlaps directly with 44066 and 44085, and looks like the broadest/most complete version of that concrete change.", + "best_issue_reason": "No issue node is present in the input, so the shared issue #43979 can only be treated as the common umbrella target, not a ranked artifact.", + "best_pr_reason": "44722 is the strongest global representative in this cluster because it captures a concrete duplicated refactor, spans both GPT-J and CodeGen, and has direct overlap with the other GPT-J PRs rather than just sharing a generic theme.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43996", + "right": "pull_request:44085", + "accept": false, + "reason": "Different model families and different code paths; only the tracking issue overlaps." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44044", + "accept": false, + "reason": "Both are output-tracing refactors, but they touch unrelated model implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44085", + "accept": true, + "reason": "Same GPT-J output-tracing change on the same file; 44085 looks like a narrower revision of 44066." + }, + { + "left": "pull_request:44007", + "right": "pull_request:44072", + "accept": false, + "reason": "Different backbones and concrete implementations; same theme is not enough." + }, + { + "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 issue target only." + }, + { + "left": "pull_request:44013", + "right": "pull_request:44044", + "accept": false, + "reason": "MobileNetV2 and DeBERTa are unrelated model implementations." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-J/CodeGen refactor versus MGP-STR refactor; not the same concrete change." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44071", + "accept": false, + "reason": "Different models and different forward paths; only the standardized-output theme matches." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44068", + "accept": true, + "reason": "Same GPT-Neo model file/test set and the same output-tracing refactor; this looks like a revision of the same PR." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-J/CodeGen and GPT-Neo are different implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44066", + "accept": false, + "reason": "Different model families; the similarity is at the pattern level only." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44722", + "accept": false, + "reason": "ResNet output tracing is unrelated to GPT-J/CodeGen output tracing." + }, + { + "left": "pull_request:44086", + "right": "pull_request:44722", + "accept": false, + "reason": "MGP-STR and GPT-J/CodeGen are different code paths." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44085", + "accept": false, + "reason": "ResNet and GPT-J are unrelated implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44019", + "accept": false, + "reason": "GPT-Neo and ResNet are different model stacks." + }, + { + "left": "pull_request:44019", + "right": "pull_request:44071", + "accept": false, + "reason": "ResNet versus MPT; same infrastructure pattern but not the same change." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-Neo and GPT-J/CodeGen are separate model families." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo versus Flaubert/XLM; no shared code path." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44722", + "accept": false, + "reason": "MPT and GPT-J/CodeGen are unrelated implementations." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44116", + "accept": false, + "reason": "GPT-Neo and Flaubert are different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated models." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44085", + "accept": false, + "reason": "GPT-Neo and GPT-J are different model families." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44086", + "accept": false, + "reason": "GPT-Neo and MGP-STR are unrelated implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44085", + "accept": false, + "reason": "MPT and GPT-J are not the same concrete refactor." + }, + { + "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 models; same issue target is not enough." + }, + { + "left": "pull_request:44098", + "right": "pull_request:44101", + "accept": false, + "reason": "ViLT and Flaubert/XLM are different implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44722", + "accept": false, + "reason": "GPT-2 and GPT-J/CodeGen are separate refactors." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are different code paths." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44722", + "accept": false, + "reason": "SegFormer and GPT-J/CodeGen are unrelated model families." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44161", + "accept": false, + "reason": "SegFormer and LongT5 do not share a concrete implementation." + }, + { + "left": "pull_request:44017", + "right": "pull_request:44073", + "accept": false, + "reason": "SegFormer and VisualBert are different code paths." + }, + { + "left": "pull_request:44068", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-Neo and MPT are unrelated implementations." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44086", + "accept": false, + "reason": "MPT and MGP-STR are different models." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44073", + "accept": false, + "reason": "RegNet and VisualBert are unrelated code paths." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44101", + "accept": false, + "reason": "VisualBert and Flaubert/XLM are different model implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44071", + "accept": false, + "reason": "GPT-2 and MPT are unrelated refactors." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44101", + "accept": false, + "reason": "MPNet and Flaubert/XLM are different code paths." + }, + { + "left": "pull_request:44073", + "right": "pull_request:44161", + "accept": false, + "reason": "VisualBert and LongT5 are unrelated implementations." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44068", + "accept": false, + "reason": "GPT-2 and GPT-Neo are different model families." + }, + { + "left": "pull_request:44059", + "right": "pull_request:44018", + "accept": false, + "reason": "GPT-2 and GPT-Neo are not the same concrete change." + }, + { + "left": "pull_request:44101", + "right": "pull_request:44161", + "accept": false, + "reason": "Flaubert/XLM and LongT5 are unrelated code paths." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44017", + "accept": false, + "reason": "RegNet and SegFormer are different implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44056", + "accept": false, + "reason": "RegNet and MPNet are unrelated refactors." + }, + { + "left": "pull_request:44071", + "right": "pull_request:44076", + "accept": false, + "reason": "MPT and ImageGPT are different model stacks." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44101", + "accept": false, + "reason": "TextNet and Flaubert/XLM are unrelated code paths." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44161", + "accept": false, + "reason": "MPNet and LongT5 are distinct model implementations." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44018", + "accept": false, + "reason": "RegNet and GPT-Neo are unrelated changes." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44161", + "accept": false, + "reason": "RegNet and LongT5 are unrelated implementations." + }, + { + "left": "pull_request:44074", + "right": "pull_request:44161", + "accept": false, + "reason": "TextNet and LongT5 are different code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44071", + "accept": false, + "reason": "SqueezeBert and MPT are unrelated model implementations." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44073", + "accept": false, + "reason": "SqueezeBert and VisualBert are different code paths." + }, + { + "left": "pull_request:44018", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-Neo and SpeechT5 are unrelated refactors." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44018", + "accept": false, + "reason": "SqueezeBert and GPT-Neo are different model families." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44161", + "accept": false, + "reason": "CVT/FNet and LongT5 are unrelated implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44017", + "accept": false, + "reason": "CVT/FNet and SegFormer are distinct code paths." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44044", + "accept": false, + "reason": "SqueezeBert and DeBERTa are unrelated model implementations." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44074", + "accept": false, + "reason": "DeBERTa and TextNet are different code paths." + }, + { + "left": "pull_request:44066", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J/CodeGen refactor, overlapping files, and same concrete output-tracing change." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44722", + "accept": true, + "reason": "Same GPT-J output-tracing change; 44722 is the broader revision that subsumes it." + }, + { + "left": "pull_request:44085", + "right": "pull_request:44129", + "accept": false, + "reason": "GPT-J and SpeechT5 are unrelated implementations." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44007", + "accept": false, + "reason": "CVT/FNet and RegNet/ResNet are separate model stacks." + }, + { + "left": "pull_request:43996", + "right": "pull_request:44129", + "accept": false, + "reason": "CVT/FNet and SpeechT5 are unrelated code paths." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44129", + "accept": false, + "reason": "DeBERTa and SpeechT5 are unrelated changes." + }, + { + "left": "pull_request:44044", + "right": "pull_request:44154", + "accept": false, + "reason": "DeBERTa and VITS are different implementations." + }, + { + "left": "pull_request:44024", + "right": "pull_request:44076", + "accept": false, + "reason": "FocalNet and ImageGPT are unrelated code paths." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The summary is grounded in the packet and stays appropriately conservative on the soft edges. The accepted pairs all look like mergeable revisions of the same concrete refactor within the same model/file area, and the rejected pairs are mostly cross-model or cross-path similarities only. I don\u2019t see evidence of overstatement." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 14, + "component_count": 27, + "review_unit_index": 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": "32ee689c87f6958580f7a8f4cc41687340b2b4450fa846181c27e490d2de4275", + "component_budget": { + "node_count": 28, + "item_count": 28, + "soft_pair_count": 77, + "serialized_chars": 84507, + "estimated_input_tokens": 21127, + "estimated_eval_tokens": 42510 + }, + "budget": { + "node_count": 6, + "item_count": 6, + "soft_pair_count": 5, + "serialized_chars": 13069, + "estimated_input_tokens": 3268, + "estimated_eval_tokens": 6792 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": true, + "analyst_result": { + "summary": "These PRs are all model-specific refactors around standardized output tracing/capture, but they touch different architectures and code paths. They are thematically similar rather than duplicates, so the cluster should not be merged across models.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 44129 is the strongest representative because it has an explicit issue target (43979), a larger, more concrete SpeechT5 change, and directly frames the standardized output-capture refactor in the model that motivated it.", + "best_issue_reason": null, + "best_pr_reason": "PR 44129 is the best global representative: it is the only one tied to an issue, appears to be a concrete end-to-end refactor in one model, and is more specific than the broader no-issue model migrations.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44073", + "right": "pull_request:44074", + "accept": false, + "reason": "Same refactor theme, but different models (VisualBert vs TextNet) and different files/code paths; they are not the same underlying change." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44073", + "accept": false, + "reason": "Both migrate output tracing, but MPNet and VisualBert are separate model implementations with distinct forward/capture logic, so this is not one duplicate PR." + }, + { + "left": "pull_request:44056", + "right": "pull_request:44074", + "accept": false, + "reason": "Different model code paths and model-specific output tracing implementations; too broad to treat as the same change." + }, + { + "left": "pull_request:43997", + "right": "pull_request:44010", + "accept": false, + "reason": "RegNet and SqueezeBert are unrelated model architectures; shared output-tracing refactor wording does not make them the same PR-worthy change." + }, + { + "left": "pull_request:44010", + "right": "pull_request:44129", + "accept": false, + "reason": "SqueezeBert and SpeechT5 are separate model refactors; SpeechT5 also has an explicit issue target, so these are not duplicates of the same concrete fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 15, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-43998-13", + "nodes": [ + "pull_request:43998", + "pull_request:43999", + "pull_request:44000", + "pull_request:44001", + "pull_request:44002", + "pull_request:44003", + "pull_request:44004", + "pull_request:44025", + "pull_request:44026", + "pull_request:44027", + "pull_request:44028", + "pull_request:44029", + "pull_request:44030" + ], + "soft_pairs": [ + "pull_request:43998|pull_request:44002", + "pull_request:43998|pull_request:44000", + "pull_request:43998|pull_request:44001", + "pull_request:43998|pull_request:44003", + "pull_request:43998|pull_request:44029", + "pull_request:43999|pull_request:44001", + "pull_request:43999|pull_request:44002", + "pull_request:43999|pull_request:44025", + "pull_request:43999|pull_request:44026", + "pull_request:43999|pull_request:44027", + "pull_request:44000|pull_request:44001", + "pull_request:44000|pull_request:44002", + "pull_request:44000|pull_request:44003", + "pull_request:44000|pull_request:44025", + "pull_request:44001|pull_request:44002", + "pull_request:44001|pull_request:44003", + "pull_request:44001|pull_request:44025", + "pull_request:44002|pull_request:44029", + "pull_request:44002|pull_request:44003", + "pull_request:44003|pull_request:44028", + "pull_request:44003|pull_request:44004", + "pull_request:43998|pull_request:44004", + "pull_request:44001|pull_request:44004", + "pull_request:44002|pull_request:44004", + "pull_request:44000|pull_request:44004", + "pull_request:44025|pull_request:44026", + "pull_request:44025|pull_request:44027", + "pull_request:44025|pull_request:44028", + "pull_request:44025|pull_request:44029", + "pull_request:44025|pull_request:44030", + "pull_request:44026|pull_request:44029", + "pull_request:44026|pull_request:44027", + "pull_request:44026|pull_request:44028", + "pull_request:44026|pull_request:44030", + "pull_request:44027|pull_request:44028", + "pull_request:44027|pull_request:44029", + "pull_request:44027|pull_request:44030", + "pull_request:44028|pull_request:44029", + "pull_request:44028|pull_request:44030", + "pull_request:44029|pull_request:44030" + ], + "prepared_review_unit_hash": "ffcf7c6ab1b32f10a017b695a86d23c4b867fee860b7d0353928c87fc426ed5c", + "component_budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40179, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 + }, + "budget": { + "node_count": 13, + "item_count": 13, + "soft_pair_count": 40, + "serialized_chars": 40179, + "estimated_input_tokens": 10045, + "estimated_eval_tokens": 20346 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs share a common theme\u2014refactoring output tracing / tuple-return handling\u2014but they target different model families and code paths. They are related in style, not duplicates, so I would not merge any soft edge.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the cluster contains independent model-specific output-tracing refactors across unrelated code paths, so none can safely absorb the others.", + "best_issue_reason": null, + "best_pr_reason": "If one PR must represent the set, 44025 is the closest because it spans two sibling Depth Anything files and cleanly exemplifies the pattern, but it is still not a duplicate target for the rest.", + "soft_edge_verdicts": [ + { + "left": "pull_request:43998", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model implementations (timm_backbone vs upernet); same refactor theme, not the same bug/change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44000", + "accept": false, + "reason": "Different model code paths (timm_backbone vs vision_text_dual_encoder); only the output-tracing refactor pattern is shared." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44001", + "accept": false, + "reason": "Unrelated models (timm_backbone vs univnet); not plausibly one merged fix." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44003", + "accept": false, + "reason": "Different architectures and files; both touch tracing helpers, but not the same underlying change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44029", + "accept": false, + "reason": "timm_backbone and rwkv are distinct model paths; this is thematic similarity only." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44001", + "accept": false, + "reason": "MobileNetV1 and UnivNet are unrelated model families; same refactor style, different changes." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model wrappers and code paths; not the same concrete fix." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44025", + "accept": false, + "reason": "MobileNetV1 vs Depth Anything are separate model implementations; not a duplicate PR." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44026", + "accept": false, + "reason": "Different model families; output-tracing cleanup alone is too broad to merge as one PR." + }, + { + "left": "pull_request:43999", + "right": "pull_request:44027", + "accept": false, + "reason": "MobileNetV1 and SpeechEncoderDecoder are unrelated code paths with only superficial similarity." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44001", + "accept": false, + "reason": "Vision-text dual encoder and UnivNet are distinct models; no shared bug or change." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44002", + "accept": false, + "reason": "Different model classes and fixes; same refactor theme only." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44003", + "accept": false, + "reason": "Separate model code paths (vision-text dual encoder vs mamba); not the same underlying issue." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44025", + "accept": false, + "reason": "Different model families; the similar tracing refactor does not make these duplicates." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44002", + "accept": false, + "reason": "UnivNet and UperNet are unrelated; they should remain separate PRs." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44003", + "accept": false, + "reason": "Different architectures and files; not the same concrete change." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44025", + "accept": false, + "reason": "UnivNet vs Depth Anything are separate model-specific refactors." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44029", + "accept": false, + "reason": "UperNet and RWKV are unrelated model paths; only the refactor motif matches." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44003", + "accept": false, + "reason": "Different subsystems and model implementations; not mergeable as one duplicate fix." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44028", + "accept": false, + "reason": "Falcon/Mamba output-tracing work and SuperPoint tracing work affect different code paths." + }, + { + "left": "pull_request:44003", + "right": "pull_request:44004", + "accept": false, + "reason": "Mamba/Falcon-Mamba vs CodeGen are unrelated models; not the same bug/change." + }, + { + "left": "pull_request:43998", + "right": "pull_request:44004", + "accept": false, + "reason": "timm_backbone and CodeGen are different model implementations; same broad refactor theme only." + }, + { + "left": "pull_request:44001", + "right": "pull_request:44004", + "accept": false, + "reason": "UnivNet and CodeGen do not share a concrete code-path fix." + }, + { + "left": "pull_request:44002", + "right": "pull_request:44004", + "accept": false, + "reason": "UperNet and CodeGen are unrelated; not a single duplicate PR." + }, + { + "left": "pull_request:44000", + "right": "pull_request:44004", + "accept": false, + "reason": "Different models and code paths; not plausibly one merged PR." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44026", + "accept": false, + "reason": "Depth Anything vs VisionEncoderDecoder are separate model families; similar refactor pattern is not enough." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44027", + "accept": false, + "reason": "Depth Anything and SpeechEncoderDecoder are distinct code paths with different output semantics." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44028", + "accept": false, + "reason": "Depth Anything and SuperPoint are unrelated model implementations." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44029", + "accept": false, + "reason": "Depth Anything and RWKV are different architectures; not the same change." + }, + { + "left": "pull_request:44025", + "right": "pull_request:44030", + "accept": false, + "reason": "Depth Anything and DPR touch different model stacks; same refactor motif only." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44027", + "accept": false, + "reason": "VisionEncoderDecoder and SpeechEncoderDecoder are sister wrappers, but these are still separate forward-path changes." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44028", + "accept": false, + "reason": "Different model families and output paths; not the same underlying fix." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44029", + "accept": false, + "reason": "VisionEncoderDecoder and RWKV are unrelated code paths." + }, + { + "left": "pull_request:44026", + "right": "pull_request:44030", + "accept": false, + "reason": "VisionEncoderDecoder and DPR are separate model implementations; not duplicate PRs." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44028", + "accept": false, + "reason": "SpeechEncoderDecoder and SuperPoint are unrelated model code paths." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44029", + "accept": false, + "reason": "SpeechEncoderDecoder and RWKV are distinct architectures; not the same concrete change." + }, + { + "left": "pull_request:44027", + "right": "pull_request:44030", + "accept": false, + "reason": "SpeechEncoderDecoder and DPR are separate model wrappers with different fixes." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44029", + "accept": false, + "reason": "SuperPoint and RWKV are unrelated; only the output-tracing refactor theme overlaps." + }, + { + "left": "pull_request:44028", + "right": "pull_request:44030", + "accept": false, + "reason": "SuperPoint and DPR are different model families and code paths." + }, + { + "left": "pull_request:44029", + "right": "pull_request:44030", + "accept": false, + "reason": "RWKV and DPR are unrelated model implementations; not one duplicate change." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 16, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44662-3", + "nodes": [ + "pull_request:44662", + "pull_request:45075", + "pull_request:45401" + ], + "soft_pairs": [ + "pull_request:44662|pull_request:45401", + "pull_request:44662|pull_request:45075", + "pull_request:45075|pull_request:45401" + ], + "prepared_review_unit_hash": "f47efba7f8576885c917dd027ae984332f4ebdf58852f215036b8d61006d1b47", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10912, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 3, + "serialized_chars": 10912, + "estimated_input_tokens": 2728, + "estimated_eval_tokens": 5712 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are three separate model-implementation PRs for different architectures (PenguinVL, DeepSeek-OCR-2, Voxtral TTS). They share only generic Transformers boilerplate and registry/docs updates, not the same concrete bug or change.", + "confidence": 0.96, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single PR is a duplicate of the others; they implement different models and touch different code paths. If one representative is needed, PR 45075 is the most substantial, but it is not canonical in a duplicate sense.", + "best_issue_reason": null, + "best_pr_reason": "PR 45075 is the strongest representative of the cluster because it is the most complete, non-draft implementation with the broadest review activity. That said, it is not a better duplicate candidate than the others because the PRs are unrelated.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44662", + "right": "pull_request:45401", + "accept": false, + "reason": "Different model additions (PenguinVL vs Voxtral TTS); overlap is limited to shared Transformers scaffolding and docs/auto registry updates, not the same underlying change." + }, + { + "left": "pull_request:44662", + "right": "pull_request:45075", + "accept": false, + "reason": "These add different models (PenguinVL vs DeepSeek-OCR-2). Shared filenames are generic integration points, but the code paths, weights, and model implementations are unrelated." + }, + { + "left": "pull_request:45075", + "right": "pull_request:45401", + "accept": false, + "reason": "DeepSeek-OCR-2 and Voxtral TTS are distinct model implementations with different functionality; they do not look mergeable as one PR or the same bug fix." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 17, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-44979-2", + "nodes": [ + "pull_request:44979", + "pull_request:45363" + ], + "soft_pairs": [ + "pull_request:44979|pull_request:45363" + ], + "prepared_review_unit_hash": "871f43949ded10a1ac586baee66f1ddaf1e313ac465f2da0d6e1a6030d6c44a5", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4407, + "estimated_input_tokens": 1102, + "estimated_eval_tokens": 2460 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related to module/kernel fusion, but they are not the same change: #44979 introduces a generic Module Fusion API, while #45363 wires n-to-1 kernel fusion through KernelConfig and model loading. They overlap conceptually yet target different code paths and could not be safely merged into one PR as duplicates.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "#44979 is the more foundational, general-purpose API change; #45363 is a separate integration feature built around kernel config and model loading.", + "best_issue_reason": null, + "best_pr_reason": "#44979 is the cleaner representative for the cluster because it defines the core abstraction rather than a specific downstream use case.", + "soft_edge_verdicts": [ + { + "left": "pull_request:44979", + "right": "pull_request:45363", + "accept": false, + "reason": "Different concrete changes: generic module-fusion API vs. KernelConfig-driven n-to-1 kernel fusion integration. Shared theme is too broad to treat as the same underlying PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 18, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45086-2", + "nodes": [ + "pull_request:45086", + "pull_request:45317" + ], + "soft_pairs": [ + "pull_request:45086|pull_request:45317" + ], + "prepared_review_unit_hash": "aa9e661d9b1de3a4e2aafbded963009711bc0dd1713cc0e34cd5292ea972a9cd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4414, + "estimated_input_tokens": 1104, + "estimated_eval_tokens": 2464 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both pull requests address the same concrete AttributeError in `_patch_mistral_regex` by switching the pre-tokenizer access from `backend_tokenizer.pre_tokenizer` to `tokenizer.pre_tokenizer` in the same code path. The second PR appears to be a fuller version of the same fix, including tests.", + "confidence": 0.98, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45317 is the better canonical PR because it contains the same bug fix plus tests, making it the more complete and reviewable change set.", + "best_issue_reason": null, + "best_pr_reason": "PR 45317 is the best representative of the cluster: same fix as 45086, but with added test coverage and a clearer final form of the change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45086", + "right": "pull_request:45317", + "accept": true, + "reason": "Same underlying AttributeError in `_patch_mistral_regex`, same file, same issue target, and same code-path fix; the second PR is effectively 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": 19, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45115-2", + "nodes": [ + "pull_request:45115", + "pull_request:45569" + ], + "soft_pairs": [ + "pull_request:45115|pull_request:45569" + ], + "prepared_review_unit_hash": "e933e92a0380631c46715b07a3fa98ded2e912f449bf37772f96cdf7d71f8fae", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 6066, + "estimated_input_tokens": 1517, + "estimated_eval_tokens": 3290 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two related NemotronH pull requests, but they address different scopes: one refactors inheritance/conversion mapping for NemotronH, while the other introduces/adjusts the NemotronH Dense and Sparse model split plus docs/tests. They overlap in the NemotronH code area, but are not the same underlying change.", + "confidence": 0.91, + "canonical_issue_reason": null, + "canonical_pr_reason": "pull_request:45569 is the broader, more complete implementation focused on the NemotronH family split and related docs/tests, so it is the better canonical PR for this cluster.", + "best_issue_reason": null, + "best_pr_reason": "pull_request:45569 is the most comprehensive and user-facing change set, covering the actual model family structure and integration points rather than just the conversion/refactor groundwork.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45115", + "right": "pull_request:45569", + "accept": false, + "reason": "They share NemotronH files, but 45115 is a narrow refactor/conversion-mapping change while 45569 adds the Dense/Sparse model split, docs, auto-mappings, and tests. These are related, not the same concrete change, and would not naturally merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 20, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45332-2", + "nodes": [ + "pull_request:45332", + "pull_request:45333" + ], + "soft_pairs": [ + "pull_request:45332|pull_request:45333" + ], + "prepared_review_unit_hash": "35f43747ff0481f17c9674a01c5ee1e3d3d3cf90bf5e67de5b481f248cdca4fd", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5397, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5397, + "estimated_input_tokens": 1350, + "estimated_eval_tokens": 2956 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are closely related umbrella-feature PRs for heterogeneous model support, but they are not duplicates: one adds per-layer config plumbing, the other adds model/runtime support on top of it.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "No issue is present; as the representative PR, #45332 is the broader umbrella change and includes the runtime/modeling side in addition to heterogeneous config handling.", + "best_issue_reason": null, + "best_pr_reason": "#45332 is the best cluster representative because it covers the larger end-to-end feature. #45333 is narrower, focused on per-layer configuration plumbing.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45332", + "right": "pull_request:45333", + "accept": false, + "reason": "Related but not the same concrete change: #45333 adds heterogeneous config support, while #45332 adds heterogeneous modeling/runtime support and depends on the config work. They could be separate PRs and are not mergeable as one duplicate 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": 21, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45415-2", + "nodes": [ + "pull_request:45415", + "pull_request:45425" + ], + "soft_pairs": [ + "pull_request:45415|pull_request:45425" + ], + "prepared_review_unit_hash": "644ae1fba2695055b662d19432d378fe9dcace5433a25e42bd291fa336d8e0ea", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 5514, + "estimated_input_tokens": 1379, + "estimated_eval_tokens": 3014 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both items are open typing-related PRs, but they address different scopes: one is a broad repo-wide type-checking cleanup, the other is a more targeted typing-support update around modeling/utils integration. Shared filenames and theme alone aren\u2019t enough to call them duplicates.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR 45425 is the better representative because it is narrower and centered on specific typing support changes, whereas 45415 is a large sweep adding type checking across many transformer modules.", + "best_issue_reason": null, + "best_pr_reason": "PR 45425 is the best single PR for this cluster since it reflects the more concrete, localized change; 45415 is too broad to serve as a canonical duplicate target.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45415", + "right": "pull_request:45425", + "accept": false, + "reason": "Reject: both are typing-focused, but 45415 is a broad type-checking pass across many files and config, while 45425 adds specific typing protocols/helpers for modeling_utils/PEFT-related code paths. They do not look like the same underlying change and would not plausibly merge into one PR as duplicates." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 22, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45513-3", + "nodes": [ + "pull_request:45513", + "pull_request:46084", + "pull_request:46098" + ], + "soft_pairs": [ + "pull_request:45513|pull_request:46084", + "pull_request:46084|pull_request:46098" + ], + "prepared_review_unit_hash": "2a0a150dc4048e54f292b0afc5435fe318cfe37fac96c5a8a60e80bd848c6aa1", + "component_budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7426, + "estimated_input_tokens": 1857, + "estimated_eval_tokens": 3970 + }, + "budget": { + "node_count": 3, + "item_count": 3, + "soft_pair_count": 2, + "serialized_chars": 7426, + "estimated_input_tokens": 1857, + "estimated_eval_tokens": 3970 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two PRs are closely related Mamba2 cache fixes for the same seq_len>1 use_cache bug; the Qwen3.5 PR is a separate model-specific change. PR #46098 is the best representative because it is the broader Mamba2 fix and explicitly targets the shared issue.", + "confidence": 0.86, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #46098 is the most complete representation of the Mamba2 bugfix: it targets the shared issue #46032, covers both CPU and GPU paths, and includes the accompanying docs/test updates.", + "best_issue_reason": null, + "best_pr_reason": "PR #46098 is the best standalone PR for the cluster because it is the broadest, most explicit fix for the underlying Mamba2 cached-forward bug and subsumes the narrower #46084 change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45513", + "right": "pull_request:46084", + "accept": false, + "reason": "Both mention cached multi-token forward fixes, but they affect different models and code paths (Qwen3.5/OLMo hybrid linear attention vs Mamba2). Same pattern, not the same underlying bug." + }, + { + "left": "pull_request:46084", + "right": "pull_request:46098", + "accept": true, + "reason": "These are the same underlying Mamba2 use_cache seq_len>1 bug on the same files and issue target #46032; #46098 looks like a broader superset (CPU+GPU, docs/tests) that could plausibly be merged with #46084." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The cluster summary is grounded in the packet: 45513 is a separate Qwen3.5/OLMo hybrid change, while 46084 and 46098 both target the same Mamba2 use_cache seq_len>1 bug on shared files and the same issue (#46032). The mergeability judgment for 46084 <-> 46098 is conservative enough, since 46098 looks like a broader version of the same bugfix rather than a different change." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 23, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45548-2", + "nodes": [ + "pull_request:45548", + "pull_request:45662" + ], + "soft_pairs": [ + "pull_request:45548|pull_request:45662" + ], + "prepared_review_unit_hash": "e2c1424f415d79fcf39a0f20e36d39d72a225a0a57fcf0b193708699365f75da", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4508, + "estimated_input_tokens": 1127, + "estimated_eval_tokens": 2510 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Two open PRs both touch expert-parallel loading, but they fix different concrete failure modes: one is about EP + DeepSpeed ZeRO-3 / accelerate-launch serialization and model loading, while the other is about EP + FSDP2 experts being overwritten during distributed parameter assignment.", + "confidence": 0.93, + "canonical_issue_reason": null, + "canonical_pr_reason": null, + "best_issue_reason": null, + "best_pr_reason": "PR 45662 is the broader and more representative EP bugfix in this cluster, with changes spanning loading, MoE, tensor-parallel, and trainer code paths.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45548", + "right": "pull_request:45662", + "accept": false, + "reason": "They share the expert-parallel theme and one filename, but the underlying bugs are different: 45548 fixes distributed_config serialization plus a has_ep helper for EP + ZeRO-3 loading, while 45662 fixes rank-0 broadcast / DTensor wrapping during FSDP2 loading. These are not the same code-path problem 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": 24, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45639-2", + "nodes": [ + "pull_request:45639", + "pull_request:45645" + ], + "soft_pairs": [ + "pull_request:45639|pull_request:45645" + ], + "prepared_review_unit_hash": "c91a51f9f1f2d75f9db553dc17ae6027982ba71bd4346bf5d36a548852d90bd4", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4589, + "estimated_input_tokens": 1148, + "estimated_eval_tokens": 2552 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These two PRs are closely related implementations of the same xdist-safe captured_info logging fix, with one PR acting as a broader superset of the other.", + "confidence": 0.87, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45645 is the stronger canonical representative because it includes the core xdist-safe output-file change plus the CI workflow update needed to consume multiple captured_info files, making it the more complete fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45645 is the best overall candidate: it addresses the same captured_info xdist collision bug as #45639 and also preserves downstream CI/debug-log behavior, so it is the most complete implementation in the cluster.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45639", + "right": "pull_request:45645", + "accept": true, + "reason": "Both PRs target the same captured_info xdist collision problem in testing_utils; #45645 is a superset that adds the workflow-side handling for the same fix, so they are close enough to treat as 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": 25, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45683-2", + "nodes": [ + "pull_request:45683", + "pull_request:45734" + ], + "soft_pairs": [ + "pull_request:45683|pull_request:45734" + ], + "prepared_review_unit_hash": "eb709b85fdf0aaa42b264faf678be0edc1127137b5c90af86da076f2b207e68b", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4466, + "estimated_input_tokens": 1117, + "estimated_eval_tokens": 2490 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4466, + "estimated_input_tokens": 1117, + "estimated_eval_tokens": 2490 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These PRs are related but not duplicates: one excludes audio submodules from quantization, while the other makes auto-detected skip keys additive when users pass skip_modules. They touch the same quantizer path and share an issue target, but they fix different underlying bugs.", + "confidence": 0.92, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR for a duplicate cluster: the two PRs address separate behaviors in the same helper, not the same change.", + "best_issue_reason": null, + "best_pr_reason": "45734 is the better representative of the cluster because it fixes the more general control-flow bug in get_modules_to_not_convert and affects any user-supplied skip_modules case.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45683", + "right": "pull_request:45734", + "accept": false, + "reason": "Shared files and issue target are not enough here: 45683 skips audio tower/embed_audio modules to avoid uint8 crashes, while 45734 changes skip_modules handling so default skips remain additive. Different bugs, different fixes." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 26, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "cache", + "cache_hit": true, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-45737-2", + "nodes": [ + "pull_request:45737", + "pull_request:45738" + ], + "soft_pairs": [ + "pull_request:45737|pull_request:45738" + ], + "prepared_review_unit_hash": "cc2ade73a49ec6a8883a7a24c433988645588bcd049e8aad2bce56b1b24daa1c", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4131, + "estimated_input_tokens": 1033, + "estimated_eval_tokens": 2322 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "Both PRs address the same MusicgenMelody cache initialization bug in `forward()`: replacing `EncoderDecoderCache(DynamicCache, DynamicCache)` with a single `DynamicCache`. PR #45737 is the more complete duplicate because it bundles the fix with a regression test, while #45738 is the fix-only variant.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "PR #45737 is the best canonical PR because it contains the same code fix as #45738 plus a regression test, making it the most complete representation of the bug fix.", + "best_issue_reason": null, + "best_pr_reason": "PR #45737 is the strongest overall candidate: it fixes the concrete cache bug and adds a targeted regression test, whereas #45738 only changes the implementation.", + "soft_edge_verdicts": [ + { + "left": "pull_request:45737", + "right": "pull_request:45738", + "accept": true, + "reason": "Same underlying code-path bug in `musicgen_melody` cache setup; the diffs match on the core fix and the test-only addition in #45737 could plausibly live in the same PR as #45738." + } + ] + }, + "evaluator_result": { + "accept": true, + "feedback": "The assessment is grounded in the packet: both PRs make the same `musicgen_melody` cache initialization change, and #45737 only adds a regression test on top of that fix. The soft-edge accept is conservative enough because the diffs are mergeable into one PR for the same bugfix." + }, + "evaluator_used": true, + "retried": false, + "accepted_nontrivial_soft_edge": true, + "error_kind": null, + "error_message": null + }, + { + "label": "pull_request", + "component_index": 27, + "component_count": 27, + "review_unit_index": 1, + "review_unit_count": 1, + "status": "reviewed", + "reason": null, + "source": "llm", + "cache_hit": false, + "model": "gpt-5.4-mini?service_tier=flex", + "cluster_id": "cluster-46069-2", + "nodes": [ + "pull_request:46069", + "pull_request:46073" + ], + "soft_pairs": [ + "pull_request:46069|pull_request:46073" + ], + "prepared_review_unit_hash": "26fd8f39cdc1e8933ff15c2ef4aafe064eb780f2c19bff51f396ea023e7e0484", + "component_budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4330, + "estimated_input_tokens": 1083, + "estimated_eval_tokens": 2422 + }, + "budget": { + "node_count": 2, + "item_count": 2, + "soft_pair_count": 1, + "serialized_chars": 4330, + "estimated_input_tokens": 1083, + "estimated_eval_tokens": 2422 + }, + "overflow_policy": "truncate_then_skip", + "trimmed": false, + "aggressively_trimmed": false, + "split": false, + "analyst_result": { + "summary": "These are not duplicates: both PRs add attn_implementation dispatch, but they target different model implementations (ShieldGemma2 vs CTRL) and patch different code paths/files.", + "confidence": 0.97, + "canonical_issue_reason": null, + "canonical_pr_reason": "No single canonical PR: the ShieldGemma2 PR and the CTRL PR are model-specific changes with distinct implementations and tests, not the same underlying fix.", + "best_issue_reason": null, + "best_pr_reason": "Neither PR is a clear global representative for the cluster because they address separate model backends rather than one shared bug or change.", + "soft_edge_verdicts": [ + { + "left": "pull_request:46069", + "right": "pull_request:46073", + "accept": false, + "reason": "Both PRs are about attn_implementation dispatch, but they apply to different models and different code paths; they are not the same change and would not plausibly merge into one PR." + } + ] + }, + "evaluator_result": null, + "evaluator_used": false, + "retried": false, + "accepted_nontrivial_soft_edge": false, + "error_kind": null, + "error_message": null + } + ] +} diff --git a/snapshots/20260520T060132Z/analysis-runs/hybrid-model-20260520t060132z/manifest.json b/snapshots/20260520T060132Z/analysis-runs/hybrid-model-20260520t060132z/manifest.json new file mode 100644 index 0000000000000000000000000000000000000000..2cd176700f117be625e95fa5cb00acf03bf67e0c --- /dev/null +++ b/snapshots/20260520T060132Z/analysis-runs/hybrid-model-20260520t060132z/manifest.json @@ -0,0 +1,14 @@ +{ + "analysis_id": "hybrid-model-20260520t060132z", + "artifacts": { + "hybrid": "snapshots/20260520T060132Z/analysis-runs/hybrid-model-20260520t060132z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260520T060132Z/analysis-runs/hybrid-model-20260520t060132z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "model": null, + "published_at": "2026-05-20T06:12:49Z", + "repo": "huggingface/transformers", + "schema_version": 1, + "snapshot_id": "20260520T060132Z", + "variant": "hybrid" +} diff --git a/snapshots/20260520T060132Z/manifest.json b/snapshots/20260520T060132Z/manifest.json index 2ef1070b181a7f1bd6de3e97f7d96196f0fa0eb6..a6faf4bcf3318eb213d9fe0d507d24c10e1930b5 100644 --- a/snapshots/20260520T060132Z/manifest.json +++ b/snapshots/20260520T060132Z/manifest.json @@ -32,6 +32,24 @@ "timeline_events": 1894 }, "extracted_at": "2026-05-20T06:01:32Z", + "published_analysis": { + "canonical_analysis_id": "hybrid-model-20260520t060132z", + "runs": { + "hybrid-model-20260520t060132z": { + "analysis_id": "hybrid-model-20260520t060132z", + "artifacts": { + "hybrid": "snapshots/20260520T060132Z/analysis-runs/hybrid-model-20260520t060132z/analysis-report-hybrid.json", + "hybrid_reviews": "snapshots/20260520T060132Z/analysis-runs/hybrid-model-20260520t060132z/analysis-report-hybrid.llm-reviews.json" + }, + "channel": "canonical", + "manifest_path": "snapshots/20260520T060132Z/analysis-runs/hybrid-model-20260520t060132z/manifest.json", + "model": null, + "published_at": "2026-05-20T06:12:49Z", + "variant": "hybrid" + } + }, + "schema_version": 1 + }, "repo": "huggingface/transformers", "snapshot_id": "20260520T060132Z", "watermark": {